[{"_1":2,"_2916":-5,"_2917":-5},"loaderData",{"_3":4,"_8":9},"root",{"_5":-5,"_6":7},"userID","isAuthenticated",false,"routes/share.$workflowId",{"_10":11,"_6":7,"_2914":7,"_2915":7},"workflow",{"_12":13,"_14":15,"_16":17,"_18":19,"_2896":2897,"_2910":2911,"_2912":2913},"id","f544ab74-2415-4241-a6ff-4c2e7afee20c","name","Reddit Viral Trend Hunter","description","Continuously monitors subreddits/keywords and create clusters of trending micro-topics","workflow_data",{"_20":21,"_53":54},"edges",[22,30,34,37,42,44,48,51],{"_12":23,"_24":25,"_26":27,"_28":-5,"_29":-5},"e_eke7","source","rss_2m4e","target","iteration_9n9d","sourceHandle","targetHandle",{"_12":31,"_24":27,"_26":32,"_28":33,"_29":-5},"e_1ora","rss_rc6q","loop",{"_12":35,"_24":36,"_26":25,"_28":-5,"_29":-5},"e_9w4g","trigger-cron_zgd5",{"_12":38,"_24":27,"_26":39,"_28":40,"_29":41},"e_kl70","agent_lj5e","done","left",{"_12":43,"_24":32,"_26":39,"_28":-5,"_29":41},"e_a61n",{"_12":45,"_24":39,"_26":46,"_28":47,"_29":-5},"e_h4ct","serverless-function_p2td","right",{"_12":49,"_24":46,"_26":50,"_28":-5,"_29":-5},"e_f5uh","slack_m2j0",{"_12":52,"_24":32,"_26":27,"_28":-5,"_29":-5},"e_03da","nodes",[55,313,1829,2778,2799,2860,2874],{"_12":25,"_56":57,"_58":59,"_60":61,"_306":59,"_307":308},"type","automation-rss","width",90,"config",{"_62":63,"_64":65,"_66":67,"_300":301,"_302":303,"_304":305},"goal","Fetch RSS feed for target subreddit(s) to retrieve top posts and comments","action","parse_feed","output",{"_68":7,"_69":70,"_56":82,"_64":65,"_83":84,"_85":86,"_292":293,"_294":295,"_296":297,"_298":299},"bozo","feed",{"_71":72,"_73":74,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},"link","https://www.reddit.com/r/automation","title","ChatGPT, Artificial Intelligence and Automation","author","","updated","2026-01-21T21:23:24+00:00","language","image_url","Are you fascinated by the wonders of automation, mesmerized by the power of ChatGPT, or intrigued by the endless possibilities of Artificial Intelligence and automation? Look no further! Our vibrant Reddit community is the perfect hub for enthusiasts like you. As a member of our community, you'll gain access to a wealth of resources, including: 🔬 Thought-provoking discussions on automation, ChatGPT, and AI. 🌟 Exclusive insights into the latest advancements and industry news","rss","status","success","entries",[87,100,108,116,124,132,140,148,156,164,172,180,188,196,204,212,220,228,236,244,252,260,268,276,284],{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":98,"_16":94},"t3_1qitk7k","guid","https://www.reddit.com/r/automation/comments/1qitk7k/i_made_a_open_source_price_tracker_that_runs_on/","I made a open source price tracker that runs on autopilot across Amazon, and Walmart","/u/astronaut_611","content","

$\"I$

Demo: https://pricewatch-lake.vercel.app/

Code: https://github.com/nimish-html/pricewatch

I have this bad habit of adding stuff to wishlists and then forgetting to check. Every few weeks I'd remember, go check, and either the price was the same or I missed the drop by days.

So I built something that would track all those prices for me.

It's basically a tool where you paste a product URL and it monitors the price automatically, and sends me an email when it reaches a target price (basically when it doesn't feel that expensive)

The part that took forever was getting past the anti-bot systems on these sites. Amazon, Walmart, Target—they all block scrapers aggressively.

First few attempts, I was getting CAPTCHAs every 10-20 requests no matter what I tried.

I tried a bunch of things:

- BeautifulSoup + requests

- Free proxy lists from random github repos

- Rotating IPs every request (this actually makes you MORE suspicious)

- VPN with random user agents

What finally worked was residential proxies with sticky sessions. Instead of getting a new IP every request like an obvious bot, I keep the same IP for days and maintain cookies like a real person browsing around. That plus randomized delays got me to something like 98% success.

My tech stack was pretty simple:

- Backend: FastAPI

- TLS fingerprinting: curl_cffi library

- Frontend: Next.js

- Database and Emails: Firebase

- Proxies: Thordata residential with sticky sessions

- Hosting: Fly.io for backend, Vercel for frontend

I open sourced the whole thing:

- Demo: https://pricewatch-lake.vercel.app/

- Code: https://github.com/nimish-html/pricewatch

lmk if you have questions, or any requests.

submitted by /u/astronaut_611
[link] [comments]

","2026-01-21T09:37:01+00:00","published","categories",[99],"automation",{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":107,"_16":105},"t3_1qj6a51","https://www.reddit.com/r/automation/comments/1qj6a51/thoughts_on_this_small_ai_computer_for_automation/","Thoughts on this small AI computer for automation workflow? 80GB RAM for 1399 bucks or DIY.","/u/Anujp05","

I'm trying to move my automation workflows (mostly coding and data parsing) fully offline to cut cloud costs and for privacy. I spotted TiinyAI from CES. It's a smartphone-sized AI pc, specs are 80GB LPDDR5X RAM & 1TB SSD storage and an early bird price of 1399, they claimed that the device can run ChatGPT OSS 120B at 20tokens/s on 30W and imo the Price/RAM ratio seems good right now compared to DGX Spark or DIY. But I'm not sure if 80GB is enough for 120B models and handle the context overhead for complex automation scripts. I don't want it to choke halfway through a task. Should I grab this or just build a custom rig? cuz I'm worried about the authenticity of this product and afraid it's just hype. I would love to hear your thoughts.

submitted by /u/Anujp05
[link] [comments]","2026-01-21T18:41:24+00:00",[99],{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":115,"_16":113},"t3_1qj355h","https://www.reddit.com/r/automation/comments/1qj355h/best_ai_tools_and_automation_agents_in_2026_that/","Best AI Tools and Automation Agents in 2026 That Actually Save Time","/u/Virtual_Past_1784","

Workbeaver – just prompt the task and it does the work for you
ChatGPT – brainstorming, writing, code, ideas
Veo 3 – realistic videos from a prompt
Saner ai – manage notes, tasks, email, calendar via chat
Fathom – free meeting notes + action items
Manus / Genspark – AI agents for research tasks
NotebookLM – quick summaries from docs
ElevenLabs – natural AI voices
Grammarly – daily writing support
V0 / Lovable – build web apps without coding

What tools are actually saving you time this year?

submitted by /u/Virtual_Past_1784
[link] [comments]","2026-01-21T16:49:42+00:00",[99],{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":123,"_16":121},"t3_1qiufpt","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/","Tips to automate taking screenshots of website homepage","/u/Large-Pangolin9908","

I want to automatically take screenshots of n number of website homepages. Is it possible to automate this?

I write a lot of “X best software” and I’d love it if I dont have to manually take 20 screenshots each time I write content.

submitted by /u/Large-Pangolin9908
[link] [comments]","2026-01-21T10:29:47+00:00",[99],{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":131,"_16":129},"t3_1qiv4tf","https://www.reddit.com/r/automation/comments/1qiv4tf/pricing_automation_is_very_complicated/","Pricing automation is very complicated...","/u/cyber5234","

I'm 5 months into building automation. (n8n, custom dashboards, databases and whatever else client is interested in). I am currently confused about how the pricing should be. Clients are happy to pay for the first 6 months, then they are not glad to pay each month for support and maintenance. How do you guys handle your pricing?

How much do you charge for base automation and how much for maintenance? Is it hourly or monthly or annually?

submitted by /u/cyber5234
[link] [comments]","2026-01-21T11:11:24+00:00",[99],{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":139,"_16":137},"t3_1qj7ol4","https://www.reddit.com/r/automation/comments/1qj7ol4/my_fix_to_an_annoying_problem_using_droidrun/","My fix to an Annoying problem using droidrun","/u/Flimsy_Indication346","

we all have that one friend who send too many reels for you to watch, but you don't have time to react to all of them, but we also don't want to make them feel bad.

Built using Python + Droidrun+ Google Gemini API . Two agents. One mission: automate social noise, amplify productivity.

Reel Reactor

Auto-detects reels vs messages → opens reels → analyzes captions + top 5 comments → sends smart reactions/replies. Zero ghosting. Zero guilt.

Feed Customizer

You choose the niche → agent searches, likes, and trains your algorithm → your feed becomes a growth engine, not a distraction.

Impact: stay productive without burning friendships.

Bottom line: This is your personal Instagram assistant.

While you touch grass, the agent maintains your friendships. 🌱🤖

#DroidrunDevSprint

submitted by /u/Flimsy_Indication346
[link] [comments]","2026-01-21T19:31:05+00:00",[99],{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":147,"_16":145},"t3_1qj0lfz","https://www.reddit.com/r/automation/comments/1qj0lfz/what_automation_sounded_easy_but_turned_out_to_be/","What automation sounded easy but turned out to be hard?","/u/seenmee","

Looking for the ones that looked simple on paper. Share: • The goal • What made it hard • What finally made it work

submitted by /u/seenmee
[link] [comments]","2026-01-21T15:17:44+00:00",[99],{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":155,"_16":153},"t3_1qi7fbc","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/","Automating work is easy, knowing what to automate is still weirdly hard","/u/sympathetically_mons","

Automating things isn’t really the hard part anymore. Tools are everywhere, setup is fast, and half the time it feels like you’re just connecting boxes.

What still feels oddly difficult is deciding what’s actually worth automating. I’ve definitely fallen into the trap of automating stuff just because I could. Research steps, enrichment, handoffs, little checks that used to be manual. Some of it genuinely saves time. Some of it just creates cleaner looking chaos. I bounce between a few tools depending on the workflow. I use Clay a lot for upstream research and signals, Notion to keep things visible, Zapier for glue work, and HubSpot as the system of record. None of them are the problem on their own.

The tricky part is that bad automation doesn’t feel broken right away. It feels productive. Stuff moves, tasks disappear, dashboards look nicer. Then a week later you realize you’re reviewing outputs that didn’t need to exist, or worse, trusting something you shouldn’t have. Lately I’ve been trying to be more intentional about where automation stops and where judgment actually matters. Less about how much I can automate, more about whether the step creates leverage or just saves a few clicks.

Curious how others here think about this. How do you decide what stays manual on purpose vs what gets automated without thinking too hard about it.

submitted by /u/sympathetically_mons
[link] [comments]","2026-01-20T17:28:52+00:00",[99],{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":163,"_16":161},"t3_1qixvhi","https://www.reddit.com/r/automation/comments/1qixvhi/i_turned_a_generic_smart_ring_into_a_dev_tool_to/","i turned a generic smart ring into a dev tool to use everywhere lol","/u/Illustrious_Cry_3715","

I was bored and saw these rings online. thought it wud be funny to use one for refactoring code instead of counting steps lol.

i used to use Termius to code, but honestly it felt too heavy. i wanted something way simpler, specifically designed for lazy coding (couch coding basically).

me and my bro sourced some pretty solid hardware (feels really nice tbh) and spent months writing teh actual software for it to work on mac & android.

basically its called vibe deck. u can do scrolling, shortcuts, tabs with gestures. the ring is actully super responsive and the software is kinda cracked i swear.

we added a free mode in the app so u can try it without buying anything first, even without the ring the APK is pretty gooood.

submitted by /u/Illustrious_Cry_3715
[link] [comments]","2026-01-21T13:27:59+00:00",[99],{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":171,"_16":169},"t3_1qj3gyh","https://www.reddit.com/r/automation/comments/1qj3gyh/automated_company_progress_updates_10_hoursweek/","Automated company progress updates (10+ hours/week saved)","/u/General_Maize_7636","

$\"Automated$

A client got tired of tracking customer comments and internal progress across different platforms, so we built a system that surfaces the most important updates every day across 6 platforms.

This automation saves them ~10 hours/week and drafts executive summaries of the most important work that happened the previous day + customer complaints/feedback.

It works by checking GitHub for internal product progress and Discord/YouTube/BlueSky/Email/RSS for customer complaints and feedback. A summary of each update is drafted and sent every day to the business owners so they can keep track of everything happening around their company.

Curious if this is something your clients have asked for as well?

Edit - Shared the workflow in the automation discord!

submitted by /u/General_Maize_7636
[link] [comments]

","2026-01-21T17:01:14+00:00",[99],{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":179,"_16":177},"t3_1qipgay","https://www.reddit.com/r/automation/comments/1qipgay/automation_usually_breaks_on_the_boring_stuff_not/","Automation usually breaks on the boring stuff, not the complex logic","/u/Beneficial-Cut6585","

Most automation demos focus on the flashy parts: APIs, AI decisions, multi-step flows. But in real workflows, the thing that breaks most often is the boring glue.

Timing issues.
Retries that don’t retry the right step.
State getting lost between runs.
One tiny UI or data change bringing the whole thing down.

I’ve noticed that the logic itself is rarely the problem. It’s everything around it: scheduling, error handling, idempotency, and knowing when not to run.

This is especially obvious when automation has to touch real apps instead of clean APIs. Browser-based steps, human-driven systems, half-documented tools, that’s where most workflows quietly fail. I’ve even had to sandbox parts of flows in environments like hyperbrowser just to keep the fragile steps isolated from the rest of the automation.

Curious how others deal with this:

What’s the most unexpectedly fragile part of an automation you’ve built, and how did you end up fixing it?

submitted by /u/Beneficial-Cut6585
[link] [comments]","2026-01-21T05:34:36+00:00",[99],{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":187,"_16":185},"t3_1qiyxow","https://www.reddit.com/r/automation/comments/1qiyxow/testing_adspower_gologin_roxybrowser_budgetfirst/","Testing AdsPower, GoLogin & RoxyBrowser — budget-first comparison","/u/Delicious_Age2884","

I’ve been testing a few antidetect browsers recently with one main constraint: cost. I don’t need enterprise-level features, but I do need reliable multi-account isolation without paying for unnecessary functionality.

I tried AdsPower, GoLogin, and RoxyBrowser and focused mainly on how pricing scales in real use, not on feature checklists.

AdsPower has a low entry price, but the cheaper tiers feel limiting once you need more than a couple of profiles. GoLogin worked well during the trial, but after that, the pricing jump to $24/month for 100 profiles felt a bit high for a lean setup.

RoxyBrowser made the most sense for me. The combination of 5 permanently free profiles and a 7-day full-feature trial made it easier to test real workflows. When looking at paid plans, the lower tiers also offered more usable profiles per dollar compared to the others I tested.

Another small but useful detail was that when my own proxy expired, I found that I could buy proxies directly through RoxyBrowser’s built-in proxy store. I haven’t pushed that too hard yet, but it was convenient in the moment.

I’m still using it mainly for my workloads, and I think it seems more comprehensive than some popular brands.

Curious about others’ opinions when choosing an antidetect browser!! Or are there still more options with better cost-performance?

submitted by /u/Delicious_Age2884
[link] [comments]","2026-01-21T14:12:51+00:00",[99],{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":195,"_16":193},"t3_1qixell","https://www.reddit.com/r/automation/comments/1qixell/i_was_tired_of_building_google_ads_reports_every/","I was tired of building Google Ads reports every month","/u/DRConsulting","

$\"I$

Every month it was the same process: export data, build slides, write insights, send to clients.

It took way too much time for something that should be systematic.

So I automated the whole thing.

Now: - weekly and monthly Google Ads reports - Google Slides generated automatically - metrics + analysis + next steps - sent by email on schedule - slides stay fully editable in Google Slides

I can still tweak or personalize them if needed, but 90% of the work is done automatically.

Sharing a preview of what it looks like 👇

Happy to explain how it works if anyone’s interested.

Note: aside from anonymizing sensitive data, these slides are 100% automated. No manual tweaks or copywriting involved.

submitted by /u/DRConsulting
[link] [comments]

","2026-01-21T13:07:17+00:00",[99],{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":203,"_16":201},"t3_1qivynk","https://www.reddit.com/r/automation/comments/1qivynk/trying_to_build_an_actually_useful_and_working_ai/","Trying to build an actually useful and working AI personal assistant.","/u/DavidCBlack","

$\"Trying$

The prototype works, it regularly scans all my accounts, sends the info / changes to Claude via API and then Claude maintains a Google Sheet CRM for persistent memory and then sends me an email twice a day and a weekly summary of everything.

I thought it would just save me time but having the AI there telling me off about all the stuff I've forgotten to do and the many promises not delivered has really kicked me into gear this week.

Still a lot of work to do on it but will keep posting updates.

submitted by /u/DavidCBlack
[link] [comments]

","2026-01-21T11:56:39+00:00",[99],{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":211,"_16":209},"t3_1qij5qo","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/","Was really hyped for Claude Cowork, but the requirements are a bummer...","/u/Staceygogogo","

I was genuinely excited about the Claude Cowork launch. The idea of agentic workflows is really promising, but I quickly ran into frustrations. It is only available on the macOS desktop app and locked behind a Pro or Max subscription. Even just to try it out, you need to jump through a lot of hoops.

Since I often switch between devices and do not want to commit to $40 per month just to experiment, I started looking for something more accessible.

That is when I stumbled across Kuse. It is fully web-based, so I can log in from any device and keep working without OS restrictions. What really stood out for me, though, were the built-in templates. I was working on a client report that required summarizing multiple long documents and extracting key action items. When I tried letting the AI handle it from scratch, results were inconsistent. Sometimes it would miss key points, sometimes it would pull irrelevant details, and I would spend more time editing than actually moving the work forward.

Then I noticed Kuse had a template for this kind of report. I selected it, and almost immediately the outputs became much more stable. The AI was guided step by step. First it summarized the main sections, then it extracted the action items, and finally it formatted everything into a consistent structure. I did not have to tweak prompts endlessly, and the final report was something I could actually hand over.

It is these small but concrete workflows that make a big difference for real work. It does not feel like I am just experimenting with AI. It feels like I have a system helping me get reliable outputs.

That said, I still think Claude Cowork is an important signal for where the ecosystem is headed. But right now, its restrictions make it tricky for day-to-day work. I am curious, are you using it despite the limitations, or have you found other tools that let you jump in and actually get work done across devices?

submitted by /u/Staceygogogo
[link] [comments]","2026-01-21T00:45:43+00:00",[99],{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":219,"_16":217},"t3_1qiql32","https://www.reddit.com/r/automation/comments/1qiql32/replyx_ai_smart_autoreplies_for_x_twitter/","ReplyX AI – Smart Auto-Replies for X (Twitter) 🚀","/u/Catuttttttt","

$\"ReplyX$

submitted by /u/Catuttttttt
[link] [comments]

","2026-01-21T06:35:25+00:00",[99],{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":227,"_16":225},"t3_1qito8e","https://www.reddit.com/r/automation/comments/1qito8e/how_advanced_make_automation_improves_operational/","How Advanced Make Automation Improves Operational Efficiency","/u/Safe_Flounder_4690","

One pattern I keep seeing (and this thread nails it) is that advanced Make automation doesn’t improve operational efficiency because it’s technically impressive, it works because it removes one very specific, very annoying friction for a very specific type of business. The mistake most people make is talking cross-industry and leading with automation or AI, when in reality owners just want fewer late nights, fewer dropped balls and fewer tool switches to do one simple task. Operational efficiency shows up when you go deep on a single workflow long enough that someone instantly recognizes themselves in it, like a service business not missing calls while on a job or an ops team not updating the same record in three systems at 11pm. The solution isn’t broader messaging or more complex scenarios in Make, its outcome-first design: pick one niche, map the exact moment of friction in their language, automate only that step and show a clear before/after in hours saved or stress removed. Once that win is visible, efficiency compounds naturally and trust unlocks bigger workflows without resistance. If you’re trying to figure out which workflow to focus on or how to frame Make automations so they actually land with business owners, I’m happy to guide you and sometimes the biggest efficiency gain comes from choosing the right problem, not building a bigger automation.

submitted by /u/Safe_Flounder_4690
[link] [comments]","2026-01-21T09:44:08+00:00",[99],{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":235,"_16":233},"t3_1qhz70k","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/","Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/WittyWithIntent","

I keep seeing this take on Reddit that doesn't matter what tool you use, LinkedIn will detect ANY automation and ban you. this is wrong, technically

I've been running LinkedIn outbound for B2B clients for a while and got curious enough to actually understand how these tools work under the hood. Turns out the type of technology matters way more than we realize. LinkedIn detects automation based on HOW the tool interacts with their platform. not all methods are equally visible. I know only 3 types of automation (if you know more, let me know):

Extensions.
Cloud based services
Standalone browsers

Chrome extensions like Dux-Soup or Waalaxy inject JavaScript directly into LinkedIn's webpage. Every extension has a Chrome Store ID and local files. LinkedIn literally runs scripts to search for these IDs.

Cloud services like Expandi, Dripify, Lemlist send API requests from remote servers. When you browse LinkedIn normally, your browser fires off tons of background requests - analytics, feed refreshes, notification checks. Cloud tools only send the bare minimum requests they need. LinkedIn can see your API traffic is incomplete compared to real users. Still they are harder to spot than extensions, but not impossible.

Standalone browsers (LinkedHelper is the main one I know) work like a modified Chromium browser running locally. It uses LinkedIn like a normal browser would, but automated, it mimics mouse movements, randomized timing and other patterns of human behavior. LinkedIn detection systems are looking for specific technical fingerprints, and when it's a standalone browser, it's hard to distinguish from human. I'm not saying standalone browsers are undetectable or that you can't get banned using them, but the risk is different. From what I've heard you can't use your LinkedIn account from a different browser at the same time as your automation tool works, and you have limits to follow.

If you've've been banned, what were you using and what do you think the actual trigger was? trying to separate technical detection from just behavioral red flags

submitted by /u/WittyWithIntent
[link] [comments]","2026-01-20T11:57:55+00:00",[99],{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":243,"_16":241},"t3_1qirxtd","https://www.reddit.com/r/automation/comments/1qirxtd/why_most_business_automations_break_at_scale/","Why Most Business Automations Break at Scale","/u/According-Site9848","

Most business automations don’t fail because of bad tools, they fail because people automate the wrong thing first and then expect it to magically scale. Reading through this thread, the pattern is obvious: the wins that actually held up at scale all started with a real bottleneck felt by a real human, not a cool workflow idea. The bookkeeping firm example is a perfect case on paper the automation saved ~600 hours a year, but the real value was that it removed a document-chasing bottleneck and allowed the firm to 4× its client base without hiring, turning into an effective 2,400 hours and ~30k in wage savings. The key caveat (and the reason it worked): it wasn’t just n8n. It was paired with new pre-accounting software and n8n filled the gaps that software didn’t cover, like document management and client chasers. That’s where most automations break at scale teams automate around broken processes, skip ownership, ignore data quality or build one giant do everything workflow instead of modular pieces that can evolve. The strongest stories here (lead gen, pre-orders, exam centers, CRMs, warehouses) all followed the same solution pattern: find the person who’s frustrated every day, automate one painful step, prove ROI fast, then layer from there. Scale comes from compounding small, boring wins, not from big flashy flows. If you’re stuck figuring out what to automate first or how to design something that won’t collapse when volume spikes, I’m happy to guide you sometimes an outside perspective is all it takes to spot the bottleneck hiding in plain sight.

submitted by /u/According-Site9848
[link] [comments]","2026-01-21T07:55:39+00:00",[99],{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":251,"_16":249},"t3_1qirm62","https://www.reddit.com/r/automation/comments/1qirm62/beta_client_got_results_liked_the_system_still/","Beta client got results, liked the system, still pushed hard on price. Trying to understand why.","/u/Due_Sea_5853","

I am a bit confused about a situation and would like honest opinions.

We gave a 7 day trial to a beta client who gets a lot of Instagram DMs. Nothing fancy, just wanted to see if it actually helped him.

Over about 5 days he had roughly 108 inbound leads.
Out of those, 13 turned into bookings.
Total revenue from that was around 8.2k.

His feedback during the trial was honestly good.

He kept saying it saved him around 3 hours a day because he was not stuck replying to DMs anymore or trying to guide people to book.
He also liked that he could finally see how many leads were coming in and where each one was instead of guessing.

After the trial ended, we spoke about continuing.

That is where things got weird for me.

Even after seeing results and using it daily, he said something like,
“I like it, but I would only continue if it is around 2k.”

That caught me off guard.

I am not angry or anything, just trying to understand what is really happening here.

Is this just how beta clients think, where they expect things to be very cheap because they were early?
Is it a psychology thing where people undervalue things that quietly save time and mental energy?
Or is this on me for not framing the value properly when we discussed pricing?

For people who have sold services, software, or automation,
Have you seen this before?

How do you usually handle this without sounding defensive or pushy?

Genuinely curious to learn from others who have been through this.

submitted by /u/Due_Sea_5853
[link] [comments]","2026-01-21T07:35:44+00:00",[99],{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":259,"_16":257},"t3_1qiqt51","https://www.reddit.com/r/automation/comments/1qiqt51/is_most_automation_just_premature_optimization/","Is most “automation” just premature optimization?","/u/Solid_Play416","

Feels like a lot of people automate before they even understand their own process.

Then they’re surprised when the workflow is fragile or confusing.

Do you usually simplify first, or do you build + refine as you go?
Curious how experienced folks approach this.

submitted by /u/Solid_Play416
[link] [comments]","2026-01-21T06:48:07+00:00",[99],{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":267,"_16":265},"t3_1qiq8e9","https://www.reddit.com/r/automation/comments/1qiq8e9/we_kept_missing_client_inquiries_until_one_small/","We kept missing client inquiries… until one small automation fixed it","/u/Asif_ibrahim_","

It started with something simple:

A client followed up asking why no one had replied.

The email was there.
It just got buried under newsletters, CCs, and internal threads.

So instead of “checking inboxes more often,” we built a small workflow.

Now every incoming email is scanned automatically.
AI filters out noise and flags only real client enquiries.
Key details like name, company, and subject are extracted instantly.

From there, everything just… happens:

A clean Google Drive folder is created
Attachments land in the right place
A Monday board updates itself with all the context

No copying. No guessing. No “who’s handling this?”

The biggest change wasn’t speed, it was peace of mind.
Nothing slips through anymore.

submitted by /u/Asif_ibrahim_
[link] [comments]","2026-01-21T06:16:07+00:00",[99],{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":275,"_16":273},"t3_1qi5qv8","https://www.reddit.com/r/automation/comments/1qi5qv8/does_your_cta_send_users_to_sign_up_or_pay_stop_i/","Does your CTA send users to sign up or pay? Stop. I automated lead qualification funnels.","/u/lollipopchat","

Imo it's the #1 issue with SaaS websites, and ppl struggle to fix it with their own tools.

A visitor clicks the CTA (Get started etc).
They see a signup page or pricing.
They leave.

You get nothing.
No email. No context.

I built 3funnel to fix that.

Instead of a signup page, visitors answer a few simple questions.
The questions help them realize they have a problem. (...this is so key)
At the same time, you collect their email and key details.

Now you know:

who visited
what they need
who is ready to buy

Everything shows up in a simple dashboard.
You follow up with the right people.

The automation: The flows are built from 1,500+ real qualification flows that convert:
- the agents crawls your site
- understands your business
- and builds your flow for you based on similar businesses and a couple of LLM prompts

It's a simple concept, the automation is straightforward (besides the data), but it seems to hit the spot regardless.

submitted by /u/lollipopchat
[link] [comments]","2026-01-20T16:28:46+00:00",[99],{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":283,"_16":281},"t3_1qi8c7a","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/","My team spends half the day just routing requests to the right people","/u/NinjaNebulah","

I manage a small operations team and we get requests from every department. HR needs laptop setups, marketing needs design reviews, and sales CRM help. The problem is we waste so much time just figuring out who should handle what and then manually forwarding everything around. I've tried shared inboxes and basic ticketing but nothing has really solved the routing chaos. I need to fix this asap

submitted by /u/NinjaNebulah
[link] [comments]","2026-01-20T18:00:46+00:00",[99],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":291,"_16":289},"t3_1qi0bmj","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/","Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/ScratchAshamed593","

$\"Automated$

I was finding it hard to keep up with everything going on in a subreddit, so I created a trend hunter on Reddit that checks every 6 hours for new and controversial content.

Very few people know that Reddit has comprehensive RSS endpoints that can be used to monitor any activity (posts, comments). Once you know that, it’s actually quite simple to create a workflow that just checks for new and controversial content at a regular interval. Measuring by the amount of content this workflow monitors, it easily saves me 20+ hours of reading every week.

Has anybody else automated trend monitoring? Curious how far people have taken it and if you even use AI to automate posting based on trends.

P.S - I’m starting an automation agency and building free automations for people for a limited time in exchange for reviews. If anybody has a specific use case, feel free to message me!

Edit - I was getting a lot of DMs and comments for the template and the platform. The Platform I have used for creating this workflow is NoClick and here is the link for the template. Cheers!

submitted by /u/ScratchAshamed593
[link] [comments]

","2026-01-20T12:53:47+00:00",[99],"timestamp",1769030604.5596325,"timing_ms",917.8,"entry_count",25,"feed_version","atom10","feed_url","https://www.reddit.com/r/automation.rss","configValid",true,"credentialIds",{},"height","position",{"_309":310,"_311":312},"x",513.9184164501194,"y",176.37440840470663,{"_12":32,"_56":57,"_58":59,"_60":314,"_306":59,"_307":1826},{"_62":315,"_64":65,"_66":316,"_300":1824,"_302":303,"_304":1825},"Fetch RSS feed for keyword-based Reddit search to retrieve relevant posts",{"_317":318,"_1411":1412,"_1443":1444},"iterations",[319,344,365,387,528,567,581,603,688,702,725,760,773,786,800,859,873,886,1049,1086,1130,1165,1185,1205,1310],{"_68":7,"_69":320,"_56":82,"_64":65,"_83":84,"_85":322,"_292":341,"_294":342,"_296":343,"_298":299},{"_71":90,"_73":321,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},"I made a open source price tracker that runs on autopilot across Amazon, and Walmart : automation",[323,325,333],{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":324,"_16":94},[99],{"_12":326,"_89":326,"_71":327,"_73":328,"_75":329,"_93":330,"_77":331,"_96":76,"_97":332,"_16":330},"t1_o0uht2h","https://www.reddit.com/r/automation/comments/1qitk7k/i_made_a_open_source_price_tracker_that_runs_on/o0uht2h/","/u/real_namz on I made a open source price tracker that runs on autopilot across Amazon, and Walmart","/u/real_namz","

This looks crazy and amazing! I would like to try this since I have the exact similar problem

","2026-01-21T12:54:02+00:00",[99],{"_12":334,"_89":334,"_71":335,"_73":336,"_75":337,"_93":338,"_77":339,"_96":76,"_97":340,"_16":338},"t1_o0ttepx","https://www.reddit.com/r/automation/comments/1qitk7k/i_made_a_open_source_price_tracker_that_runs_on/o0ttepx/","/u/AutoModerator on I made a open source price tracker that runs on autopilot across Amazon, and Walmart","/u/AutoModerator","

Thank you for your post to /r/automation!

New here? Please take a moment to read our rules, read them here.

This is an automated action so if you need anything, please Message the Mods with your request for assistance.

Lastly, enjoy your stay!

I am a bot, and this action was performed automatically. Please contact the moderators of this subreddit if you have any questions or concerns.

","2026-01-21T09:37:03+00:00",[99],1769030604.6563604,90.21,3,{"_68":7,"_69":345,"_56":82,"_64":65,"_83":84,"_85":347,"_292":363,"_294":364,"_296":343,"_298":299},{"_71":102,"_73":346,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},"Thoughts on this small AI computer for automation workflow? 80GB RAM for 1399 bucks or DIY. : automation",[348,350,355],{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":349,"_16":105},[99],{"_12":351,"_89":351,"_71":352,"_73":353,"_75":337,"_93":338,"_77":106,"_96":76,"_97":354,"_16":338},"t1_o0wi801","https://www.reddit.com/r/automation/comments/1qj6a51/thoughts_on_this_small_ai_computer_for_automation/o0wi801/","/u/AutoModerator on Thoughts on this small AI computer for automation workflow? 80GB RAM for 1399 bucks or DIY.",[99],{"_12":356,"_89":356,"_71":357,"_73":358,"_75":359,"_93":360,"_77":361,"_96":76,"_97":362,"_16":360},"t1_o0wnsk8","https://www.reddit.com/r/automation/comments/1qj6a51/thoughts_on_this_small_ai_computer_for_automation/o0wnsk8/","/u/Dominic669 on Thoughts on this small AI computer for automation workflow? 80GB RAM for 1399 bucks or DIY.","/u/Dominic669","

Well if you're okay with 20tok/s then this Tiiny sounds reasonable. For current market 80GB LPDDR5X RAM alone would cost almost 1k.

","2026-01-21T19:05:49+00:00",[99],1769030604.7408774,82.24,{"_68":7,"_69":366,"_56":82,"_64":65,"_83":84,"_85":368,"_292":385,"_294":386,"_296":343,"_298":299},{"_71":110,"_73":367,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},"Best AI Tools and Automation Agents in 2026 That Actually Save Time : automation",[369,371,377],{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":370,"_16":113},[99],{"_12":372,"_89":372,"_71":373,"_73":374,"_75":337,"_93":338,"_77":375,"_96":76,"_97":376,"_16":338},"t1_o0vsysh","https://www.reddit.com/r/automation/comments/1qj355h/best_ai_tools_and_automation_agents_in_2026_that/o0vsysh/","/u/AutoModerator on Best AI Tools and Automation Agents in 2026 That Actually Save Time","2026-01-21T16:49:43+00:00",[99],{"_12":378,"_89":378,"_71":379,"_73":380,"_75":381,"_93":382,"_77":383,"_96":76,"_97":384,"_16":382},"t1_o0xd6br","https://www.reddit.com/r/automation/comments/1qj355h/best_ai_tools_and_automation_agents_in_2026_that/o0xd6br/","/u/Overall_Ad_7184 on Best AI Tools and Automation Agents in 2026 That Actually Save Time","/u/Overall_Ad_7184","

Thanks for the list, familiar with quite a few of these. ElevenLabs is fantastic...

A few more that have been useful for me:

Cursor – AI-native code editor, great for speeding up small fixes and refactors.
n8n – especially when combined with AI agents, really powerful for automating repetitive workflows.
Perplexity – replaced a lot of my search and quick research tasks.
Canva – not new, but still a huge time saver for fast visuals, social posts, and simple assets. Monity AI – for monitoring website changes (pricing, content, competitor updates) without manual checking.

","2026-01-21T21:00:50+00:00",[99],1769030604.827513,84.55,{"_68":7,"_69":388,"_56":82,"_64":65,"_83":84,"_85":390,"_292":525,"_294":526,"_296":527,"_298":299},{"_71":118,"_73":389,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},"Tips to automate taking screenshots of website homepage : automation",[391,393,401,408,416,424,429,437,445,451,459,465,471,479,485,493,501,509,517],{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":392,"_16":121},[99],{"_12":394,"_89":394,"_71":395,"_73":396,"_75":397,"_93":398,"_77":399,"_96":76,"_97":400,"_16":398},"t1_o0u0z53","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0u0z53/","/u/GullibleDragonfly131 on Tips to automate taking screenshots of website homepage","/u/GullibleDragonfly131","

playwright / puppeteer

","2026-01-21T10:47:03+00:00",[99],{"_12":402,"_89":402,"_71":403,"_73":404,"_75":120,"_93":405,"_77":406,"_96":76,"_97":407,"_16":405},"t1_o0u1dgy","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0u1dgy/","/u/Large-Pangolin9908 on Tips to automate taking screenshots of website homepage","

Any ready to use tool? All I see are libraries or smth. Or at least some pointers on where to start? I dont want to spend a lot of time learning this though

","2026-01-21T10:50:32+00:00",[99],{"_12":409,"_89":409,"_71":410,"_73":411,"_75":412,"_93":413,"_77":414,"_96":76,"_97":415,"_16":413},"t1_o0u1ik9","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0u1ik9/","/u/Milan_SmoothWorkAI on Tips to automate taking screenshots of website homepage","/u/Milan_SmoothWorkAI","

Search Apify store there are a few auto-screenshotters

Can't add link here, sent it in DM

","2026-01-21T10:51:44+00:00",[99],{"_12":417,"_89":417,"_71":418,"_73":419,"_75":420,"_93":421,"_77":422,"_96":76,"_97":423,"_16":421},"t1_o0uw4ay","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0uw4ay/","/u/ActiveDisaster1687 on Tips to automate taking screenshots of website homepage","/u/ActiveDisaster1687","

screenflow.pro

","2026-01-21T14:15:10+00:00",[99],{"_12":425,"_89":425,"_71":426,"_73":427,"_75":337,"_93":338,"_77":122,"_96":76,"_97":428,"_16":338},"t1_o0tz24f","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0tz24f/","/u/AutoModerator on Tips to automate taking screenshots of website homepage",[99],{"_12":430,"_89":430,"_71":431,"_73":432,"_75":433,"_93":434,"_77":435,"_96":76,"_97":436,"_16":434},"t1_o0u8eql","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0u8eql/","/u/Quiet-Acanthisitta86 on Tips to automate taking screenshots of website homepage","/u/Quiet-Acanthisitta86","

Couple of APIs our there,

Capture kit
Screenshot api . Net
Scrapingdog Screenshot api..

Pretty easy to use and add in ur workflows..

","2026-01-21T11:48:28+00:00",[99],{"_12":438,"_89":438,"_71":439,"_73":440,"_75":441,"_93":442,"_77":443,"_96":76,"_97":444,"_16":442},"t1_o0ucyzn","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0ucyzn/","/u/KeyEbb9922 on Tips to automate taking screenshots of website homepage","/u/KeyEbb9922","

Visualping.io and changetower are both really good for me. I don't use paid plans or API, but it might be worth looking at the cost of this vs setting up yourself and your own running costs

","2026-01-21T12:21:50+00:00",[99],{"_12":446,"_89":446,"_71":447,"_73":440,"_75":441,"_93":448,"_77":449,"_96":76,"_97":450,"_16":448},"t1_o0ud9be","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0ud9be/","

To clarify further, I use these to trigger an email every time a website changes.

Which might be an interesting workflow for you, so your screenshots are always up to date

","2026-01-21T12:23:50+00:00",[99],{"_12":452,"_89":452,"_71":453,"_73":454,"_75":455,"_93":456,"_77":457,"_96":76,"_97":458,"_16":456},"t1_o0ue69y","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0ue69y/","/u/Charles_Deetz on Tips to automate taking screenshots of website homepage","/u/Charles_Deetz","

I'd want to do this in my local machine to capture pages I'm logged into.

","2026-01-21T12:30:10+00:00",[99],{"_12":460,"_89":460,"_71":461,"_73":404,"_75":120,"_93":462,"_77":463,"_96":76,"_97":464,"_16":462},"t1_o0ufzfl","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0ufzfl/","

Me too

","2026-01-21T12:42:17+00:00",[99],{"_12":466,"_89":466,"_71":467,"_73":404,"_75":120,"_93":468,"_77":469,"_96":76,"_97":470,"_16":468},"t1_o0ug0yz","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0ug0yz/","

Preferably without the use of APIs and without payments

","2026-01-21T12:42:34+00:00",[99],{"_12":472,"_89":472,"_71":473,"_73":474,"_75":475,"_93":476,"_77":477,"_96":76,"_97":478,"_16":476},"t1_o0uitga","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0uitga/","/u/krasun on Tips to automate taking screenshots of website homepage","/u/krasun","

Depends on what automation tools are available to you.

If you don’t mind coding, check out Playwright/Puppeteer. But it will require a lot setup, scheduling scripts.
If you are a Zapier/n8n user, you can use any popular screenshot API with these platforms.

If you want to run it locally and the volume is small, I would go with scripts and without using any screenshot APIs.

How and where do you plan to host your articles?

","2026-01-21T13:00:21+00:00",[99],{"_12":480,"_89":480,"_71":481,"_73":404,"_75":120,"_93":482,"_77":483,"_96":76,"_97":484,"_16":482},"t1_o0uxozn","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0uxozn/","

Hey I’d like that. I may have at max 20 screenshots at a time, so locally without APIs or payments would be ideal. Care to elaborate further?

","2026-01-21T14:23:23+00:00",[99],{"_12":486,"_89":486,"_71":487,"_73":488,"_75":489,"_93":490,"_77":491,"_96":76,"_97":492,"_16":490},"t1_o0uj1rx","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0uj1rx/","/u/Electrical_Heart_673 on Tips to automate taking screenshots of website homepage","/u/Electrical_Heart_673","

Maybe using something like Make, you'll find scenarios on there than can automate this easy. Also don't watch videos in my opinion, just use a tool to build them for you. Like Automly.pro.

","2026-01-21T13:01:49+00:00",[99],{"_12":494,"_89":494,"_71":495,"_73":496,"_75":497,"_93":498,"_77":499,"_96":76,"_97":500,"_16":498},"t1_o0vgxyc","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0vgxyc/","/u/x8code on Tips to automate taking screenshots of website homepage","/u/x8code","

Extremely easy with Playwright.

","2026-01-21T15:55:42+00:00",[99],{"_12":502,"_89":502,"_71":503,"_73":504,"_75":505,"_93":506,"_77":507,"_96":76,"_97":508,"_16":506},"t1_o0u45gn","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0u45gn/","/u/reaictive on Tips to automate taking screenshots of website homepage","/u/reaictive","

Yeah, you can definitely automate this. The easiest way is to use a website screenshot API, you give it a list of URLs and it returns the images.

A couple tools that work well:

Urlbox (Bulk Screenshots), made for taking lots of screenshots from a URL list, with good quality and customization.
Thumio / ScreenshotMachine, super simple and fast to use if you just want quick screenshots without much setup.

","2026-01-21T11:14:21+00:00",[99],{"_12":510,"_89":510,"_71":511,"_73":512,"_75":513,"_93":514,"_77":515,"_96":76,"_97":516,"_16":514},"t1_o0u6ct7","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0u6ct7/","/u/National-Text-8901 on Tips to automate taking screenshots of website homepage","/u/National-Text-8901","

This is a pretty easy task for me.

","2026-01-21T11:32:32+00:00",[99],{"_12":518,"_89":518,"_71":519,"_73":520,"_75":521,"_93":522,"_77":523,"_96":76,"_97":524,"_16":522},"t1_o0us5a8","https://www.reddit.com/r/automation/comments/1qiufpt/tips_to_automate_taking_screenshots_of_website/o0us5a8/","/u/recoveringasshole0 on Tips to automate taking screenshots of website homepage","/u/recoveringasshole0","

Why would you bother commenting this? God I hate this sub.

","2026-01-21T13:53:59+00:00",[99],1769030604.9945972,164.8,19,{"_68":7,"_69":529,"_56":82,"_64":65,"_83":84,"_85":532,"_292":564,"_294":565,"_296":566,"_298":299},{"_71":126,"_73":530,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},"Pricing automation is very complicated... : automation","2026-01-21T21:23:25+00:00",[533,535,541,549,556],{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":534,"_16":129},[99],{"_12":536,"_89":536,"_71":537,"_73":538,"_75":337,"_93":338,"_77":539,"_96":76,"_97":540,"_16":338},"t1_o0u3sx8","https://www.reddit.com/r/automation/comments/1qiv4tf/pricing_automation_is_very_complicated/o0u3sx8/","/u/AutoModerator on Pricing automation is very complicated...","2026-01-21T11:11:25+00:00",[99],{"_12":542,"_89":542,"_71":543,"_73":544,"_75":545,"_93":546,"_77":547,"_96":76,"_97":548,"_16":546},"t1_o0v9q2m","https://www.reddit.com/r/automation/comments/1qiv4tf/pricing_automation_is_very_complicated/o0v9q2m/","/u/Itchy-Drawing on Pricing automation is very complicated...","/u/Itchy-Drawing","

Yeah, this is super common. Clients happily pay to build automation but mentally consider it “done” once it works, so ongoing maintenance feels invisible to them. What helped me was pricing the build as a fixed project with a clear outcome, then offering a small monthly retainer framed as monitoring, fixes, and small improvements, not “maintenance.” Hourly usually makes clients hesitate, monthly feels more like insurance. And for clients who won’t do ongoing, I bake more into the upfront price and include 30–60 days of post-launch support, then anything after that is paid.

","2026-01-21T15:22:44+00:00",[99],{"_12":550,"_89":550,"_71":551,"_73":552,"_75":128,"_93":553,"_77":554,"_96":76,"_97":555,"_16":553},"t1_o0vcvac","https://www.reddit.com/r/automation/comments/1qiv4tf/pricing_automation_is_very_complicated/o0vcvac/","/u/cyber5234 on Pricing automation is very complicated...","

How much do you charge?

","2026-01-21T15:37:24+00:00",[99],{"_12":557,"_89":557,"_71":558,"_73":559,"_75":560,"_93":561,"_77":562,"_96":76,"_97":563,"_16":561},"t1_o0vgtfo","https://www.reddit.com/r/automation/comments/1qiv4tf/pricing_automation_is_very_complicated/o0vgtfo/","/u/LoveThemMegaSeeds on Pricing automation is very complicated...","/u/LoveThemMegaSeeds","

Try charging per hour. Tell them what the maintenance will cost in hours. And then let things fail if they’re cheap and can’t afford the maintenance

","2026-01-21T15:55:09+00:00",[99],1769030605.1104975,113.76,5,{"_68":7,"_69":568,"_56":82,"_64":65,"_83":84,"_85":570,"_292":578,"_294":579,"_296":580,"_298":299},{"_71":134,"_73":569,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},"My fix to an Annoying problem using droidrun : automation",[571,573],{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":572,"_16":137},[99],{"_12":574,"_89":574,"_71":575,"_73":576,"_75":337,"_93":338,"_77":138,"_96":76,"_97":577,"_16":338},"t1_o0wtf7g","https://www.reddit.com/r/automation/comments/1qj7ol4/my_fix_to_an_annoying_problem_using_droidrun/o0wtf7g/","/u/AutoModerator on My fix to an Annoying problem using droidrun",[99],1769030605.5790024,465.86,2,{"_68":7,"_69":582,"_56":82,"_64":65,"_83":84,"_85":584,"_292":601,"_294":602,"_296":343,"_298":299},{"_71":142,"_73":583,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},"What automation sounded easy but turned out to be hard? : automation",[585,587,593],{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":586,"_16":145},[99],{"_12":588,"_89":588,"_71":589,"_73":590,"_75":337,"_93":338,"_77":591,"_96":76,"_97":592,"_16":338},"t1_o0v8ngc","https://www.reddit.com/r/automation/comments/1qj0lfz/what_automation_sounded_easy_but_turned_out_to_be/o0v8ngc/","/u/AutoModerator on What automation sounded easy but turned out to be hard?","2026-01-21T15:17:45+00:00",[99],{"_12":594,"_89":594,"_71":595,"_73":596,"_75":597,"_93":598,"_77":599,"_96":76,"_97":600,"_16":598},"t1_o0vh2i0","https://www.reddit.com/r/automation/comments/1qj0lfz/what_automation_sounded_easy_but_turned_out_to_be/o0vh2i0/","/u/gptbuilder_marc on What automation sounded easy but turned out to be hard?","/u/gptbuilder_marc","

The deceptively hard stuff is almost always anything that crosses system boundaries. On paper it’s “just move data from A to B,” but in practice you run into edge cases, permissions, rate limits, weird human behavior, and the fact that the source of truth keeps shifting. The automations that look boring tend to be the ones that actually hold up. The ones that promise to eliminate thinking are usually the ones that fight you the most.

","2026-01-21T15:56:15+00:00",[99],1769030605.6895885,108.28,{"_68":7,"_69":604,"_56":82,"_64":65,"_83":84,"_85":606,"_292":685,"_294":686,"_296":687,"_298":299},{"_71":150,"_73":605,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},"Automating work is easy, knowing what to automate is still weirdly hard : automation",[607,609,616,624,632,640,645,653,661,669,677],{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":608,"_16":153},[99],{"_12":610,"_89":610,"_71":611,"_73":612,"_75":505,"_93":613,"_77":614,"_96":76,"_97":615,"_16":613},"t1_o0pgr9f","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0pgr9f/","/u/reaictive on Automating work is easy, knowing what to automate is still weirdly hard","

Yes, exactly, the key point in automation is really knowing when it actually makes sense to use it. Here’s how I usually decide what to automate to make sure automation is actually effective:

1 . Simple rule: automate the flow, not the decision

The idea is that automation works best when the process is repetitive, predictable, and follows a clear workflow.

So it makes sense to automate things where:

there’s a clear path (“if A → do B”)
there are very few unknowns or unexpected turns
mistakes aren’t expensive
the output is easy to verify

But decisions that involve a lot of nuance, risk, and context are better left to a human.

For example, you can automate:

data collection / moving information between systems
reminders / statuses / syncing
“draft-level” classification (tags, categories, priority)

2 . The “leverage test”: does it create leverage or just save 3 clicks?

If an automation:

speeds up the cycle (lead → meeting → payment)
reduces losses (missed calls / forgotten leads)
improves quality (fewer mistakes / higher conversion) then it’s worth doing.

If it just “looks nice” but adds another layer of checking, it usually doesn’t bring real value, it’s basically what you said: “clean-looking chaos.”

Hope this helps! Feel free to ask if you have any other questions.

","2026-01-20T18:06:43+00:00",[99],{"_12":617,"_89":617,"_71":618,"_73":619,"_75":620,"_93":621,"_77":622,"_96":76,"_97":623,"_16":621},"t1_o0phtj9","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0phtj9/","/u/quantumjedi on Automating work is easy, knowing what to automate is still weirdly hard","/u/quantumjedi","

I'm 100% stealing "automate the flow, not the decision"

","2026-01-20T18:11:29+00:00",[99],{"_12":625,"_89":625,"_71":626,"_73":627,"_75":628,"_93":629,"_77":630,"_96":76,"_97":631,"_16":629},"t1_o0pr4pk","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0pr4pk/","/u/MuffinMan_Jr on Automating work is easy, knowing what to automate is still weirdly hard","/u/MuffinMan_Jr","

So there's this really cool thing that most people in automation dont know about, because its pretty reserved for enterprises. Its called process mining.

Basically you collect logs and timestamps of events from the tools that teams use and use that data to show you where things are inefficient. It will automatically map out the process and basically tell you exactly where you should be looking.

Since most process mining tools are pretty expensive, I built my own that works pretty well. Considering opening it up to the public.

You could easily do something similar yourself with airtable and whatever automation tool of choice

","2026-01-20T18:53:12+00:00",[99],{"_12":633,"_89":633,"_71":634,"_73":635,"_75":636,"_93":637,"_77":638,"_96":76,"_97":639,"_16":637},"t1_o0ps60q","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0ps60q/","/u/turnipzzzpinrut on Automating work is easy, knowing what to automate is still weirdly hard","/u/turnipzzzpinrut","

I’m interested if you open it up!

","2026-01-20T18:57:45+00:00",[99],{"_12":641,"_89":641,"_71":642,"_73":643,"_75":337,"_93":338,"_77":154,"_96":76,"_97":644,"_16":338},"t1_o0p8ho2","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0p8ho2/","/u/AutoModerator on Automating work is easy, knowing what to automate is still weirdly hard",[99],{"_12":646,"_89":646,"_71":647,"_73":648,"_75":649,"_93":650,"_77":651,"_96":76,"_97":652,"_16":650},"t1_o0pgdl8","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0pgdl8/","/u/alias454 on Automating work is easy, knowing what to automate is still weirdly hard","/u/alias454","

I tend to choose based on a few criteria. Does the thing I'm going to automate need consistency. Basically, if I continue to perform x task manually, how much deviation is acceptable. Is this task taking too much of my time? Does automating it save time better spent doing something else? Does this process need to be repeated more than x times per y? If I need to do a thing 5 times a day and it feels like a chore then it is a candidate to be automated. The other part about creating automation is of course now they have to be maintained so is maintaining the automation worth the hassle.

","2026-01-20T18:04:59+00:00",[99],{"_12":654,"_89":654,"_71":655,"_73":656,"_75":657,"_93":658,"_77":659,"_96":76,"_97":660,"_16":658},"t1_o0s0z3e","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0s0z3e/","/u/LegalWait6057 on Automating work is easy, knowing what to automate is still weirdly hard","/u/LegalWait6057","

I usually look at reversibility first. If an automation makes a wrong move, can a human easily notice and undo it. If the answer is no, that step stays manual. The safe stuff to automate is where mistakes are obvious and cheap, and the risky stuff is where context and timing still matter more than speed.

","2026-01-21T01:42:04+00:00",[99],{"_12":662,"_89":662,"_71":663,"_73":664,"_75":665,"_93":666,"_77":667,"_96":76,"_97":668,"_16":666},"t1_o0t1nn0","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0t1nn0/","/u/signalpath_mapper on Automating work is easy, knowing what to automate is still weirdly hard","/u/signalpath_mapper","

This hits home. The stuff that hurts later is usually the automation that removes thinking, not effort. If a step exists to catch bad inputs or make a judgment call, automating it just hides the problem.

What’s worked for me is asking, “If this step goes wrong silently, do we notice fast?” If the answer is no, it probably stays manual. Automating cleanup and repetition is great. Automating decisions before you trust the inputs is where things get weird fast.

","2026-01-21T05:30:01+00:00",[99],{"_12":670,"_89":670,"_71":671,"_73":672,"_75":673,"_93":674,"_77":675,"_96":76,"_97":676,"_16":674},"t1_o0t4uht","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0t4uht/","/u/Turbulent-Isopod-886 on Automating work is easy, knowing what to automate is still weirdly hard","/u/Turbulent-Isopod-886","

Totally agree. Automating is easy. Deciding what should be automated is the hard part.

My rule now: automate certainty, keep judgment manual.
If being wrong is cheap, automate it. If context matters, don’t.

I ask one thing before automating:
“If this ran perfectly, would I still want the output?”

If not, it stays manual.

","2026-01-21T05:54:21+00:00",[99],{"_12":678,"_89":678,"_71":679,"_73":680,"_75":681,"_93":682,"_77":683,"_96":76,"_97":684,"_16":682},"t1_o0t5im9","https://www.reddit.com/r/automation/comments/1qi7fbc/automating_work_is_easy_knowing_what_to_automate/o0t5im9/","/u/signal_loops on Automating work is easy, knowing what to automate is still weirdly hard","/u/signal_loops","

the heuristic that seems to hold up is that anything purely mechanical, reversible, and lowbrisk should be automated without guilt, but anything that compresses nuance, judgment, or accountability needs friction by design. if a step exists to surface signal, validate assumptions, or force a decision, automating it often just hides the thinking instead of improving it. a useful test is asking, if this automation is wrong, how quickly would I notice and how bad would the outcome be? if the answer is not quickly or pretty bad, it probably needs a human checkpoint. the best automations I’ve seen don’t eliminate work, they move human effort to the exact point where it matters most, and they’re boringly reliable rather than impressive. the danger zone is optimizing for movement instead of outcomes, because clean looking chaos still scales chaos.

","2026-01-21T05:59:42+00:00",[99],1769030605.814786,122.95,11,{"_68":7,"_69":689,"_56":82,"_64":65,"_83":84,"_85":691,"_292":700,"_294":701,"_296":580,"_298":299},{"_71":158,"_73":690,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},"i turned a generic smart ring into a dev tool to use everywhere lol : automation",[692,694],{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":693,"_16":161},[99],{"_12":695,"_89":695,"_71":696,"_73":697,"_75":337,"_93":338,"_77":698,"_96":76,"_97":699,"_16":338},"t1_o0unfk5","https://www.reddit.com/r/automation/comments/1qixvhi/i_turned_a_generic_smart_ring_into_a_dev_tool_to/o0unfk5/","/u/AutoModerator on i turned a generic smart ring into a dev tool to use everywhere lol","2026-01-21T13:28:00+00:00",[99],1769030605.9291134,111.78,{"_68":7,"_69":703,"_56":82,"_64":65,"_83":84,"_85":706,"_292":723,"_294":724,"_296":343,"_298":299},{"_71":166,"_73":704,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"Automated company progress updates (10+ hours/week saved) : automation","2026-01-21T21:23:26+00:00",[707,709,715],{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":708,"_16":169},[99],{"_12":710,"_89":710,"_71":711,"_73":712,"_75":337,"_93":338,"_77":713,"_96":76,"_97":714,"_16":338},"t1_o0vvjyb","https://www.reddit.com/r/automation/comments/1qj3gyh/automated_company_progress_updates_10_hoursweek/o0vvjyb/","/u/AutoModerator on Automated company progress updates (10+ hours/week saved)","2026-01-21T17:01:17+00:00",[99],{"_12":716,"_89":716,"_71":717,"_73":718,"_75":719,"_93":720,"_77":721,"_96":76,"_97":722,"_16":720},"t1_o0wcg0n","https://www.reddit.com/r/automation/comments/1qj3gyh/automated_company_progress_updates_10_hoursweek/o0wcg0n/","/u/Univium on Automated company progress updates (10+ hours/week saved)","/u/Univium","

This is awesome. Saving execs from platform-hopping is a huge win, and drafting the summary on top is the real chef's kiss.

","2026-01-21T18:16:15+00:00",[99],1769030606.0326731,100.43,{"_68":7,"_69":726,"_56":82,"_64":65,"_83":84,"_85":728,"_292":758,"_294":759,"_296":566,"_298":299},{"_71":174,"_73":727,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"Automation usually breaks on the boring stuff, not the complex logic : automation",[729,731,736,743,751],{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":730,"_16":177},[99],{"_12":732,"_89":732,"_71":733,"_73":734,"_75":337,"_93":338,"_77":178,"_96":76,"_97":735,"_16":338},"t1_o0t29hl","https://www.reddit.com/r/automation/comments/1qipgay/automation_usually_breaks_on_the_boring_stuff_not/o0t29hl/","/u/AutoModerator on Automation usually breaks on the boring stuff, not the complex logic",[99],{"_12":737,"_89":737,"_71":738,"_73":739,"_75":681,"_93":740,"_77":741,"_96":76,"_97":742,"_16":740},"t1_o0u0xw5","https://www.reddit.com/r/automation/comments/1qipgay/automation_usually_breaks_on_the_boring_stuff_not/o0u0xw5/","/u/signal_loops on Automation usually breaks on the boring stuff, not the complex logic","

totally agree, the most fragile parts are auth/session state, UI selectors in browser steps, and anything time dependent. the fix is usually boring but effective, add checkpoints, make every step idempotent, log state aggressively, and fail fast with alerts instead of limping on. if it touches a UI, I isolate it, expect it to break, and design the rest of the flow so one flaky step doesn’t take everything down.

","2026-01-21T10:46:45+00:00",[99],{"_12":744,"_89":744,"_71":745,"_73":746,"_75":747,"_93":748,"_77":749,"_96":76,"_97":750,"_16":748},"t1_o0u4oi1","https://www.reddit.com/r/automation/comments/1qipgay/automation_usually_breaks_on_the_boring_stuff_not/o0u4oi1/","/u/latent_signalcraft on Automation usually breaks on the boring stuff, not the complex logic","/u/latent_signalcraft","

100% agree the boring glue is the product. the fragility i see most is hidden state like a run half-completes then a retry doubles the side effects because nothing is idempotent. fix was making every step resumable with a persisted run state explicit checkpoints and a single correlation id so you can replay safely. ui automation is its own tax too i try to quarantine it behind a thin adapter and alert on tiny ui drift before it cascades.

","2026-01-21T11:18:48+00:00",[99],{"_12":752,"_89":752,"_71":753,"_73":754,"_75":489,"_93":755,"_77":756,"_96":76,"_97":757,"_16":755},"t1_o0uhn0a","https://www.reddit.com/r/automation/comments/1qipgay/automation_usually_breaks_on_the_boring_stuff_not/o0uhn0a/","/u/Electrical_Heart_673 on Automation usually breaks on the boring stuff, not the complex logic","

For me it breaks on everything I don't even know why. I'm not an expert and I just copy youtube. Been using a tool called Automly to help me though and it's been helping out a lot with the building.

","2026-01-21T12:52:58+00:00",[99],1769030606.1359506,100.76,{"_68":7,"_69":761,"_56":82,"_64":65,"_83":84,"_85":763,"_292":771,"_294":772,"_296":580,"_298":299},{"_71":182,"_73":762,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"Testing AdsPower, GoLogin & RoxyBrowser — budget-first comparison : automation",[764,766],{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":765,"_16":185},[99],{"_12":767,"_89":767,"_71":768,"_73":769,"_75":337,"_93":338,"_77":186,"_96":76,"_97":770,"_16":338},"t1_o0uvod5","https://www.reddit.com/r/automation/comments/1qiyxow/testing_adspower_gologin_roxybrowser_budgetfirst/o0uvod5/","/u/AutoModerator on Testing AdsPower, GoLogin & RoxyBrowser — budget-first comparison",[99],1769030606.2216144,83.39,{"_68":7,"_69":774,"_56":82,"_64":65,"_83":84,"_85":776,"_292":784,"_294":785,"_296":580,"_298":299},{"_71":190,"_73":775,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"I was tired of building Google Ads reports every month : automation",[777,779],{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":778,"_16":193},[99],{"_12":780,"_89":780,"_71":781,"_73":782,"_75":337,"_93":338,"_77":194,"_96":76,"_97":783,"_16":338},"t1_o0ujxhj","https://www.reddit.com/r/automation/comments/1qixell/i_was_tired_of_building_google_ads_reports_every/o0ujxhj/","/u/AutoModerator on I was tired of building Google Ads reports every month",[99],1769030606.430088,206.06,{"_68":7,"_69":787,"_56":82,"_64":65,"_83":84,"_85":789,"_292":798,"_294":799,"_296":580,"_298":299},{"_71":198,"_73":788,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"Trying to build an actually useful and working AI personal assistant. : automation",[790,792],{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":791,"_16":201},[99],{"_12":793,"_89":793,"_71":794,"_73":795,"_75":337,"_93":338,"_77":796,"_96":76,"_97":797,"_16":338},"t1_o0u9isq","https://www.reddit.com/r/automation/comments/1qivynk/trying_to_build_an_actually_useful_and_working_ai/o0u9isq/","/u/AutoModerator on Trying to build an actually useful and working AI personal assistant.","2026-01-21T11:56:42+00:00",[99],1769030606.5046682,72.27,{"_68":7,"_69":801,"_56":82,"_64":65,"_83":84,"_85":803,"_292":856,"_294":857,"_296":858,"_298":299},{"_71":206,"_73":802,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"Was really hyped for Claude Cowork, but the requirements are a bummer... : automation",[804,806,814,821,827,834,840,848],{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":805,"_16":209},[99],{"_12":807,"_89":807,"_71":808,"_73":809,"_75":810,"_93":811,"_77":812,"_96":76,"_97":813,"_16":811},"t1_o0sa8h7","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0sa8h7/","/u/Mayur_Botre on Was really hyped for Claude Cowork, but the requirements are a bummer...","/u/Mayur_Botre","

Yeah this mirrors my experience too. Agentic stuff is cool in theory, but if it adds friction just to try it, it’s hard to justify for real work. The point you made about templates is key, guided workflows > raw prompting every time. When the structure is baked in, results get way more reliable and you stop babysitting the output. Curious to see where Claude takes cowork long term, but right now accessibility + repeatable workflows matter more than flashy capability for day to day use.

","2026-01-21T02:34:44+00:00",[99],{"_12":815,"_89":815,"_71":816,"_73":817,"_75":208,"_93":818,"_77":819,"_96":76,"_97":820,"_16":818},"t1_o0sqgzk","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0sqgzk/","/u/Staceygogogo on Was really hyped for Claude Cowork, but the requirements are a bummer...","

Exactly, that matches my experience too. The agentic workflows sound great in theory, but if there’s too much friction just to start using them, it’s hard to justify for real work.

Templates and guided workflows really make the difference: once the structure is there, the outputs become much more reliable and you don’t have to babysit the AI. I’m also curious to see how Claude develops Cowork long term, but for day-to-day use, accessibility and repeatable workflows definitely matter more than flashy features.

","2026-01-21T04:12:26+00:00",[99],{"_12":822,"_89":822,"_71":823,"_73":824,"_75":337,"_93":338,"_77":825,"_96":76,"_97":826,"_16":338},"t1_o0rr3nn","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0rr3nn/","/u/AutoModerator on Was really hyped for Claude Cowork, but the requirements are a bummer...","2026-01-21T00:45:44+00:00",[99],{"_12":828,"_89":828,"_71":829,"_73":830,"_75":489,"_93":831,"_77":832,"_96":76,"_97":833,"_16":831},"t1_o0sfld2","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0sfld2/","/u/Electrical_Heart_673 on Was really hyped for Claude Cowork, but the requirements are a bummer...","

Bro I tried this other called Automly, I think it's a better one that the Kuse because it can build any Make automation for you in just a couple minutes. Like it literally saved me so much time of trying to automate my own things. It's at Automly.pro.

","2026-01-21T03:05:33+00:00",[99],{"_12":835,"_89":835,"_71":836,"_73":817,"_75":208,"_93":837,"_77":838,"_96":76,"_97":839,"_16":837},"t1_o0sqnb1","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0sqnb1/","

Thanks for sharing! I’ll have to check it out and compare to Kuse for some of my workflows.

","2026-01-21T04:13:32+00:00",[99],{"_12":841,"_89":841,"_71":842,"_73":843,"_75":844,"_93":845,"_77":846,"_96":76,"_97":847,"_16":845},"t1_o0uav6y","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0uav6y/","/u/Rfksemperfi on Was really hyped for Claude Cowork, but the requirements are a bummer...","/u/Rfksemperfi","

$2500-$7500 … wut?

","2026-01-21T12:06:38+00:00",[99],{"_12":849,"_89":849,"_71":850,"_73":851,"_75":852,"_93":853,"_77":854,"_96":76,"_97":855,"_16":853},"t1_o0u01ii","https://www.reddit.com/r/automation/comments/1qij5qo/was_really_hyped_for_claude_cowork_but_the/o0u01ii/","/u/Alpertayfur on Was really hyped for Claude Cowork, but the requirements are a bummer...","/u/Alpertayfur","

Yeah, this resonates a lot.

Claude Cowork feels like a preview of the future, but not something that’s easy to live with today. macOS-only + higher-tier pricing makes it feel more like a closed beta than a daily work tool, especially if you switch devices or just want to experiment without committing.

What you described with templates is the key insight IMO. Raw “agentic” power is cool, but guided, repeatable workflows are what actually make AI useful for real work. The moment you stop wrestling with prompts and start getting consistent structure, everything changes. That’s usually when AI stops feeling like a toy and starts feeling like infrastructure.

I also like how you framed it: not experimenting anymore, but having a system. That’s the gap a lot of tools miss right now.

Totally agree that Claude Cowork is an important signal — but until it’s more accessible and cross-platform, it’s hard to justify for day-to-day use. Curious to see which direction wins long term: powerful but gated agents, or more lightweight, workflow-first tools that just get out of the way.

","2026-01-21T10:38:45+00:00",[99],1769030606.6107278,103.81,8,{"_68":7,"_69":860,"_56":82,"_64":65,"_83":84,"_85":862,"_292":871,"_294":872,"_296":580,"_298":299},{"_71":214,"_73":861,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"ReplyX AI – Smart Auto-Replies for X (Twitter) 🚀 : automation",[863,865],{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":864,"_16":217},[99],{"_12":866,"_89":866,"_71":867,"_73":868,"_75":337,"_93":338,"_77":869,"_96":76,"_97":870,"_16":338},"t1_o0t9uci","https://www.reddit.com/r/automation/comments/1qiql32/replyx_ai_smart_autoreplies_for_x_twitter/o0t9uci/","/u/AutoModerator on ReplyX AI – Smart Auto-Replies for X (Twitter) 🚀","2026-01-21T06:35:28+00:00",[99],1769030606.6944575,81.36,{"_68":7,"_69":874,"_56":82,"_64":65,"_83":84,"_85":876,"_292":884,"_294":885,"_296":580,"_298":299},{"_71":222,"_73":875,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"How Advanced Make Automation Improves Operational Efficiency : automation",[877,879],{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":878,"_16":225},[99],{"_12":880,"_89":880,"_71":881,"_73":882,"_75":337,"_93":338,"_77":226,"_96":76,"_97":883,"_16":338},"t1_o0tu5hg","https://www.reddit.com/r/automation/comments/1qito8e/how_advanced_make_automation_improves_operational/o0tu5hg/","/u/AutoModerator on How Advanced Make Automation Improves Operational Efficiency",[99],1769030606.7696412,73.01,{"_68":7,"_69":887,"_56":82,"_64":65,"_83":84,"_85":889,"_292":1046,"_294":1047,"_296":1048,"_298":299},{"_71":230,"_73":888,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},"Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers : automation",[890,892,900,907,913,919,927,933,941,947,953,961,967,973,979,987,993,999,1005,1013,1019,1025,1031,1039],{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":891,"_16":233},[99],{"_12":893,"_89":893,"_71":894,"_73":895,"_75":896,"_93":897,"_77":898,"_96":76,"_97":899,"_16":897},"t1_o0nirnn","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0nirnn/","/u/ThighHighlander on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/ThighHighlander","

I used cloud(Expandi) for 8 months with zero issues then got banned. my friend uses extension (Waalaxy) for a year and he's fine. I think it's more random than you think

","2026-01-20T12:03:34+00:00",[99],{"_12":901,"_89":901,"_71":902,"_73":903,"_75":232,"_93":904,"_77":905,"_96":76,"_97":906,"_16":904},"t1_o0nlgs1","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0nlgs1/","/u/WittyWithIntent on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","

what were your limits on Expandi? and was your friend's account older or more active?

","2026-01-20T12:23:15+00:00",[99],{"_12":908,"_89":908,"_71":909,"_73":895,"_75":896,"_93":910,"_77":911,"_96":76,"_97":912,"_16":910},"t1_o0onpht","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0onpht/","

I was doing like ~40 a day, his account is older, like 6 years or so, and mine is 1 year

","2026-01-20T15:52:36+00:00",[99],{"_12":914,"_89":914,"_71":915,"_73":903,"_75":232,"_93":916,"_77":917,"_96":76,"_97":918,"_16":916},"t1_o0t80vl","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0t80vl/","

account age and activity history probably matters more than the tool. actually it's tool + behavior + account history + acceptance rate combined

","2026-01-21T06:20:16+00:00",[99],{"_12":920,"_89":920,"_71":921,"_73":922,"_75":923,"_93":924,"_77":925,"_96":76,"_97":926,"_16":924},"t1_o0niaxq","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0niaxq/","/u/WinkObsession on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/WinkObsession","

Сan't LinkedIn fingerprint the Chromium browser itself? like check for headless chrome indicators or automation flags?

","2026-01-20T12:00:04+00:00",[99],{"_12":928,"_89":928,"_71":929,"_73":903,"_75":232,"_93":930,"_77":931,"_96":76,"_97":932,"_16":930},"t1_o0nlelr","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0nlelr/","

I think the better standalone tools modify the Chromium core to remove those flags but honestly I don't know the specifics

","2026-01-20T12:22:50+00:00",[99],{"_12":934,"_89":934,"_71":935,"_73":936,"_75":937,"_93":938,"_77":939,"_96":76,"_97":940,"_16":938},"t1_o0np6zu","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0np6zu/","/u/SpawnPointDevops on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/SpawnPointDevops","

anti-detect browsers randomize canvas fingerprints and remove webdriver properties

","2026-01-20T12:48:40+00:00",[99],{"_12":942,"_89":942,"_71":943,"_73":922,"_75":923,"_93":944,"_77":945,"_96":76,"_97":946,"_16":944},"t1_o0on9w9","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0on9w9/","

what's that exactly? how does that work?

","2026-01-20T15:50:37+00:00",[99],{"_12":948,"_89":948,"_71":949,"_73":936,"_75":937,"_93":950,"_77":951,"_96":76,"_97":952,"_16":950},"t1_o0onjcg","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0onjcg/","

it's when a website uses HTML5 canvas to render hidden graphics and extract device info - OS, browser version, graphics card, fonts installed. creates a unique signature. accurate for tracking. each LinkedIn instance gets different fingerprints so even if you run multiple accounts on same PC, LinkedIn sees them as different machines

","2026-01-20T15:51:50+00:00",[99],{"_12":954,"_89":954,"_71":955,"_73":956,"_75":957,"_93":958,"_77":959,"_96":76,"_97":960,"_16":958},"t1_o0nkq9a","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0nkq9a/","/u/vuzumja on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/vuzumja","

I'm getting warnings about automation tools but I've literally NEVER used any. LinkedIn just keeps restricting me for no reason. anyone else getting false flags?

","2026-01-20T12:18:00+00:00",[99],{"_12":962,"_89":962,"_71":963,"_73":903,"_75":232,"_93":964,"_77":965,"_96":76,"_97":966,"_16":964},"t1_o0nlpjb","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0nlpjb/","

yeah I've seen this happen. sometimes LinkedIn flags manual activity if you're doing high volume. what are you doing that might look automated?

","2026-01-20T12:24:56+00:00",[99],{"_12":968,"_89":968,"_71":969,"_73":956,"_75":957,"_93":970,"_77":971,"_96":76,"_97":972,"_16":970},"t1_o0oo5s0","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0oo5s0/","

just unfriending old connections, but maybe too much at a time

","2026-01-20T15:54:42+00:00",[99],{"_12":974,"_89":974,"_71":975,"_73":903,"_75":232,"_93":976,"_77":977,"_96":76,"_97":978,"_16":976},"t1_o0pikv5","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0pikv5/","

LinkedIn doesn't like when you do repetitive actions too fast even manually, so be a bit slower in your actions

","2026-01-20T18:14:56+00:00",[99],{"_12":980,"_89":980,"_71":981,"_73":982,"_75":983,"_93":984,"_77":985,"_96":76,"_97":986,"_16":984},"t1_o0opvt2","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0opvt2/","/u/Fergoose89 on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/Fergoose89","

I'd only heard of linkedin helper. I think it all depends on how far you push the tool. If it will get picked up

","2026-01-20T16:02:41+00:00",[99],{"_12":988,"_89":988,"_71":989,"_73":903,"_75":232,"_93":990,"_77":991,"_96":76,"_97":992,"_16":990},"t1_o0t6fgk","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0t6fgk/","

Linked helper, you mean? have you tried it yourself?

yeah, it really depends on how you use any tool

","2026-01-21T06:07:11+00:00",[99],{"_12":994,"_89":994,"_71":995,"_73":982,"_75":983,"_93":996,"_77":997,"_96":76,"_97":998,"_16":996},"t1_o0tb2r3","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0tb2r3/","

I used linkedin helper around 5 years ago. Got my account frozen on adding connections

","2026-01-21T06:46:03+00:00",[99],{"_12":1000,"_89":1000,"_71":1001,"_73":1002,"_75":337,"_93":338,"_77":1003,"_96":76,"_97":1004,"_16":338},"t1_o0ni0n5","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0ni0n5/","/u/AutoModerator on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","2026-01-20T11:57:56+00:00",[99],{"_12":1006,"_89":1006,"_71":1007,"_73":1008,"_75":1009,"_93":1010,"_77":1011,"_96":76,"_97":1012,"_16":1010},"t1_o0njyan","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0njyan/","/u/Oopsfoxy on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/Oopsfoxy","

you mentioned can't use LinkedIn from regular browser while automation runs. what if I need to check messages during the day?

","2026-01-20T12:12:25+00:00",[99],{"_12":1014,"_89":1014,"_71":1015,"_73":903,"_75":232,"_93":1016,"_77":1017,"_96":76,"_97":1018,"_16":1016},"t1_o0nllrv","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0nllrv/","

you can use mobile app while automation runs on desktop. just not two desktop browsers logged in simultaneously

","2026-01-20T12:24:13+00:00",[99],{"_12":1020,"_89":1020,"_71":1021,"_73":1008,"_75":1009,"_93":1022,"_77":1023,"_96":76,"_97":1024,"_16":1022},"t1_o0onvrq","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0onvrq/","

why is that? LinkedIn detects multiple desktop sessions?

","2026-01-20T15:53:24+00:00",[99],{"_12":1026,"_89":1026,"_71":1027,"_73":903,"_75":232,"_93":1028,"_77":1029,"_96":76,"_97":1030,"_16":1028},"t1_o0t8hv9","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0t8hv9/","

yeah they flag it as suspicious activity. looks like account sharing or compromise. I always pause automation if I need to browse manually on desktop

","2026-01-21T06:24:08+00:00",[99],{"_12":1032,"_89":1032,"_71":1033,"_73":1034,"_75":1035,"_93":1036,"_77":1037,"_96":76,"_97":1038,"_16":1036},"t1_o0rxnco","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0rxnco/","/u/Interesting_Way_105 on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","/u/Interesting_Way_105","

Our generalist Web Agent Chrome Extension, rtrvr.ai, has been working great on LinkedIn!

20k+ users sending DM's, connection requests and even applying to pages of jobs on LinkedIn! Additionally, our extension can be triggered via API/MCP so can do research on ChatGPT and directly trigger actions, or trigger LinkedIn workflows from n8n!

We also use a DOM only approach so can take actions on multiple LinkedIn tabs in the background. Just give a sheet of names and ask for each person to add as LinkedIn collection.

The web agent approach allows a whole new action space as the existing Chrome Extension only allows for limited actions. We are super excited for this year as it will be a game changer for agentic automations!

","2026-01-21T01:22:57+00:00",[99],{"_12":1040,"_89":1040,"_71":1041,"_73":1042,"_75":852,"_93":1043,"_77":1044,"_96":76,"_97":1045,"_16":1043},"t1_o0tzzrh","https://www.reddit.com/r/automation/comments/1qhz70k/any_automation_tool_for_linkedin_guaranteed_ban/o0tzzrh/","/u/Alpertayfur on Any automation tool for LinkedIn = guaranteed ban\" is technically wrong. What's the difference between Chrome extensions, cloud APIs, and standalone browsers","

This is a much more nuanced take than the usual “automation = instant ban” line, and you’re right — the how matters a lot.

From what I’ve seen, LinkedIn’s enforcement is a mix of technical fingerprints + behavioral signals, not some magical automation detector. Extensions are the easiest to flag because they literally announce themselves. Cloud tools sit in an awkward middle ground — cleaner than extensions, but their traffic patterns often don’t look like a real browsing session.

Standalone browsers are interesting because they blur that line. They behave like a full browser, generate “normal-looking” noise, and avoid obvious extension fingerprints. That doesn’t make them safe, but it does change the risk profile.

One thing I’d add: a lot of bans people blame on “automation” are actually behavioral:

sending too many connection requests
repeating the same copy
moving faster than any human ever would
logging in from multiple environments at once

Tech gets you noticed, behavior gets you flagged.

In most ban stories I’ve heard, it’s rarely one single thing — it’s automation plus aggressive patterns. Separating those two, like you’re trying to do here, is the right way to think about it.

","2026-01-21T10:38:19+00:00",[99],1769030606.9685907,196.65,24,{"_68":7,"_69":1050,"_56":82,"_64":65,"_83":84,"_85":1053,"_292":1084,"_294":1085,"_296":566,"_298":299},{"_71":238,"_73":1051,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"Why Most Business Automations Break at Scale : automation","2026-01-21T21:23:27+00:00",[1054,1056,1063,1068,1076],{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":1055,"_16":241},[99],{"_12":1057,"_89":1057,"_71":1058,"_73":1059,"_75":673,"_93":1060,"_77":1061,"_96":76,"_97":1062,"_16":1060},"t1_o0tjdye","https://www.reddit.com/r/automation/comments/1qirxtd/why_most_business_automations_break_at_scale/o0tjdye/","/u/Turbulent-Isopod-886 on Why Most Business Automations Break at Scale","

They fail not because the tools suck, but because they start with the wrong problem.

The pattern that works:

Find a real human bottleneck
Automate one painful step
Prove ROI fast
Layer small, modular wins

Big flashy flows break under scale. The bookkeeping example shows why: n8n alone didn’t save hours, it fixed document-chasing pain on top of better software.

Scale comes from compounding small, boring wins, not giant workflows. Start small, prove value, then expand.

","2026-01-21T08:00:51+00:00",[99],{"_12":1064,"_89":1064,"_71":1065,"_73":1066,"_75":337,"_93":338,"_77":242,"_96":76,"_97":1067,"_16":338},"t1_o0titk1","https://www.reddit.com/r/automation/comments/1qirxtd/why_most_business_automations_break_at_scale/o0titk1/","/u/AutoModerator on Why Most Business Automations Break at Scale",[99],{"_12":1069,"_89":1069,"_71":1070,"_73":1071,"_75":1072,"_93":1073,"_77":1074,"_96":76,"_97":1075,"_16":1073},"t1_o0tu09i","https://www.reddit.com/r/automation/comments/1qirxtd/why_most_business_automations_break_at_scale/o0tu09i/","/u/Dover21 on Why Most Business Automations Break at Scale","/u/Dover21","

The modular part is what everyone misses. Built one massive workflow at a previous job that handled everything from intake to invoicing. Worked great until we needed to change one tiny step and the whole thing broke for two days.

Now I split everything into small pieces that pass data between them. Way easier to debug and swap out parts when requirements change.

","2026-01-21T09:42:45+00:00",[99],{"_12":1077,"_89":1077,"_71":1078,"_73":1079,"_75":1080,"_93":1081,"_77":1082,"_96":76,"_97":1083,"_16":1081},"t1_o0ulm83","https://www.reddit.com/r/automation/comments/1qirxtd/why_most_business_automations_break_at_scale/o0ulm83/","/u/Ancient-Subject2016 on Why Most Business Automations Break at Scale","/u/Ancient-Subject2016","

This matches what we see in larger ops teams as well. Automations rarely fail because the tool can’t scale, they fail because ownership and process clarity never scaled with it. When volume spikes, all the edge cases you ignored become the work, and suddenly no one can explain why the automation did what it did. The examples that hold up are the boring ones that remove a real human bottleneck and make accountability clearer, not fuzzier. At scale, governance matters more than features, especially once leadership starts asking what happens when it’s wrong. The compounding effect only shows up when each layer is understandable, auditable, and easy to change without breaking everything else.

","2026-01-21T13:17:25+00:00",[99],1769030607.0748293,103.56,{"_68":7,"_69":1087,"_56":82,"_64":65,"_83":84,"_85":1089,"_292":1127,"_294":1128,"_296":1129,"_298":299},{"_71":246,"_73":1088,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"Beta client got results, liked the system, still pushed hard on price. Trying to understand why. : automation",[1090,1092,1098,1106,1113,1121],{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":1091,"_16":249},[99],{"_12":1093,"_89":1093,"_71":1094,"_73":1095,"_75":337,"_93":338,"_77":1096,"_96":76,"_97":1097,"_16":338},"t1_o0tgnle","https://www.reddit.com/r/automation/comments/1qirm62/beta_client_got_results_liked_the_system_still/o0tgnle/","/u/AutoModerator on Beta client got results, liked the system, still pushed hard on price. Trying to understand why.","2026-01-21T07:35:45+00:00",[99],{"_12":1099,"_89":1099,"_71":1100,"_73":1101,"_75":1102,"_93":1103,"_77":1104,"_96":76,"_97":1105,"_16":1103},"t1_o0ttz2p","https://www.reddit.com/r/automation/comments/1qirm62/beta_client_got_results_liked_the_system_still/o0ttz2p/","/u/squ1bs on Beta client got results, liked the system, still pushed hard on price. Trying to understand why.","/u/squ1bs","

You need to understand (as best you can from the outside), the cost of the product/service he sells, his margin, how much time is saved by him per lead converted from your system - stats like that. You can then compile a nice report showing him how much money your system makes him, and time it saves him. Make it impossible to say no to the pitch with figures.

Some clients will always want a big haircut, and if they don't get it, they will approach others in your industry. Typically, the lowballers are the most difficult customers in general.

","2026-01-21T09:42:27+00:00",[99],{"_12":1107,"_89":1107,"_71":1108,"_73":1109,"_75":248,"_93":1110,"_77":1111,"_96":76,"_97":1112,"_16":1110},"t1_o0w42ce","https://www.reddit.com/r/automation/comments/1qirm62/beta_client_got_results_liked_the_system_still/o0w42ce/","/u/Due_Sea_5853 on Beta client got results, liked the system, still pushed hard on price. Trying to understand why.","

You’re right. Without tying it to his margins, time saved, and real numbers, it’s easy for the value to feel abstract. And I’ve learned the hard way that the clients who push hardest on price are usually the hardest to keep anyway.

","2026-01-21T17:39:30+00:00",[99],{"_12":1114,"_89":1114,"_71":1115,"_73":1116,"_75":1117,"_93":1118,"_77":1119,"_96":76,"_97":1120,"_16":1118},"t1_o0v1j07","https://www.reddit.com/r/automation/comments/1qirm62/beta_client_got_results_liked_the_system_still/o0v1j07/","/u/Corgi-Ancient on Beta client got results, liked the system, still pushed hard on price. Trying to understand why.","/u/Corgi-Ancient","

Beta clients often expect a big discount since they feel like they helped shape the product. Also, saving time and mental energy can be hard to put a dollar value on for them, so they might undervalue it. You probably need to be clearer upfront about the price and the ROI so they don’t get surprised later.

","2026-01-21T14:43:07+00:00",[99],{"_12":1122,"_89":1122,"_71":1123,"_73":1109,"_75":248,"_93":1124,"_77":1125,"_96":76,"_97":1126,"_16":1124},"t1_o0w473c","https://www.reddit.com/r/automation/comments/1qirm62/beta_client_got_results_liked_the_system_still/o0w473c/","

Yeah, that happens a lot. Beta clients feel like they helped build it, so they expect a break, and things like time and mental load are easy to undervalue. It’s a good reminder to be very clear about price and ROI before the results even come in.

","2026-01-21T17:40:05+00:00",[99],1769030607.1742043,96.69,6,{"_68":7,"_69":1131,"_56":82,"_64":65,"_83":84,"_85":1133,"_292":1163,"_294":1164,"_296":566,"_298":299},{"_71":254,"_73":1132,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"Is most “automation” just premature optimization? : automation",[1134,1136,1141,1149,1156],{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":1135,"_16":257},[99],{"_12":1137,"_89":1137,"_71":1138,"_73":1139,"_75":337,"_93":338,"_77":258,"_96":76,"_97":1140,"_16":338},"t1_o0tbbin","https://www.reddit.com/r/automation/comments/1qiqt51/is_most_automation_just_premature_optimization/o0tbbin/","/u/AutoModerator on Is most “automation” just premature optimization?",[99],{"_12":1142,"_89":1142,"_71":1143,"_73":1144,"_75":1145,"_93":1146,"_77":1147,"_96":76,"_97":1148,"_16":1146},"t1_o0txwnc","https://www.reddit.com/r/automation/comments/1qiqt51/is_most_automation_just_premature_optimization/o0txwnc/","/u/LeatherSource7206 on Is most “automation” just premature optimization?","/u/LeatherSource7206","

Most of the time, yes. It’s premature optimization.

I simplify first until the process is boring and predictable, then automate.
If you automate a messy process, you just get a faster mess.

Example:
Don’t automate lead follow ups before you know which leads are worth replying to.
Don’t automate reports before you know which numbers you actually look at.

Good automation copies a proven habit, not a guess.

","2026-01-21T10:19:14+00:00",[99],{"_12":1150,"_89":1150,"_71":1151,"_73":1152,"_75":489,"_93":1153,"_77":1154,"_96":76,"_97":1155,"_16":1153},"t1_o0uip8h","https://www.reddit.com/r/automation/comments/1qiqt51/is_most_automation_just_premature_optimization/o0uip8h/","/u/Electrical_Heart_673 on Is most “automation” just premature optimization?","

I try to see the clear sort of pattern behind the process until it becomes easy to do and doesn't require any major sort of thinking or adaptations. Then I just build automations. A tool like Automly helped me build a couple of automations.

","2026-01-21T12:59:38+00:00",[99],{"_12":1157,"_89":1157,"_71":1158,"_73":1159,"_75":1080,"_93":1160,"_77":1161,"_96":76,"_97":1162,"_16":1160},"t1_o0uogqz","https://www.reddit.com/r/automation/comments/1qiqt51/is_most_automation_just_premature_optimization/o0uogqz/","/u/Ancient-Subject2016 on Is most “automation” just premature optimization?","

In larger environments, premature automation usually shows up as unclear ownership, not just fragile workflows. If you automate before the process has a clear decision maker and success criteria, you just move the confusion faster. We tend to simplify enough to understand where judgment is required, then automate the repeatable parts around that. At scale, the problem is not iteration speed, it’s whether anyone can explain what the system is supposed to do when inputs get weird. Build and refine can work, but only if accountability and rollback paths are defined early. Otherwise leadership ends up inheriting risk they never signed up for.

","2026-01-21T13:33:53+00:00",[99],1769030607.2649672,88.16,{"_68":7,"_69":1166,"_56":82,"_64":65,"_83":84,"_85":1168,"_292":1183,"_294":1184,"_296":343,"_298":299},{"_71":262,"_73":1167,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"We kept missing client inquiries… until one small automation fixed it : automation",[1169,1171,1176],{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":1170,"_16":265},[99],{"_12":1172,"_89":1172,"_71":1173,"_73":1174,"_75":337,"_93":338,"_77":266,"_96":76,"_97":1175,"_16":338},"t1_o0t7its","https://www.reddit.com/r/automation/comments/1qiq8e9/we_kept_missing_client_inquiries_until_one_small/o0t7its/","/u/AutoModerator on We kept missing client inquiries… until one small automation fixed it",[99],{"_12":1177,"_89":1177,"_71":1178,"_73":1179,"_75":673,"_93":1180,"_77":1181,"_96":76,"_97":1182,"_16":1180},"t1_o0th68z","https://www.reddit.com/r/automation/comments/1qiq8e9/we_kept_missing_client_inquiries_until_one_small/o0th68z/","/u/Turbulent-Isopod-886 on We kept missing client inquiries… until one small automation fixed it","

Missed client emails weren’t a speed problem, they were a visibility problem.

One small automation flagged real inquiries, sorted attachments, updated boards… and suddenly nothing slipped through.

The real win? Peace of mind, not faster inboxes.

","2026-01-21T07:40:32+00:00",[99],1769030607.3698394,102.61,{"_68":7,"_69":1186,"_56":82,"_64":65,"_83":84,"_85":1188,"_292":1203,"_294":1204,"_296":343,"_298":299},{"_71":270,"_73":1187,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"Does your CTA send users to sign up or pay? Stop. I automated lead qualification funnels. : automation",[1189,1191,1196],{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":1190,"_16":273},[99],{"_12":1192,"_89":1192,"_71":1193,"_73":1194,"_75":337,"_93":338,"_77":274,"_96":76,"_97":1195,"_16":338},"t1_o0ovjc5","https://www.reddit.com/r/automation/comments/1qi5qv8/does_your_cta_send_users_to_sign_up_or_pay_stop_i/o0ovjc5/","/u/AutoModerator on Does your CTA send users to sign up or pay? Stop. I automated lead qualification funnels.",[99],{"_12":1197,"_89":1197,"_71":1198,"_73":1199,"_75":272,"_93":1200,"_77":1201,"_96":76,"_97":1202,"_16":1200},"t1_o0ovyz7","https://www.reddit.com/r/automation/comments/1qi5qv8/does_your_cta_send_users_to_sign_up_or_pay_stop_i/o0ovyz7/","/u/lollipopchat on Does your CTA send users to sign up or pay? Stop. I automated lead qualification funnels.","

Basically looking for general feedback on the concept, from people that do automations, but aren't focused on CRO as much.

","2026-01-20T16:30:46+00:00",[99],1769030607.4527,80.72,{"_68":7,"_69":1206,"_56":82,"_64":65,"_83":84,"_85":1208,"_292":1307,"_294":1308,"_296":1309,"_298":299},{"_71":278,"_73":1207,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"My team spends half the day just routing requests to the right people : automation",[1209,1211,1218,1225,1231,1237,1243,1251,1257,1265,1272,1280,1287,1295,1301],{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":1210,"_16":281},[99],{"_12":1212,"_89":1212,"_71":1213,"_73":1214,"_75":810,"_93":1215,"_77":1216,"_96":76,"_97":1217,"_16":1215},"t1_o0pnqya","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pnqya/","/u/Mayur_Botre on My team spends half the day just routing requests to the right people","

This sounds painfully familiar. In my experience the real issue usually isn’t tooling, it’s lack of clear intake rules. Once we forced every request through a single form with 2–3 required fields (type of request, urgency, owner), routing became way easier even before automation. Tools helped later, but clarity first reduced like half the chaos. Otherwise you just automate confusion and move it faster.

","2026-01-20T18:38:07+00:00",[99],{"_12":1219,"_89":1219,"_71":1220,"_73":1221,"_75":280,"_93":1222,"_77":1223,"_96":76,"_97":1224,"_16":1222},"t1_o0pszhb","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pszhb/","/u/NinjaNebulah on My team spends half the day just routing requests to the right people","

that's actually true, we have so many intake points that sometimes the pipeline is swamped

","2026-01-20T19:01:22+00:00",[99],{"_12":1226,"_89":1226,"_71":1227,"_73":1214,"_75":810,"_93":1228,"_77":1229,"_96":76,"_97":1230,"_16":1228},"t1_o0pua0l","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pua0l/","

Exactly. When intake is fragmented, the system gets overwhelmed before any work even starts. We saw the biggest improvement just by shrinking the number of entry points and making ownership explicit up front. Once the flow is calmer, automation actually helps instead of just accelerating the mess.

","2026-01-20T19:07:06+00:00",[99],{"_12":1232,"_89":1232,"_71":1233,"_73":1221,"_75":280,"_93":1234,"_77":1235,"_96":76,"_97":1236,"_16":1234},"t1_o0pyldh","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pyldh/","

super super helpful, thank you!

","2026-01-20T19:27:00+00:00",[99],{"_12":1238,"_89":1238,"_71":1239,"_73":1240,"_75":337,"_93":338,"_77":1241,"_96":76,"_97":1242,"_16":338},"t1_o0pfgg5","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pfgg5/","/u/AutoModerator on My team spends half the day just routing requests to the right people","2026-01-20T18:00:47+00:00",[99],{"_12":1244,"_89":1244,"_71":1245,"_73":1246,"_75":1247,"_93":1248,"_77":1249,"_96":76,"_97":1250,"_16":1248},"t1_o0pttme","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pttme/","/u/FrameOver9095 on My team spends half the day just routing requests to the right people","/u/FrameOver9095","

Yeah, I think some processes there can actually be automated

","2026-01-20T19:05:04+00:00",[99],{"_12":1252,"_89":1252,"_71":1253,"_73":1221,"_75":280,"_93":1254,"_77":1255,"_96":76,"_97":1256,"_16":1254},"t1_o0pyqpy","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0pyqpy/","

Yeah im also looking around for the best way to do so

","2026-01-20T19:27:41+00:00",[99],{"_12":1258,"_89":1258,"_71":1259,"_73":1260,"_75":1261,"_93":1262,"_77":1263,"_96":76,"_97":1264,"_16":1262},"t1_o0ssg0n","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0ssg0n/","/u/commoncents1 on My team spends half the day just routing requests to the right people","/u/commoncents1","

I put in odoo erp that has requests tasks Tickets etc and assigned to appropriate person/dept and puts them in overviews for me to monitor

","2026-01-21T04:25:29+00:00",[99],{"_12":1266,"_89":1266,"_71":1267,"_73":1268,"_75":420,"_93":1269,"_77":1270,"_96":76,"_97":1271,"_16":1269},"t1_o0szec7","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0szec7/","/u/ActiveDisaster1687 on My team spends half the day just routing requests to the right people","

How do the requests come in? through slack, email, or something else?

","2026-01-21T05:13:30+00:00",[99],{"_12":1273,"_89":1273,"_71":1274,"_73":1275,"_75":1276,"_93":1277,"_77":1278,"_96":76,"_97":1279,"_16":1277},"t1_o0tpfi0","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0tpfi0/","/u/autom8r_ on My team spends half the day just routing requests to the right people","/u/autom8r_","

What problems did you run into with the ticketing solution?

","2026-01-21T08:58:16+00:00",[99],{"_12":1281,"_89":1281,"_71":1282,"_73":1283,"_75":852,"_93":1284,"_77":1285,"_96":76,"_97":1286,"_16":1284},"t1_o0u05t8","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0u05t8/","/u/Alpertayfur on My team spends half the day just routing requests to the right people","

This is a super common ops pain, and you’re not alone — routing is usually the hidden tax that eats half the day.

What tends to work (without overengineering):

Central intake first: one form / inbox / Slack command where everything comes in. The goal is to stop requests arriving in 10 different places.
Light classification upfront: a few required fields like “type of request,” urgency, and department. Even imperfect signals help.
Rule-based routing before humans touch it: If HR + “laptop” → IT If Marketing + “review” → Design If Sales + “CRM” → RevOps This alone usually cuts routing time by 60–70%.

Where teams get real relief is adding AI-assisted triage on top:

summarize the request
classify it
suggest the owner
optionally ask a follow-up if info is missing

You don’t need a full ticketing overhaul to start. A simple automation (form/email → classify → route → notify) already removes most of the chaos.

Big mindset shift:
Don’t aim for perfect routing. Aim for “good enough, fast, and consistent.” Humans can fix edge cases — but they shouldn’t be doing first-pass sorting all day.

If you want, I can outline a very lightweight setup (no heavy IT lift) that ops teams usually get running in a week or two.

","2026-01-21T10:39:50+00:00",[99],{"_12":1288,"_89":1288,"_71":1289,"_73":1290,"_75":1291,"_93":1292,"_77":1293,"_96":76,"_97":1294,"_16":1292},"t1_o0q2wbg","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0q2wbg/","/u/Bisqwa on My team spends half the day just routing requests to the right people","/u/Bisqwa","

Look for something that learns from your routing decisions over time. Game changer for ops teams.

","2026-01-20T19:46:59+00:00",[99],{"_12":1296,"_89":1296,"_71":1297,"_73":1221,"_75":280,"_93":1298,"_77":1299,"_96":76,"_97":1300,"_16":1298},"t1_o0q35ow","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0q35ow/","

We've actually been looking in that direction, what works?

","2026-01-20T19:48:11+00:00",[99],{"_12":1302,"_89":1302,"_71":1303,"_73":1290,"_75":1291,"_93":1304,"_77":1305,"_96":76,"_97":1306,"_16":1304},"t1_o0qdgvt","https://www.reddit.com/r/automation/comments/1qi8c7a/my_team_spends_half_the_day_just_routing_requests/o0qdgvt/","

Many options available but our team has been using monday service, pain points are almost similar to your case

","2026-01-20T20:36:15+00:00",[99],1769030607.6083815,152.21,15,{"_68":7,"_69":1311,"_56":82,"_64":65,"_83":84,"_85":1313,"_292":1408,"_294":1409,"_296":1410,"_298":299},{"_71":286,"_73":1312,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},"Automated viral Reddit trend monitoring (20+ hours of browsing saved) : automation",[1314,1316,1323,1330,1338,1344,1352,1360,1366,1374,1380,1388,1394,1400],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":1315,"_16":289},[99],{"_12":1317,"_89":1317,"_71":1318,"_73":1319,"_75":513,"_93":1320,"_77":1321,"_96":76,"_97":1322,"_16":1320},"t1_o0nqyqx","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0nqyqx/","/u/National-Text-8901 on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","

Awesome I want this workflow

","2026-01-20T13:00:03+00:00",[99],{"_12":1324,"_89":1324,"_71":1325,"_73":1326,"_75":288,"_93":1327,"_77":1328,"_96":76,"_97":1329,"_16":1327},"t1_o0t6xcw","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0t6xcw/","/u/ScratchAshamed593 on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","

Thank you. I have attached the template link in the post now.

","2026-01-21T06:11:15+00:00",[99],{"_12":1331,"_89":1331,"_71":1332,"_73":1333,"_75":1334,"_93":1335,"_77":1336,"_96":76,"_97":1337,"_16":1335},"t1_o0nrvjh","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0nrvjh/","/u/arommelaere on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/arommelaere","

What's the software you use ?

","2026-01-20T13:05:46+00:00",[99],{"_12":1339,"_89":1339,"_71":1340,"_73":1326,"_75":288,"_93":1341,"_77":1342,"_96":76,"_97":1343,"_16":1341},"t1_o0su0d1","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0su0d1/","

This software is NoClick.

","2026-01-21T04:36:04+00:00",[99],{"_12":1345,"_89":1345,"_71":1346,"_73":1347,"_75":1348,"_93":1349,"_77":1350,"_96":76,"_97":1351,"_16":1349},"t1_o0q57f1","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0q57f1/","/u/Right-Afternoon9777 on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/Right-Afternoon9777","

It appears to be n8n. the open sourced automation tool

","2026-01-20T19:57:39+00:00",[99],{"_12":1353,"_89":1353,"_71":1354,"_73":1355,"_75":1356,"_93":1357,"_77":1358,"_96":76,"_97":1359,"_16":1357},"t1_o0ny829","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0ny829/","/u/great_stranger1 on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/great_stranger1","

Which software made up on?

","2026-01-20T13:43:02+00:00",[99],{"_12":1361,"_89":1361,"_71":1362,"_73":1326,"_75":288,"_93":1363,"_77":1364,"_96":76,"_97":1365,"_16":1363},"t1_o0su28j","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0su28j/","

NoClick

","2026-01-21T04:36:25+00:00",[99],{"_12":1367,"_89":1367,"_71":1368,"_73":1369,"_75":1370,"_93":1371,"_77":1372,"_96":76,"_97":1373,"_16":1371},"t1_o0o506e","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0o506e/","/u/jannemansonh on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/jannemansonh","

Cool stuff! Can you also search past things?

","2026-01-20T14:19:43+00:00",[99],{"_12":1375,"_89":1375,"_71":1376,"_73":1326,"_75":288,"_93":1377,"_77":1378,"_96":76,"_97":1379,"_16":1377},"t1_o0su7m2","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0su7m2/","

You can modify the workflow for that. But currently this focuses on latest news.

","2026-01-21T04:37:26+00:00",[99],{"_12":1381,"_89":1381,"_71":1382,"_73":1383,"_75":1384,"_93":1385,"_77":1386,"_96":76,"_97":1387,"_16":1385},"t1_o0tfkz2","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0tfkz2/","/u/abhbaijal on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/abhbaijal","

Hi, any chance you could build a free automation for me? I have an Instagram related use case

","2026-01-21T07:25:53+00:00",[99],{"_12":1389,"_89":1389,"_71":1390,"_73":1326,"_75":288,"_93":1391,"_77":1392,"_96":76,"_97":1393,"_16":1391},"t1_o0tq50s","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0tq50s/","

Hi, Could you please DM me with the Automation task? Thank you

","2026-01-21T09:05:05+00:00",[99],{"_12":1395,"_89":1395,"_71":1396,"_73":1397,"_75":337,"_93":338,"_77":1398,"_96":76,"_97":1399,"_16":338},"t1_o0npzfg","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0npzfg/","/u/AutoModerator on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","2026-01-20T12:53:49+00:00",[99],{"_12":1401,"_89":1401,"_71":1402,"_73":1403,"_75":1404,"_93":1405,"_77":1406,"_96":76,"_97":1407,"_16":1405},"t1_o0we2ib","https://www.reddit.com/r/automation/comments/1qi0bmj/automated_viral_reddit_trend_monitoring_20_hours/o0we2ib/","/u/LiteratureSlight3608 on Automated viral Reddit trend monitoring (20+ hours of browsing saved)","/u/LiteratureSlight3608","

I don't get it. There's already a trending tab and trending search results embedded inside of Reddit. What are you exactly trying to solve?

","2026-01-21T18:23:16+00:00",[99],1769030607.7720404,161.31,14,"lastOutput",{"_68":7,"_69":1413,"_56":82,"_64":65,"_83":84,"_85":1414,"_292":1408,"_294":1409,"_296":1410,"_298":299},{"_71":286,"_73":1312,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":1416,"_16":289},[99],{"_12":1317,"_89":1317,"_71":1318,"_73":1319,"_75":513,"_93":1320,"_77":1321,"_96":76,"_97":1418,"_16":1320},[99],{"_12":1324,"_89":1324,"_71":1325,"_73":1326,"_75":288,"_93":1327,"_77":1328,"_96":76,"_97":1420,"_16":1327},[99],{"_12":1331,"_89":1331,"_71":1332,"_73":1333,"_75":1334,"_93":1335,"_77":1336,"_96":76,"_97":1422,"_16":1335},[99],{"_12":1339,"_89":1339,"_71":1340,"_73":1326,"_75":288,"_93":1341,"_77":1342,"_96":76,"_97":1424,"_16":1341},[99],{"_12":1345,"_89":1345,"_71":1346,"_73":1347,"_75":1348,"_93":1349,"_77":1350,"_96":76,"_97":1426,"_16":1349},[99],{"_12":1353,"_89":1353,"_71":1354,"_73":1355,"_75":1356,"_93":1357,"_77":1358,"_96":76,"_97":1428,"_16":1357},[99],{"_12":1361,"_89":1361,"_71":1362,"_73":1326,"_75":288,"_93":1363,"_77":1364,"_96":76,"_97":1430,"_16":1363},[99],{"_12":1367,"_89":1367,"_71":1368,"_73":1369,"_75":1370,"_93":1371,"_77":1372,"_96":76,"_97":1432,"_16":1371},[99],{"_12":1375,"_89":1375,"_71":1376,"_73":1326,"_75":288,"_93":1377,"_77":1378,"_96":76,"_97":1434,"_16":1377},[99],{"_12":1381,"_89":1381,"_71":1382,"_73":1383,"_75":1384,"_93":1385,"_77":1386,"_96":76,"_97":1436,"_16":1385},[99],{"_12":1389,"_89":1389,"_71":1390,"_73":1326,"_75":288,"_93":1391,"_77":1392,"_96":76,"_97":1438,"_16":1391},[99],{"_12":1395,"_89":1395,"_71":1396,"_73":1397,"_75":337,"_93":338,"_77":1398,"_96":76,"_97":1440,"_16":338},[99],{"_12":1401,"_89":1401,"_71":1402,"_73":1403,"_75":1404,"_93":1405,"_77":1406,"_96":76,"_97":1442,"_16":1405},[99],"collected_results",[1445,1454,1463,1472,1513,1526,1533,1542,1567,1574,1583,1596,1603,1610,1617,1636,1643,1650,1701,1714,1729,1742,1751,1760,1793],{"_68":7,"_69":1446,"_56":82,"_64":65,"_83":84,"_85":1447,"_292":341,"_294":342,"_296":343,"_298":299},{"_71":90,"_73":321,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1448,1450,1452],{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":1449,"_16":94},[99],{"_12":326,"_89":326,"_71":327,"_73":328,"_75":329,"_93":330,"_77":331,"_96":76,"_97":1451,"_16":330},[99],{"_12":334,"_89":334,"_71":335,"_73":336,"_75":337,"_93":338,"_77":339,"_96":76,"_97":1453,"_16":338},[99],{"_68":7,"_69":1455,"_56":82,"_64":65,"_83":84,"_85":1456,"_292":363,"_294":364,"_296":343,"_298":299},{"_71":102,"_73":346,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1457,1459,1461],{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":1458,"_16":105},[99],{"_12":351,"_89":351,"_71":352,"_73":353,"_75":337,"_93":338,"_77":106,"_96":76,"_97":1460,"_16":338},[99],{"_12":356,"_89":356,"_71":357,"_73":358,"_75":359,"_93":360,"_77":361,"_96":76,"_97":1462,"_16":360},[99],{"_68":7,"_69":1464,"_56":82,"_64":65,"_83":84,"_85":1465,"_292":385,"_294":386,"_296":343,"_298":299},{"_71":110,"_73":367,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1466,1468,1470],{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":1467,"_16":113},[99],{"_12":372,"_89":372,"_71":373,"_73":374,"_75":337,"_93":338,"_77":375,"_96":76,"_97":1469,"_16":338},[99],{"_12":378,"_89":378,"_71":379,"_73":380,"_75":381,"_93":382,"_77":383,"_96":76,"_97":1471,"_16":382},[99],{"_68":7,"_69":1473,"_56":82,"_64":65,"_83":84,"_85":1474,"_292":525,"_294":526,"_296":527,"_298":299},{"_71":118,"_73":389,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511],{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":1476,"_16":121},[99],{"_12":394,"_89":394,"_71":395,"_73":396,"_75":397,"_93":398,"_77":399,"_96":76,"_97":1478,"_16":398},[99],{"_12":402,"_89":402,"_71":403,"_73":404,"_75":120,"_93":405,"_77":406,"_96":76,"_97":1480,"_16":405},[99],{"_12":409,"_89":409,"_71":410,"_73":411,"_75":412,"_93":413,"_77":414,"_96":76,"_97":1482,"_16":413},[99],{"_12":417,"_89":417,"_71":418,"_73":419,"_75":420,"_93":421,"_77":422,"_96":76,"_97":1484,"_16":421},[99],{"_12":425,"_89":425,"_71":426,"_73":427,"_75":337,"_93":338,"_77":122,"_96":76,"_97":1486,"_16":338},[99],{"_12":430,"_89":430,"_71":431,"_73":432,"_75":433,"_93":434,"_77":435,"_96":76,"_97":1488,"_16":434},[99],{"_12":438,"_89":438,"_71":439,"_73":440,"_75":441,"_93":442,"_77":443,"_96":76,"_97":1490,"_16":442},[99],{"_12":446,"_89":446,"_71":447,"_73":440,"_75":441,"_93":448,"_77":449,"_96":76,"_97":1492,"_16":448},[99],{"_12":452,"_89":452,"_71":453,"_73":454,"_75":455,"_93":456,"_77":457,"_96":76,"_97":1494,"_16":456},[99],{"_12":460,"_89":460,"_71":461,"_73":404,"_75":120,"_93":462,"_77":463,"_96":76,"_97":1496,"_16":462},[99],{"_12":466,"_89":466,"_71":467,"_73":404,"_75":120,"_93":468,"_77":469,"_96":76,"_97":1498,"_16":468},[99],{"_12":472,"_89":472,"_71":473,"_73":474,"_75":475,"_93":476,"_77":477,"_96":76,"_97":1500,"_16":476},[99],{"_12":480,"_89":480,"_71":481,"_73":404,"_75":120,"_93":482,"_77":483,"_96":76,"_97":1502,"_16":482},[99],{"_12":486,"_89":486,"_71":487,"_73":488,"_75":489,"_93":490,"_77":491,"_96":76,"_97":1504,"_16":490},[99],{"_12":494,"_89":494,"_71":495,"_73":496,"_75":497,"_93":498,"_77":499,"_96":76,"_97":1506,"_16":498},[99],{"_12":502,"_89":502,"_71":503,"_73":504,"_75":505,"_93":506,"_77":507,"_96":76,"_97":1508,"_16":506},[99],{"_12":510,"_89":510,"_71":511,"_73":512,"_75":513,"_93":514,"_77":515,"_96":76,"_97":1510,"_16":514},[99],{"_12":518,"_89":518,"_71":519,"_73":520,"_75":521,"_93":522,"_77":523,"_96":76,"_97":1512,"_16":522},[99],{"_68":7,"_69":1514,"_56":82,"_64":65,"_83":84,"_85":1515,"_292":564,"_294":565,"_296":566,"_298":299},{"_71":126,"_73":530,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[1516,1518,1520,1522,1524],{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":1517,"_16":129},[99],{"_12":536,"_89":536,"_71":537,"_73":538,"_75":337,"_93":338,"_77":539,"_96":76,"_97":1519,"_16":338},[99],{"_12":542,"_89":542,"_71":543,"_73":544,"_75":545,"_93":546,"_77":547,"_96":76,"_97":1521,"_16":546},[99],{"_12":550,"_89":550,"_71":551,"_73":552,"_75":128,"_93":553,"_77":554,"_96":76,"_97":1523,"_16":553},[99],{"_12":557,"_89":557,"_71":558,"_73":559,"_75":560,"_93":561,"_77":562,"_96":76,"_97":1525,"_16":561},[99],{"_68":7,"_69":1527,"_56":82,"_64":65,"_83":84,"_85":1528,"_292":578,"_294":579,"_296":580,"_298":299},{"_71":134,"_73":569,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[1529,1531],{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":1530,"_16":137},[99],{"_12":574,"_89":574,"_71":575,"_73":576,"_75":337,"_93":338,"_77":138,"_96":76,"_97":1532,"_16":338},[99],{"_68":7,"_69":1534,"_56":82,"_64":65,"_83":84,"_85":1535,"_292":601,"_294":602,"_296":343,"_298":299},{"_71":142,"_73":583,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[1536,1538,1540],{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":1537,"_16":145},[99],{"_12":588,"_89":588,"_71":589,"_73":590,"_75":337,"_93":338,"_77":591,"_96":76,"_97":1539,"_16":338},[99],{"_12":594,"_89":594,"_71":595,"_73":596,"_75":597,"_93":598,"_77":599,"_96":76,"_97":1541,"_16":598},[99],{"_68":7,"_69":1543,"_56":82,"_64":65,"_83":84,"_85":1544,"_292":685,"_294":686,"_296":687,"_298":299},{"_71":150,"_73":605,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565],{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":1546,"_16":153},[99],{"_12":610,"_89":610,"_71":611,"_73":612,"_75":505,"_93":613,"_77":614,"_96":76,"_97":1548,"_16":613},[99],{"_12":617,"_89":617,"_71":618,"_73":619,"_75":620,"_93":621,"_77":622,"_96":76,"_97":1550,"_16":621},[99],{"_12":625,"_89":625,"_71":626,"_73":627,"_75":628,"_93":629,"_77":630,"_96":76,"_97":1552,"_16":629},[99],{"_12":633,"_89":633,"_71":634,"_73":635,"_75":636,"_93":637,"_77":638,"_96":76,"_97":1554,"_16":637},[99],{"_12":641,"_89":641,"_71":642,"_73":643,"_75":337,"_93":338,"_77":154,"_96":76,"_97":1556,"_16":338},[99],{"_12":646,"_89":646,"_71":647,"_73":648,"_75":649,"_93":650,"_77":651,"_96":76,"_97":1558,"_16":650},[99],{"_12":654,"_89":654,"_71":655,"_73":656,"_75":657,"_93":658,"_77":659,"_96":76,"_97":1560,"_16":658},[99],{"_12":662,"_89":662,"_71":663,"_73":664,"_75":665,"_93":666,"_77":667,"_96":76,"_97":1562,"_16":666},[99],{"_12":670,"_89":670,"_71":671,"_73":672,"_75":673,"_93":674,"_77":675,"_96":76,"_97":1564,"_16":674},[99],{"_12":678,"_89":678,"_71":679,"_73":680,"_75":681,"_93":682,"_77":683,"_96":76,"_97":1566,"_16":682},[99],{"_68":7,"_69":1568,"_56":82,"_64":65,"_83":84,"_85":1569,"_292":700,"_294":701,"_296":580,"_298":299},{"_71":158,"_73":690,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[1570,1572],{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":1571,"_16":161},[99],{"_12":695,"_89":695,"_71":696,"_73":697,"_75":337,"_93":338,"_77":698,"_96":76,"_97":1573,"_16":338},[99],{"_68":7,"_69":1575,"_56":82,"_64":65,"_83":84,"_85":1576,"_292":723,"_294":724,"_296":343,"_298":299},{"_71":166,"_73":704,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1577,1579,1581],{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":1578,"_16":169},[99],{"_12":710,"_89":710,"_71":711,"_73":712,"_75":337,"_93":338,"_77":713,"_96":76,"_97":1580,"_16":338},[99],{"_12":716,"_89":716,"_71":717,"_73":718,"_75":719,"_93":720,"_77":721,"_96":76,"_97":1582,"_16":720},[99],{"_68":7,"_69":1584,"_56":82,"_64":65,"_83":84,"_85":1585,"_292":758,"_294":759,"_296":566,"_298":299},{"_71":174,"_73":727,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1586,1588,1590,1592,1594],{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":1587,"_16":177},[99],{"_12":732,"_89":732,"_71":733,"_73":734,"_75":337,"_93":338,"_77":178,"_96":76,"_97":1589,"_16":338},[99],{"_12":737,"_89":737,"_71":738,"_73":739,"_75":681,"_93":740,"_77":741,"_96":76,"_97":1591,"_16":740},[99],{"_12":744,"_89":744,"_71":745,"_73":746,"_75":747,"_93":748,"_77":749,"_96":76,"_97":1593,"_16":748},[99],{"_12":752,"_89":752,"_71":753,"_73":754,"_75":489,"_93":755,"_77":756,"_96":76,"_97":1595,"_16":755},[99],{"_68":7,"_69":1597,"_56":82,"_64":65,"_83":84,"_85":1598,"_292":771,"_294":772,"_296":580,"_298":299},{"_71":182,"_73":762,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1599,1601],{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":1600,"_16":185},[99],{"_12":767,"_89":767,"_71":768,"_73":769,"_75":337,"_93":338,"_77":186,"_96":76,"_97":1602,"_16":338},[99],{"_68":7,"_69":1604,"_56":82,"_64":65,"_83":84,"_85":1605,"_292":784,"_294":785,"_296":580,"_298":299},{"_71":190,"_73":775,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1606,1608],{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":1607,"_16":193},[99],{"_12":780,"_89":780,"_71":781,"_73":782,"_75":337,"_93":338,"_77":194,"_96":76,"_97":1609,"_16":338},[99],{"_68":7,"_69":1611,"_56":82,"_64":65,"_83":84,"_85":1612,"_292":798,"_294":799,"_296":580,"_298":299},{"_71":198,"_73":788,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1613,1615],{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":1614,"_16":201},[99],{"_12":793,"_89":793,"_71":794,"_73":795,"_75":337,"_93":338,"_77":796,"_96":76,"_97":1616,"_16":338},[99],{"_68":7,"_69":1618,"_56":82,"_64":65,"_83":84,"_85":1619,"_292":856,"_294":857,"_296":858,"_298":299},{"_71":206,"_73":802,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1620,1622,1624,1626,1628,1630,1632,1634],{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":1621,"_16":209},[99],{"_12":807,"_89":807,"_71":808,"_73":809,"_75":810,"_93":811,"_77":812,"_96":76,"_97":1623,"_16":811},[99],{"_12":815,"_89":815,"_71":816,"_73":817,"_75":208,"_93":818,"_77":819,"_96":76,"_97":1625,"_16":818},[99],{"_12":822,"_89":822,"_71":823,"_73":824,"_75":337,"_93":338,"_77":825,"_96":76,"_97":1627,"_16":338},[99],{"_12":828,"_89":828,"_71":829,"_73":830,"_75":489,"_93":831,"_77":832,"_96":76,"_97":1629,"_16":831},[99],{"_12":835,"_89":835,"_71":836,"_73":817,"_75":208,"_93":837,"_77":838,"_96":76,"_97":1631,"_16":837},[99],{"_12":841,"_89":841,"_71":842,"_73":843,"_75":844,"_93":845,"_77":846,"_96":76,"_97":1633,"_16":845},[99],{"_12":849,"_89":849,"_71":850,"_73":851,"_75":852,"_93":853,"_77":854,"_96":76,"_97":1635,"_16":853},[99],{"_68":7,"_69":1637,"_56":82,"_64":65,"_83":84,"_85":1638,"_292":871,"_294":872,"_296":580,"_298":299},{"_71":214,"_73":861,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1639,1641],{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":1640,"_16":217},[99],{"_12":866,"_89":866,"_71":867,"_73":868,"_75":337,"_93":338,"_77":869,"_96":76,"_97":1642,"_16":338},[99],{"_68":7,"_69":1644,"_56":82,"_64":65,"_83":84,"_85":1645,"_292":884,"_294":885,"_296":580,"_298":299},{"_71":222,"_73":875,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1646,1648],{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":1647,"_16":225},[99],{"_12":880,"_89":880,"_71":881,"_73":882,"_75":337,"_93":338,"_77":226,"_96":76,"_97":1649,"_16":338},[99],{"_68":7,"_69":1651,"_56":82,"_64":65,"_83":84,"_85":1652,"_292":1046,"_294":1047,"_296":1048,"_298":299},{"_71":230,"_73":888,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699],{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":1654,"_16":233},[99],{"_12":893,"_89":893,"_71":894,"_73":895,"_75":896,"_93":897,"_77":898,"_96":76,"_97":1656,"_16":897},[99],{"_12":901,"_89":901,"_71":902,"_73":903,"_75":232,"_93":904,"_77":905,"_96":76,"_97":1658,"_16":904},[99],{"_12":908,"_89":908,"_71":909,"_73":895,"_75":896,"_93":910,"_77":911,"_96":76,"_97":1660,"_16":910},[99],{"_12":914,"_89":914,"_71":915,"_73":903,"_75":232,"_93":916,"_77":917,"_96":76,"_97":1662,"_16":916},[99],{"_12":920,"_89":920,"_71":921,"_73":922,"_75":923,"_93":924,"_77":925,"_96":76,"_97":1664,"_16":924},[99],{"_12":928,"_89":928,"_71":929,"_73":903,"_75":232,"_93":930,"_77":931,"_96":76,"_97":1666,"_16":930},[99],{"_12":934,"_89":934,"_71":935,"_73":936,"_75":937,"_93":938,"_77":939,"_96":76,"_97":1668,"_16":938},[99],{"_12":942,"_89":942,"_71":943,"_73":922,"_75":923,"_93":944,"_77":945,"_96":76,"_97":1670,"_16":944},[99],{"_12":948,"_89":948,"_71":949,"_73":936,"_75":937,"_93":950,"_77":951,"_96":76,"_97":1672,"_16":950},[99],{"_12":954,"_89":954,"_71":955,"_73":956,"_75":957,"_93":958,"_77":959,"_96":76,"_97":1674,"_16":958},[99],{"_12":962,"_89":962,"_71":963,"_73":903,"_75":232,"_93":964,"_77":965,"_96":76,"_97":1676,"_16":964},[99],{"_12":968,"_89":968,"_71":969,"_73":956,"_75":957,"_93":970,"_77":971,"_96":76,"_97":1678,"_16":970},[99],{"_12":974,"_89":974,"_71":975,"_73":903,"_75":232,"_93":976,"_77":977,"_96":76,"_97":1680,"_16":976},[99],{"_12":980,"_89":980,"_71":981,"_73":982,"_75":983,"_93":984,"_77":985,"_96":76,"_97":1682,"_16":984},[99],{"_12":988,"_89":988,"_71":989,"_73":903,"_75":232,"_93":990,"_77":991,"_96":76,"_97":1684,"_16":990},[99],{"_12":994,"_89":994,"_71":995,"_73":982,"_75":983,"_93":996,"_77":997,"_96":76,"_97":1686,"_16":996},[99],{"_12":1000,"_89":1000,"_71":1001,"_73":1002,"_75":337,"_93":338,"_77":1003,"_96":76,"_97":1688,"_16":338},[99],{"_12":1006,"_89":1006,"_71":1007,"_73":1008,"_75":1009,"_93":1010,"_77":1011,"_96":76,"_97":1690,"_16":1010},[99],{"_12":1014,"_89":1014,"_71":1015,"_73":903,"_75":232,"_93":1016,"_77":1017,"_96":76,"_97":1692,"_16":1016},[99],{"_12":1020,"_89":1020,"_71":1021,"_73":1008,"_75":1009,"_93":1022,"_77":1023,"_96":76,"_97":1694,"_16":1022},[99],{"_12":1026,"_89":1026,"_71":1027,"_73":903,"_75":232,"_93":1028,"_77":1029,"_96":76,"_97":1696,"_16":1028},[99],{"_12":1032,"_89":1032,"_71":1033,"_73":1034,"_75":1035,"_93":1036,"_77":1037,"_96":76,"_97":1698,"_16":1036},[99],{"_12":1040,"_89":1040,"_71":1041,"_73":1042,"_75":852,"_93":1043,"_77":1044,"_96":76,"_97":1700,"_16":1043},[99],{"_68":7,"_69":1702,"_56":82,"_64":65,"_83":84,"_85":1703,"_292":1084,"_294":1085,"_296":566,"_298":299},{"_71":238,"_73":1051,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1704,1706,1708,1710,1712],{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":1705,"_16":241},[99],{"_12":1057,"_89":1057,"_71":1058,"_73":1059,"_75":673,"_93":1060,"_77":1061,"_96":76,"_97":1707,"_16":1060},[99],{"_12":1064,"_89":1064,"_71":1065,"_73":1066,"_75":337,"_93":338,"_77":242,"_96":76,"_97":1709,"_16":338},[99],{"_12":1069,"_89":1069,"_71":1070,"_73":1071,"_75":1072,"_93":1073,"_77":1074,"_96":76,"_97":1711,"_16":1073},[99],{"_12":1077,"_89":1077,"_71":1078,"_73":1079,"_75":1080,"_93":1081,"_77":1082,"_96":76,"_97":1713,"_16":1081},[99],{"_68":7,"_69":1715,"_56":82,"_64":65,"_83":84,"_85":1716,"_292":1127,"_294":1128,"_296":1129,"_298":299},{"_71":246,"_73":1088,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1717,1719,1721,1723,1725,1727],{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":1718,"_16":249},[99],{"_12":1093,"_89":1093,"_71":1094,"_73":1095,"_75":337,"_93":338,"_77":1096,"_96":76,"_97":1720,"_16":338},[99],{"_12":1099,"_89":1099,"_71":1100,"_73":1101,"_75":1102,"_93":1103,"_77":1104,"_96":76,"_97":1722,"_16":1103},[99],{"_12":1107,"_89":1107,"_71":1108,"_73":1109,"_75":248,"_93":1110,"_77":1111,"_96":76,"_97":1724,"_16":1110},[99],{"_12":1114,"_89":1114,"_71":1115,"_73":1116,"_75":1117,"_93":1118,"_77":1119,"_96":76,"_97":1726,"_16":1118},[99],{"_12":1122,"_89":1122,"_71":1123,"_73":1109,"_75":248,"_93":1124,"_77":1125,"_96":76,"_97":1728,"_16":1124},[99],{"_68":7,"_69":1730,"_56":82,"_64":65,"_83":84,"_85":1731,"_292":1163,"_294":1164,"_296":566,"_298":299},{"_71":254,"_73":1132,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1732,1734,1736,1738,1740],{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":1733,"_16":257},[99],{"_12":1137,"_89":1137,"_71":1138,"_73":1139,"_75":337,"_93":338,"_77":258,"_96":76,"_97":1735,"_16":338},[99],{"_12":1142,"_89":1142,"_71":1143,"_73":1144,"_75":1145,"_93":1146,"_77":1147,"_96":76,"_97":1737,"_16":1146},[99],{"_12":1150,"_89":1150,"_71":1151,"_73":1152,"_75":489,"_93":1153,"_77":1154,"_96":76,"_97":1739,"_16":1153},[99],{"_12":1157,"_89":1157,"_71":1158,"_73":1159,"_75":1080,"_93":1160,"_77":1161,"_96":76,"_97":1741,"_16":1160},[99],{"_68":7,"_69":1743,"_56":82,"_64":65,"_83":84,"_85":1744,"_292":1183,"_294":1184,"_296":343,"_298":299},{"_71":262,"_73":1167,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1745,1747,1749],{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":1746,"_16":265},[99],{"_12":1172,"_89":1172,"_71":1173,"_73":1174,"_75":337,"_93":338,"_77":266,"_96":76,"_97":1748,"_16":338},[99],{"_12":1177,"_89":1177,"_71":1178,"_73":1179,"_75":673,"_93":1180,"_77":1181,"_96":76,"_97":1750,"_16":1180},[99],{"_68":7,"_69":1752,"_56":82,"_64":65,"_83":84,"_85":1753,"_292":1203,"_294":1204,"_296":343,"_298":299},{"_71":270,"_73":1187,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1754,1756,1758],{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":1755,"_16":273},[99],{"_12":1192,"_89":1192,"_71":1193,"_73":1194,"_75":337,"_93":338,"_77":274,"_96":76,"_97":1757,"_16":338},[99],{"_12":1197,"_89":1197,"_71":1198,"_73":1199,"_75":272,"_93":1200,"_77":1201,"_96":76,"_97":1759,"_16":1200},[99],{"_68":7,"_69":1761,"_56":82,"_64":65,"_83":84,"_85":1762,"_292":1307,"_294":1308,"_296":1309,"_298":299},{"_71":278,"_73":1207,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791],{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":1764,"_16":281},[99],{"_12":1212,"_89":1212,"_71":1213,"_73":1214,"_75":810,"_93":1215,"_77":1216,"_96":76,"_97":1766,"_16":1215},[99],{"_12":1219,"_89":1219,"_71":1220,"_73":1221,"_75":280,"_93":1222,"_77":1223,"_96":76,"_97":1768,"_16":1222},[99],{"_12":1226,"_89":1226,"_71":1227,"_73":1214,"_75":810,"_93":1228,"_77":1229,"_96":76,"_97":1770,"_16":1228},[99],{"_12":1232,"_89":1232,"_71":1233,"_73":1221,"_75":280,"_93":1234,"_77":1235,"_96":76,"_97":1772,"_16":1234},[99],{"_12":1238,"_89":1238,"_71":1239,"_73":1240,"_75":337,"_93":338,"_77":1241,"_96":76,"_97":1774,"_16":338},[99],{"_12":1244,"_89":1244,"_71":1245,"_73":1246,"_75":1247,"_93":1248,"_77":1249,"_96":76,"_97":1776,"_16":1248},[99],{"_12":1252,"_89":1252,"_71":1253,"_73":1221,"_75":280,"_93":1254,"_77":1255,"_96":76,"_97":1778,"_16":1254},[99],{"_12":1258,"_89":1258,"_71":1259,"_73":1260,"_75":1261,"_93":1262,"_77":1263,"_96":76,"_97":1780,"_16":1262},[99],{"_12":1266,"_89":1266,"_71":1267,"_73":1268,"_75":420,"_93":1269,"_77":1270,"_96":76,"_97":1782,"_16":1269},[99],{"_12":1273,"_89":1273,"_71":1274,"_73":1275,"_75":1276,"_93":1277,"_77":1278,"_96":76,"_97":1784,"_16":1277},[99],{"_12":1281,"_89":1281,"_71":1282,"_73":1283,"_75":852,"_93":1284,"_77":1285,"_96":76,"_97":1786,"_16":1284},[99],{"_12":1288,"_89":1288,"_71":1289,"_73":1290,"_75":1291,"_93":1292,"_77":1293,"_96":76,"_97":1788,"_16":1292},[99],{"_12":1296,"_89":1296,"_71":1297,"_73":1221,"_75":280,"_93":1298,"_77":1299,"_96":76,"_97":1790,"_16":1298},[99],{"_12":1302,"_89":1302,"_71":1303,"_73":1290,"_75":1291,"_93":1304,"_77":1305,"_96":76,"_97":1792,"_16":1304},[99],{"_68":7,"_69":1794,"_56":82,"_64":65,"_83":84,"_85":1795,"_292":1408,"_294":1409,"_296":1410,"_298":299},{"_71":286,"_73":1312,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":1797,"_16":289},[99],{"_12":1317,"_89":1317,"_71":1318,"_73":1319,"_75":513,"_93":1320,"_77":1321,"_96":76,"_97":1799,"_16":1320},[99],{"_12":1324,"_89":1324,"_71":1325,"_73":1326,"_75":288,"_93":1327,"_77":1328,"_96":76,"_97":1801,"_16":1327},[99],{"_12":1331,"_89":1331,"_71":1332,"_73":1333,"_75":1334,"_93":1335,"_77":1336,"_96":76,"_97":1803,"_16":1335},[99],{"_12":1339,"_89":1339,"_71":1340,"_73":1326,"_75":288,"_93":1341,"_77":1342,"_96":76,"_97":1805,"_16":1341},[99],{"_12":1345,"_89":1345,"_71":1346,"_73":1347,"_75":1348,"_93":1349,"_77":1350,"_96":76,"_97":1807,"_16":1349},[99],{"_12":1353,"_89":1353,"_71":1354,"_73":1355,"_75":1356,"_93":1357,"_77":1358,"_96":76,"_97":1809,"_16":1357},[99],{"_12":1361,"_89":1361,"_71":1362,"_73":1326,"_75":288,"_93":1363,"_77":1364,"_96":76,"_97":1811,"_16":1363},[99],{"_12":1367,"_89":1367,"_71":1368,"_73":1369,"_75":1370,"_93":1371,"_77":1372,"_96":76,"_97":1813,"_16":1371},[99],{"_12":1375,"_89":1375,"_71":1376,"_73":1326,"_75":288,"_93":1377,"_77":1378,"_96":76,"_97":1815,"_16":1377},[99],{"_12":1381,"_89":1381,"_71":1382,"_73":1383,"_75":1384,"_93":1385,"_77":1386,"_96":76,"_97":1817,"_16":1385},[99],{"_12":1389,"_89":1389,"_71":1390,"_73":1326,"_75":288,"_93":1391,"_77":1392,"_96":76,"_97":1819,"_16":1391},[99],{"_12":1395,"_89":1395,"_71":1396,"_73":1397,"_75":337,"_93":338,"_77":1398,"_96":76,"_97":1821,"_16":338},[99],{"_12":1401,"_89":1401,"_71":1402,"_73":1403,"_75":1404,"_93":1405,"_77":1406,"_96":76,"_97":1823,"_16":1405},[99],"{{iteration_9n9d.item.link}}.rss",{},{"_309":1827,"_311":1828},844.4250419611892,269.6891249617041,{"_12":27,"_56":1830,"_58":59,"_60":1831,"_306":59,"_307":2775},"iteration",{"_62":1832,"_1833":1834,"_66":1835,"_2773":76,"_302":303,"_304":2774},"Iterate over fetched RSS items to extract post data such as title, upvotes, and top comments","items","{{rss_2m4e.entries}}",{"_1836":1837,"_1839":1840,"_1833":1841,"_1892":297,"_1893":-5,"_1894":1895,"_2390":303,"_2391":1913,"_2392":303,"_1443":2393},"item",{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":1838,"_16":94},[99],"index",0,[1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890],{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":1843,"_16":94},[99],{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":1845,"_16":105},[99],{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":1847,"_16":113},[99],{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":1849,"_16":121},[99],{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":1851,"_16":129},[99],{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":1853,"_16":137},[99],{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":1855,"_16":145},[99],{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":1857,"_16":153},[99],{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":1859,"_16":161},[99],{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":1861,"_16":169},[99],{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":1863,"_16":177},[99],{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":1865,"_16":185},[99],{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":1867,"_16":193},[99],{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":1869,"_16":201},[99],{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":1871,"_16":209},[99],{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":1873,"_16":217},[99],{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":1875,"_16":225},[99],{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":1877,"_16":233},[99],{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":1879,"_16":241},[99],{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":1881,"_16":249},[99],{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":1883,"_16":257},[99],{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":1885,"_16":265},[99],{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":1887,"_16":273},[99],{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":1889,"_16":281},[99],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":1891,"_16":289},[99],"total","headers","results",[1896,1910,1924,1937,1982,2000,2011,2024,2054,2065,2079,2097,2108,2120,2132,2155,2166,2178,2234,2252,2271,2289,2303,2317,2355],{"_1836":1897,"_1839":1840,"_1899":1900,"_84":303},{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":1898,"_16":94},[99],"outputs",{"_32":1901},{"_68":7,"_69":1902,"_56":82,"_64":65,"_83":84,"_85":1903,"_292":341,"_294":342,"_296":343,"_298":299},{"_71":90,"_73":321,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1904,1906,1908],{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":1905,"_16":94},[99],{"_12":326,"_89":326,"_71":327,"_73":328,"_75":329,"_93":330,"_77":331,"_96":76,"_97":1907,"_16":330},[99],{"_12":334,"_89":334,"_71":335,"_73":336,"_75":337,"_93":338,"_77":339,"_96":76,"_97":1909,"_16":338},[99],{"_1836":1911,"_1839":1913,"_1899":1914,"_84":303},{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":1912,"_16":105},[99],1,{"_32":1915},{"_68":7,"_69":1916,"_56":82,"_64":65,"_83":84,"_85":1917,"_292":363,"_294":364,"_296":343,"_298":299},{"_71":102,"_73":346,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1918,1920,1922],{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":1919,"_16":105},[99],{"_12":351,"_89":351,"_71":352,"_73":353,"_75":337,"_93":338,"_77":106,"_96":76,"_97":1921,"_16":338},[99],{"_12":356,"_89":356,"_71":357,"_73":358,"_75":359,"_93":360,"_77":361,"_96":76,"_97":1923,"_16":360},[99],{"_1836":1925,"_1839":580,"_1899":1927,"_84":303},{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":1926,"_16":113},[99],{"_32":1928},{"_68":7,"_69":1929,"_56":82,"_64":65,"_83":84,"_85":1930,"_292":385,"_294":386,"_296":343,"_298":299},{"_71":110,"_73":367,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1931,1933,1935],{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":1932,"_16":113},[99],{"_12":372,"_89":372,"_71":373,"_73":374,"_75":337,"_93":338,"_77":375,"_96":76,"_97":1934,"_16":338},[99],{"_12":378,"_89":378,"_71":379,"_73":380,"_75":381,"_93":382,"_77":383,"_96":76,"_97":1936,"_16":382},[99],{"_1836":1938,"_1839":343,"_1899":1940,"_84":303},{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":1939,"_16":121},[99],{"_32":1941},{"_68":7,"_69":1942,"_56":82,"_64":65,"_83":84,"_85":1943,"_292":525,"_294":526,"_296":527,"_298":299},{"_71":118,"_73":389,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980],{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":1945,"_16":121},[99],{"_12":394,"_89":394,"_71":395,"_73":396,"_75":397,"_93":398,"_77":399,"_96":76,"_97":1947,"_16":398},[99],{"_12":402,"_89":402,"_71":403,"_73":404,"_75":120,"_93":405,"_77":406,"_96":76,"_97":1949,"_16":405},[99],{"_12":409,"_89":409,"_71":410,"_73":411,"_75":412,"_93":413,"_77":414,"_96":76,"_97":1951,"_16":413},[99],{"_12":417,"_89":417,"_71":418,"_73":419,"_75":420,"_93":421,"_77":422,"_96":76,"_97":1953,"_16":421},[99],{"_12":425,"_89":425,"_71":426,"_73":427,"_75":337,"_93":338,"_77":122,"_96":76,"_97":1955,"_16":338},[99],{"_12":430,"_89":430,"_71":431,"_73":432,"_75":433,"_93":434,"_77":435,"_96":76,"_97":1957,"_16":434},[99],{"_12":438,"_89":438,"_71":439,"_73":440,"_75":441,"_93":442,"_77":443,"_96":76,"_97":1959,"_16":442},[99],{"_12":446,"_89":446,"_71":447,"_73":440,"_75":441,"_93":448,"_77":449,"_96":76,"_97":1961,"_16":448},[99],{"_12":452,"_89":452,"_71":453,"_73":454,"_75":455,"_93":456,"_77":457,"_96":76,"_97":1963,"_16":456},[99],{"_12":460,"_89":460,"_71":461,"_73":404,"_75":120,"_93":462,"_77":463,"_96":76,"_97":1965,"_16":462},[99],{"_12":466,"_89":466,"_71":467,"_73":404,"_75":120,"_93":468,"_77":469,"_96":76,"_97":1967,"_16":468},[99],{"_12":472,"_89":472,"_71":473,"_73":474,"_75":475,"_93":476,"_77":477,"_96":76,"_97":1969,"_16":476},[99],{"_12":480,"_89":480,"_71":481,"_73":404,"_75":120,"_93":482,"_77":483,"_96":76,"_97":1971,"_16":482},[99],{"_12":486,"_89":486,"_71":487,"_73":488,"_75":489,"_93":490,"_77":491,"_96":76,"_97":1973,"_16":490},[99],{"_12":494,"_89":494,"_71":495,"_73":496,"_75":497,"_93":498,"_77":499,"_96":76,"_97":1975,"_16":498},[99],{"_12":502,"_89":502,"_71":503,"_73":504,"_75":505,"_93":506,"_77":507,"_96":76,"_97":1977,"_16":506},[99],{"_12":510,"_89":510,"_71":511,"_73":512,"_75":513,"_93":514,"_77":515,"_96":76,"_97":1979,"_16":514},[99],{"_12":518,"_89":518,"_71":519,"_73":520,"_75":521,"_93":522,"_77":523,"_96":76,"_97":1981,"_16":522},[99],{"_1836":1983,"_1839":1985,"_1899":1986,"_84":303},{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":1984,"_16":129},[99],4,{"_32":1987},{"_68":7,"_69":1988,"_56":82,"_64":65,"_83":84,"_85":1989,"_292":564,"_294":565,"_296":566,"_298":299},{"_71":126,"_73":530,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[1990,1992,1994,1996,1998],{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":1991,"_16":129},[99],{"_12":536,"_89":536,"_71":537,"_73":538,"_75":337,"_93":338,"_77":539,"_96":76,"_97":1993,"_16":338},[99],{"_12":542,"_89":542,"_71":543,"_73":544,"_75":545,"_93":546,"_77":547,"_96":76,"_97":1995,"_16":546},[99],{"_12":550,"_89":550,"_71":551,"_73":552,"_75":128,"_93":553,"_77":554,"_96":76,"_97":1997,"_16":553},[99],{"_12":557,"_89":557,"_71":558,"_73":559,"_75":560,"_93":561,"_77":562,"_96":76,"_97":1999,"_16":561},[99],{"_1836":2001,"_1839":566,"_1899":2003,"_84":303},{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":2002,"_16":137},[99],{"_32":2004},{"_68":7,"_69":2005,"_56":82,"_64":65,"_83":84,"_85":2006,"_292":578,"_294":579,"_296":580,"_298":299},{"_71":134,"_73":569,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2007,2009],{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":2008,"_16":137},[99],{"_12":574,"_89":574,"_71":575,"_73":576,"_75":337,"_93":338,"_77":138,"_96":76,"_97":2010,"_16":338},[99],{"_1836":2012,"_1839":1129,"_1899":2014,"_84":303},{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":2013,"_16":145},[99],{"_32":2015},{"_68":7,"_69":2016,"_56":82,"_64":65,"_83":84,"_85":2017,"_292":601,"_294":602,"_296":343,"_298":299},{"_71":142,"_73":583,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2018,2020,2022],{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":2019,"_16":145},[99],{"_12":588,"_89":588,"_71":589,"_73":590,"_75":337,"_93":338,"_77":591,"_96":76,"_97":2021,"_16":338},[99],{"_12":594,"_89":594,"_71":595,"_73":596,"_75":597,"_93":598,"_77":599,"_96":76,"_97":2023,"_16":598},[99],{"_1836":2025,"_1839":2027,"_1899":2028,"_84":303},{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":2026,"_16":153},[99],7,{"_32":2029},{"_68":7,"_69":2030,"_56":82,"_64":65,"_83":84,"_85":2031,"_292":685,"_294":686,"_296":687,"_298":299},{"_71":150,"_73":605,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052],{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":2033,"_16":153},[99],{"_12":610,"_89":610,"_71":611,"_73":612,"_75":505,"_93":613,"_77":614,"_96":76,"_97":2035,"_16":613},[99],{"_12":617,"_89":617,"_71":618,"_73":619,"_75":620,"_93":621,"_77":622,"_96":76,"_97":2037,"_16":621},[99],{"_12":625,"_89":625,"_71":626,"_73":627,"_75":628,"_93":629,"_77":630,"_96":76,"_97":2039,"_16":629},[99],{"_12":633,"_89":633,"_71":634,"_73":635,"_75":636,"_93":637,"_77":638,"_96":76,"_97":2041,"_16":637},[99],{"_12":641,"_89":641,"_71":642,"_73":643,"_75":337,"_93":338,"_77":154,"_96":76,"_97":2043,"_16":338},[99],{"_12":646,"_89":646,"_71":647,"_73":648,"_75":649,"_93":650,"_77":651,"_96":76,"_97":2045,"_16":650},[99],{"_12":654,"_89":654,"_71":655,"_73":656,"_75":657,"_93":658,"_77":659,"_96":76,"_97":2047,"_16":658},[99],{"_12":662,"_89":662,"_71":663,"_73":664,"_75":665,"_93":666,"_77":667,"_96":76,"_97":2049,"_16":666},[99],{"_12":670,"_89":670,"_71":671,"_73":672,"_75":673,"_93":674,"_77":675,"_96":76,"_97":2051,"_16":674},[99],{"_12":678,"_89":678,"_71":679,"_73":680,"_75":681,"_93":682,"_77":683,"_96":76,"_97":2053,"_16":682},[99],{"_1836":2055,"_1839":858,"_1899":2057,"_84":303},{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":2056,"_16":161},[99],{"_32":2058},{"_68":7,"_69":2059,"_56":82,"_64":65,"_83":84,"_85":2060,"_292":700,"_294":701,"_296":580,"_298":299},{"_71":158,"_73":690,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2061,2063],{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":2062,"_16":161},[99],{"_12":695,"_89":695,"_71":696,"_73":697,"_75":337,"_93":338,"_77":698,"_96":76,"_97":2064,"_16":338},[99],{"_1836":2066,"_1839":2068,"_1899":2069,"_84":303},{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":2067,"_16":169},[99],9,{"_32":2070},{"_68":7,"_69":2071,"_56":82,"_64":65,"_83":84,"_85":2072,"_292":723,"_294":724,"_296":343,"_298":299},{"_71":166,"_73":704,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2073,2075,2077],{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":2074,"_16":169},[99],{"_12":710,"_89":710,"_71":711,"_73":712,"_75":337,"_93":338,"_77":713,"_96":76,"_97":2076,"_16":338},[99],{"_12":716,"_89":716,"_71":717,"_73":718,"_75":719,"_93":720,"_77":721,"_96":76,"_97":2078,"_16":720},[99],{"_1836":2080,"_1839":2082,"_1899":2083,"_84":303},{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":2081,"_16":177},[99],10,{"_32":2084},{"_68":7,"_69":2085,"_56":82,"_64":65,"_83":84,"_85":2086,"_292":758,"_294":759,"_296":566,"_298":299},{"_71":174,"_73":727,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2087,2089,2091,2093,2095],{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":2088,"_16":177},[99],{"_12":732,"_89":732,"_71":733,"_73":734,"_75":337,"_93":338,"_77":178,"_96":76,"_97":2090,"_16":338},[99],{"_12":737,"_89":737,"_71":738,"_73":739,"_75":681,"_93":740,"_77":741,"_96":76,"_97":2092,"_16":740},[99],{"_12":744,"_89":744,"_71":745,"_73":746,"_75":747,"_93":748,"_77":749,"_96":76,"_97":2094,"_16":748},[99],{"_12":752,"_89":752,"_71":753,"_73":754,"_75":489,"_93":755,"_77":756,"_96":76,"_97":2096,"_16":755},[99],{"_1836":2098,"_1839":687,"_1899":2100,"_84":303},{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":2099,"_16":185},[99],{"_32":2101},{"_68":7,"_69":2102,"_56":82,"_64":65,"_83":84,"_85":2103,"_292":771,"_294":772,"_296":580,"_298":299},{"_71":182,"_73":762,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2104,2106],{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":2105,"_16":185},[99],{"_12":767,"_89":767,"_71":768,"_73":769,"_75":337,"_93":338,"_77":186,"_96":76,"_97":2107,"_16":338},[99],{"_1836":2109,"_1839":2111,"_1899":2112,"_84":303},{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":2110,"_16":193},[99],12,{"_32":2113},{"_68":7,"_69":2114,"_56":82,"_64":65,"_83":84,"_85":2115,"_292":784,"_294":785,"_296":580,"_298":299},{"_71":190,"_73":775,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2116,2118],{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":2117,"_16":193},[99],{"_12":780,"_89":780,"_71":781,"_73":782,"_75":337,"_93":338,"_77":194,"_96":76,"_97":2119,"_16":338},[99],{"_1836":2121,"_1839":2123,"_1899":2124,"_84":303},{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":2122,"_16":201},[99],13,{"_32":2125},{"_68":7,"_69":2126,"_56":82,"_64":65,"_83":84,"_85":2127,"_292":798,"_294":799,"_296":580,"_298":299},{"_71":198,"_73":788,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2128,2130],{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":2129,"_16":201},[99],{"_12":793,"_89":793,"_71":794,"_73":795,"_75":337,"_93":338,"_77":796,"_96":76,"_97":2131,"_16":338},[99],{"_1836":2133,"_1839":1410,"_1899":2135,"_84":303},{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":2134,"_16":209},[99],{"_32":2136},{"_68":7,"_69":2137,"_56":82,"_64":65,"_83":84,"_85":2138,"_292":856,"_294":857,"_296":858,"_298":299},{"_71":206,"_73":802,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2139,2141,2143,2145,2147,2149,2151,2153],{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":2140,"_16":209},[99],{"_12":807,"_89":807,"_71":808,"_73":809,"_75":810,"_93":811,"_77":812,"_96":76,"_97":2142,"_16":811},[99],{"_12":815,"_89":815,"_71":816,"_73":817,"_75":208,"_93":818,"_77":819,"_96":76,"_97":2144,"_16":818},[99],{"_12":822,"_89":822,"_71":823,"_73":824,"_75":337,"_93":338,"_77":825,"_96":76,"_97":2146,"_16":338},[99],{"_12":828,"_89":828,"_71":829,"_73":830,"_75":489,"_93":831,"_77":832,"_96":76,"_97":2148,"_16":831},[99],{"_12":835,"_89":835,"_71":836,"_73":817,"_75":208,"_93":837,"_77":838,"_96":76,"_97":2150,"_16":837},[99],{"_12":841,"_89":841,"_71":842,"_73":843,"_75":844,"_93":845,"_77":846,"_96":76,"_97":2152,"_16":845},[99],{"_12":849,"_89":849,"_71":850,"_73":851,"_75":852,"_93":853,"_77":854,"_96":76,"_97":2154,"_16":853},[99],{"_1836":2156,"_1839":1309,"_1899":2158,"_84":303},{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":2157,"_16":217},[99],{"_32":2159},{"_68":7,"_69":2160,"_56":82,"_64":65,"_83":84,"_85":2161,"_292":871,"_294":872,"_296":580,"_298":299},{"_71":214,"_73":861,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2162,2164],{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":2163,"_16":217},[99],{"_12":866,"_89":866,"_71":867,"_73":868,"_75":337,"_93":338,"_77":869,"_96":76,"_97":2165,"_16":338},[99],{"_1836":2167,"_1839":2169,"_1899":2170,"_84":303},{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":2168,"_16":225},[99],16,{"_32":2171},{"_68":7,"_69":2172,"_56":82,"_64":65,"_83":84,"_85":2173,"_292":884,"_294":885,"_296":580,"_298":299},{"_71":222,"_73":875,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2174,2176],{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":2175,"_16":225},[99],{"_12":880,"_89":880,"_71":881,"_73":882,"_75":337,"_93":338,"_77":226,"_96":76,"_97":2177,"_16":338},[99],{"_1836":2179,"_1839":2181,"_1899":2182,"_84":303},{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":2180,"_16":233},[99],17,{"_32":2183},{"_68":7,"_69":2184,"_56":82,"_64":65,"_83":84,"_85":2185,"_292":1046,"_294":1047,"_296":1048,"_298":299},{"_71":230,"_73":888,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232],{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":2187,"_16":233},[99],{"_12":893,"_89":893,"_71":894,"_73":895,"_75":896,"_93":897,"_77":898,"_96":76,"_97":2189,"_16":897},[99],{"_12":901,"_89":901,"_71":902,"_73":903,"_75":232,"_93":904,"_77":905,"_96":76,"_97":2191,"_16":904},[99],{"_12":908,"_89":908,"_71":909,"_73":895,"_75":896,"_93":910,"_77":911,"_96":76,"_97":2193,"_16":910},[99],{"_12":914,"_89":914,"_71":915,"_73":903,"_75":232,"_93":916,"_77":917,"_96":76,"_97":2195,"_16":916},[99],{"_12":920,"_89":920,"_71":921,"_73":922,"_75":923,"_93":924,"_77":925,"_96":76,"_97":2197,"_16":924},[99],{"_12":928,"_89":928,"_71":929,"_73":903,"_75":232,"_93":930,"_77":931,"_96":76,"_97":2199,"_16":930},[99],{"_12":934,"_89":934,"_71":935,"_73":936,"_75":937,"_93":938,"_77":939,"_96":76,"_97":2201,"_16":938},[99],{"_12":942,"_89":942,"_71":943,"_73":922,"_75":923,"_93":944,"_77":945,"_96":76,"_97":2203,"_16":944},[99],{"_12":948,"_89":948,"_71":949,"_73":936,"_75":937,"_93":950,"_77":951,"_96":76,"_97":2205,"_16":950},[99],{"_12":954,"_89":954,"_71":955,"_73":956,"_75":957,"_93":958,"_77":959,"_96":76,"_97":2207,"_16":958},[99],{"_12":962,"_89":962,"_71":963,"_73":903,"_75":232,"_93":964,"_77":965,"_96":76,"_97":2209,"_16":964},[99],{"_12":968,"_89":968,"_71":969,"_73":956,"_75":957,"_93":970,"_77":971,"_96":76,"_97":2211,"_16":970},[99],{"_12":974,"_89":974,"_71":975,"_73":903,"_75":232,"_93":976,"_77":977,"_96":76,"_97":2213,"_16":976},[99],{"_12":980,"_89":980,"_71":981,"_73":982,"_75":983,"_93":984,"_77":985,"_96":76,"_97":2215,"_16":984},[99],{"_12":988,"_89":988,"_71":989,"_73":903,"_75":232,"_93":990,"_77":991,"_96":76,"_97":2217,"_16":990},[99],{"_12":994,"_89":994,"_71":995,"_73":982,"_75":983,"_93":996,"_77":997,"_96":76,"_97":2219,"_16":996},[99],{"_12":1000,"_89":1000,"_71":1001,"_73":1002,"_75":337,"_93":338,"_77":1003,"_96":76,"_97":2221,"_16":338},[99],{"_12":1006,"_89":1006,"_71":1007,"_73":1008,"_75":1009,"_93":1010,"_77":1011,"_96":76,"_97":2223,"_16":1010},[99],{"_12":1014,"_89":1014,"_71":1015,"_73":903,"_75":232,"_93":1016,"_77":1017,"_96":76,"_97":2225,"_16":1016},[99],{"_12":1020,"_89":1020,"_71":1021,"_73":1008,"_75":1009,"_93":1022,"_77":1023,"_96":76,"_97":2227,"_16":1022},[99],{"_12":1026,"_89":1026,"_71":1027,"_73":903,"_75":232,"_93":1028,"_77":1029,"_96":76,"_97":2229,"_16":1028},[99],{"_12":1032,"_89":1032,"_71":1033,"_73":1034,"_75":1035,"_93":1036,"_77":1037,"_96":76,"_97":2231,"_16":1036},[99],{"_12":1040,"_89":1040,"_71":1041,"_73":1042,"_75":852,"_93":1043,"_77":1044,"_96":76,"_97":2233,"_16":1043},[99],{"_1836":2235,"_1839":2237,"_1899":2238,"_84":303},{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":2236,"_16":241},[99],18,{"_32":2239},{"_68":7,"_69":2240,"_56":82,"_64":65,"_83":84,"_85":2241,"_292":1084,"_294":1085,"_296":566,"_298":299},{"_71":238,"_73":1051,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2242,2244,2246,2248,2250],{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":2243,"_16":241},[99],{"_12":1057,"_89":1057,"_71":1058,"_73":1059,"_75":673,"_93":1060,"_77":1061,"_96":76,"_97":2245,"_16":1060},[99],{"_12":1064,"_89":1064,"_71":1065,"_73":1066,"_75":337,"_93":338,"_77":242,"_96":76,"_97":2247,"_16":338},[99],{"_12":1069,"_89":1069,"_71":1070,"_73":1071,"_75":1072,"_93":1073,"_77":1074,"_96":76,"_97":2249,"_16":1073},[99],{"_12":1077,"_89":1077,"_71":1078,"_73":1079,"_75":1080,"_93":1081,"_77":1082,"_96":76,"_97":2251,"_16":1081},[99],{"_1836":2253,"_1839":527,"_1899":2255,"_84":303},{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":2254,"_16":249},[99],{"_32":2256},{"_68":7,"_69":2257,"_56":82,"_64":65,"_83":84,"_85":2258,"_292":1127,"_294":1128,"_296":1129,"_298":299},{"_71":246,"_73":1088,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2259,2261,2263,2265,2267,2269],{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":2260,"_16":249},[99],{"_12":1093,"_89":1093,"_71":1094,"_73":1095,"_75":337,"_93":338,"_77":1096,"_96":76,"_97":2262,"_16":338},[99],{"_12":1099,"_89":1099,"_71":1100,"_73":1101,"_75":1102,"_93":1103,"_77":1104,"_96":76,"_97":2264,"_16":1103},[99],{"_12":1107,"_89":1107,"_71":1108,"_73":1109,"_75":248,"_93":1110,"_77":1111,"_96":76,"_97":2266,"_16":1110},[99],{"_12":1114,"_89":1114,"_71":1115,"_73":1116,"_75":1117,"_93":1118,"_77":1119,"_96":76,"_97":2268,"_16":1118},[99],{"_12":1122,"_89":1122,"_71":1123,"_73":1109,"_75":248,"_93":1124,"_77":1125,"_96":76,"_97":2270,"_16":1124},[99],{"_1836":2272,"_1839":2274,"_1899":2275,"_84":303},{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":2273,"_16":257},[99],20,{"_32":2276},{"_68":7,"_69":2277,"_56":82,"_64":65,"_83":84,"_85":2278,"_292":1163,"_294":1164,"_296":566,"_298":299},{"_71":254,"_73":1132,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2279,2281,2283,2285,2287],{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":2280,"_16":257},[99],{"_12":1137,"_89":1137,"_71":1138,"_73":1139,"_75":337,"_93":338,"_77":258,"_96":76,"_97":2282,"_16":338},[99],{"_12":1142,"_89":1142,"_71":1143,"_73":1144,"_75":1145,"_93":1146,"_77":1147,"_96":76,"_97":2284,"_16":1146},[99],{"_12":1150,"_89":1150,"_71":1151,"_73":1152,"_75":489,"_93":1153,"_77":1154,"_96":76,"_97":2286,"_16":1153},[99],{"_12":1157,"_89":1157,"_71":1158,"_73":1159,"_75":1080,"_93":1160,"_77":1161,"_96":76,"_97":2288,"_16":1160},[99],{"_1836":2290,"_1839":2292,"_1899":2293,"_84":303},{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":2291,"_16":265},[99],21,{"_32":2294},{"_68":7,"_69":2295,"_56":82,"_64":65,"_83":84,"_85":2296,"_292":1183,"_294":1184,"_296":343,"_298":299},{"_71":262,"_73":1167,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2297,2299,2301],{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":2298,"_16":265},[99],{"_12":1172,"_89":1172,"_71":1173,"_73":1174,"_75":337,"_93":338,"_77":266,"_96":76,"_97":2300,"_16":338},[99],{"_12":1177,"_89":1177,"_71":1178,"_73":1179,"_75":673,"_93":1180,"_77":1181,"_96":76,"_97":2302,"_16":1180},[99],{"_1836":2304,"_1839":2306,"_1899":2307,"_84":303},{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":2305,"_16":273},[99],22,{"_32":2308},{"_68":7,"_69":2309,"_56":82,"_64":65,"_83":84,"_85":2310,"_292":1203,"_294":1204,"_296":343,"_298":299},{"_71":270,"_73":1187,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2311,2313,2315],{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":2312,"_16":273},[99],{"_12":1192,"_89":1192,"_71":1193,"_73":1194,"_75":337,"_93":338,"_77":274,"_96":76,"_97":2314,"_16":338},[99],{"_12":1197,"_89":1197,"_71":1198,"_73":1199,"_75":272,"_93":1200,"_77":1201,"_96":76,"_97":2316,"_16":1200},[99],{"_1836":2318,"_1839":2320,"_1899":2321,"_84":303},{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":2319,"_16":281},[99],23,{"_32":2322},{"_68":7,"_69":2323,"_56":82,"_64":65,"_83":84,"_85":2324,"_292":1307,"_294":1308,"_296":1309,"_298":299},{"_71":278,"_73":1207,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353],{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":2326,"_16":281},[99],{"_12":1212,"_89":1212,"_71":1213,"_73":1214,"_75":810,"_93":1215,"_77":1216,"_96":76,"_97":2328,"_16":1215},[99],{"_12":1219,"_89":1219,"_71":1220,"_73":1221,"_75":280,"_93":1222,"_77":1223,"_96":76,"_97":2330,"_16":1222},[99],{"_12":1226,"_89":1226,"_71":1227,"_73":1214,"_75":810,"_93":1228,"_77":1229,"_96":76,"_97":2332,"_16":1228},[99],{"_12":1232,"_89":1232,"_71":1233,"_73":1221,"_75":280,"_93":1234,"_77":1235,"_96":76,"_97":2334,"_16":1234},[99],{"_12":1238,"_89":1238,"_71":1239,"_73":1240,"_75":337,"_93":338,"_77":1241,"_96":76,"_97":2336,"_16":338},[99],{"_12":1244,"_89":1244,"_71":1245,"_73":1246,"_75":1247,"_93":1248,"_77":1249,"_96":76,"_97":2338,"_16":1248},[99],{"_12":1252,"_89":1252,"_71":1253,"_73":1221,"_75":280,"_93":1254,"_77":1255,"_96":76,"_97":2340,"_16":1254},[99],{"_12":1258,"_89":1258,"_71":1259,"_73":1260,"_75":1261,"_93":1262,"_77":1263,"_96":76,"_97":2342,"_16":1262},[99],{"_12":1266,"_89":1266,"_71":1267,"_73":1268,"_75":420,"_93":1269,"_77":1270,"_96":76,"_97":2344,"_16":1269},[99],{"_12":1273,"_89":1273,"_71":1274,"_73":1275,"_75":1276,"_93":1277,"_77":1278,"_96":76,"_97":2346,"_16":1277},[99],{"_12":1281,"_89":1281,"_71":1282,"_73":1283,"_75":852,"_93":1284,"_77":1285,"_96":76,"_97":2348,"_16":1284},[99],{"_12":1288,"_89":1288,"_71":1289,"_73":1290,"_75":1291,"_93":1292,"_77":1293,"_96":76,"_97":2350,"_16":1292},[99],{"_12":1296,"_89":1296,"_71":1297,"_73":1221,"_75":280,"_93":1298,"_77":1299,"_96":76,"_97":2352,"_16":1298},[99],{"_12":1302,"_89":1302,"_71":1303,"_73":1290,"_75":1291,"_93":1304,"_77":1305,"_96":76,"_97":2354,"_16":1304},[99],{"_1836":2356,"_1839":1048,"_1899":2358,"_84":303},{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":2357,"_16":289},[99],{"_32":2359},{"_68":7,"_69":2360,"_56":82,"_64":65,"_83":84,"_85":2361,"_292":1408,"_294":1409,"_296":1410,"_298":299},{"_71":286,"_73":1312,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":2363,"_16":289},[99],{"_12":1317,"_89":1317,"_71":1318,"_73":1319,"_75":513,"_93":1320,"_77":1321,"_96":76,"_97":2365,"_16":1320},[99],{"_12":1324,"_89":1324,"_71":1325,"_73":1326,"_75":288,"_93":1327,"_77":1328,"_96":76,"_97":2367,"_16":1327},[99],{"_12":1331,"_89":1331,"_71":1332,"_73":1333,"_75":1334,"_93":1335,"_77":1336,"_96":76,"_97":2369,"_16":1335},[99],{"_12":1339,"_89":1339,"_71":1340,"_73":1326,"_75":288,"_93":1341,"_77":1342,"_96":76,"_97":2371,"_16":1341},[99],{"_12":1345,"_89":1345,"_71":1346,"_73":1347,"_75":1348,"_93":1349,"_77":1350,"_96":76,"_97":2373,"_16":1349},[99],{"_12":1353,"_89":1353,"_71":1354,"_73":1355,"_75":1356,"_93":1357,"_77":1358,"_96":76,"_97":2375,"_16":1357},[99],{"_12":1361,"_89":1361,"_71":1362,"_73":1326,"_75":288,"_93":1363,"_77":1364,"_96":76,"_97":2377,"_16":1363},[99],{"_12":1367,"_89":1367,"_71":1368,"_73":1369,"_75":1370,"_93":1371,"_77":1372,"_96":76,"_97":2379,"_16":1371},[99],{"_12":1375,"_89":1375,"_71":1376,"_73":1326,"_75":288,"_93":1377,"_77":1378,"_96":76,"_97":2381,"_16":1377},[99],{"_12":1381,"_89":1381,"_71":1382,"_73":1383,"_75":1384,"_93":1385,"_77":1386,"_96":76,"_97":2383,"_16":1385},[99],{"_12":1389,"_89":1389,"_71":1390,"_73":1326,"_75":288,"_93":1391,"_77":1392,"_96":76,"_97":2385,"_16":1391},[99],{"_12":1395,"_89":1395,"_71":1396,"_73":1397,"_75":337,"_93":338,"_77":1398,"_96":76,"_97":2387,"_16":338},[99],{"_12":1401,"_89":1401,"_71":1402,"_73":1403,"_75":1404,"_93":1405,"_77":1406,"_96":76,"_97":2389,"_16":1405},[99],"completed","row_number","isIterationNode",[2394,2403,2412,2421,2462,2475,2482,2491,2516,2523,2532,2545,2552,2559,2566,2585,2592,2599,2650,2663,2678,2691,2700,2709,2742],{"_68":7,"_69":2395,"_56":82,"_64":65,"_83":84,"_85":2396,"_292":341,"_294":342,"_296":343,"_298":299},{"_71":90,"_73":321,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[2397,2399,2401],{"_12":88,"_89":88,"_71":90,"_73":91,"_75":92,"_93":94,"_77":95,"_96":95,"_97":2398,"_16":94},[99],{"_12":326,"_89":326,"_71":327,"_73":328,"_75":329,"_93":330,"_77":331,"_96":76,"_97":2400,"_16":330},[99],{"_12":334,"_89":334,"_71":335,"_73":336,"_75":337,"_93":338,"_77":339,"_96":76,"_97":2402,"_16":338},[99],{"_68":7,"_69":2404,"_56":82,"_64":65,"_83":84,"_85":2405,"_292":363,"_294":364,"_296":343,"_298":299},{"_71":102,"_73":346,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[2406,2408,2410],{"_12":101,"_89":101,"_71":102,"_73":103,"_75":104,"_93":105,"_77":106,"_96":106,"_97":2407,"_16":105},[99],{"_12":351,"_89":351,"_71":352,"_73":353,"_75":337,"_93":338,"_77":106,"_96":76,"_97":2409,"_16":338},[99],{"_12":356,"_89":356,"_71":357,"_73":358,"_75":359,"_93":360,"_77":361,"_96":76,"_97":2411,"_16":360},[99],{"_68":7,"_69":2413,"_56":82,"_64":65,"_83":84,"_85":2414,"_292":385,"_294":386,"_296":343,"_298":299},{"_71":110,"_73":367,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[2415,2417,2419],{"_12":109,"_89":109,"_71":110,"_73":111,"_75":112,"_93":113,"_77":114,"_96":114,"_97":2416,"_16":113},[99],{"_12":372,"_89":372,"_71":373,"_73":374,"_75":337,"_93":338,"_77":375,"_96":76,"_97":2418,"_16":338},[99],{"_12":378,"_89":378,"_71":379,"_73":380,"_75":381,"_93":382,"_77":383,"_96":76,"_97":2420,"_16":382},[99],{"_68":7,"_69":2422,"_56":82,"_64":65,"_83":84,"_85":2423,"_292":525,"_294":526,"_296":527,"_298":299},{"_71":118,"_73":389,"_75":76,"_77":78,"_79":76,"_80":76,"_16":81},[2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460],{"_12":117,"_89":117,"_71":118,"_73":119,"_75":120,"_93":121,"_77":122,"_96":122,"_97":2425,"_16":121},[99],{"_12":394,"_89":394,"_71":395,"_73":396,"_75":397,"_93":398,"_77":399,"_96":76,"_97":2427,"_16":398},[99],{"_12":402,"_89":402,"_71":403,"_73":404,"_75":120,"_93":405,"_77":406,"_96":76,"_97":2429,"_16":405},[99],{"_12":409,"_89":409,"_71":410,"_73":411,"_75":412,"_93":413,"_77":414,"_96":76,"_97":2431,"_16":413},[99],{"_12":417,"_89":417,"_71":418,"_73":419,"_75":420,"_93":421,"_77":422,"_96":76,"_97":2433,"_16":421},[99],{"_12":425,"_89":425,"_71":426,"_73":427,"_75":337,"_93":338,"_77":122,"_96":76,"_97":2435,"_16":338},[99],{"_12":430,"_89":430,"_71":431,"_73":432,"_75":433,"_93":434,"_77":435,"_96":76,"_97":2437,"_16":434},[99],{"_12":438,"_89":438,"_71":439,"_73":440,"_75":441,"_93":442,"_77":443,"_96":76,"_97":2439,"_16":442},[99],{"_12":446,"_89":446,"_71":447,"_73":440,"_75":441,"_93":448,"_77":449,"_96":76,"_97":2441,"_16":448},[99],{"_12":452,"_89":452,"_71":453,"_73":454,"_75":455,"_93":456,"_77":457,"_96":76,"_97":2443,"_16":456},[99],{"_12":460,"_89":460,"_71":461,"_73":404,"_75":120,"_93":462,"_77":463,"_96":76,"_97":2445,"_16":462},[99],{"_12":466,"_89":466,"_71":467,"_73":404,"_75":120,"_93":468,"_77":469,"_96":76,"_97":2447,"_16":468},[99],{"_12":472,"_89":472,"_71":473,"_73":474,"_75":475,"_93":476,"_77":477,"_96":76,"_97":2449,"_16":476},[99],{"_12":480,"_89":480,"_71":481,"_73":404,"_75":120,"_93":482,"_77":483,"_96":76,"_97":2451,"_16":482},[99],{"_12":486,"_89":486,"_71":487,"_73":488,"_75":489,"_93":490,"_77":491,"_96":76,"_97":2453,"_16":490},[99],{"_12":494,"_89":494,"_71":495,"_73":496,"_75":497,"_93":498,"_77":499,"_96":76,"_97":2455,"_16":498},[99],{"_12":502,"_89":502,"_71":503,"_73":504,"_75":505,"_93":506,"_77":507,"_96":76,"_97":2457,"_16":506},[99],{"_12":510,"_89":510,"_71":511,"_73":512,"_75":513,"_93":514,"_77":515,"_96":76,"_97":2459,"_16":514},[99],{"_12":518,"_89":518,"_71":519,"_73":520,"_75":521,"_93":522,"_77":523,"_96":76,"_97":2461,"_16":522},[99],{"_68":7,"_69":2463,"_56":82,"_64":65,"_83":84,"_85":2464,"_292":564,"_294":565,"_296":566,"_298":299},{"_71":126,"_73":530,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2465,2467,2469,2471,2473],{"_12":125,"_89":125,"_71":126,"_73":127,"_75":128,"_93":129,"_77":130,"_96":130,"_97":2466,"_16":129},[99],{"_12":536,"_89":536,"_71":537,"_73":538,"_75":337,"_93":338,"_77":539,"_96":76,"_97":2468,"_16":338},[99],{"_12":542,"_89":542,"_71":543,"_73":544,"_75":545,"_93":546,"_77":547,"_96":76,"_97":2470,"_16":546},[99],{"_12":550,"_89":550,"_71":551,"_73":552,"_75":128,"_93":553,"_77":554,"_96":76,"_97":2472,"_16":553},[99],{"_12":557,"_89":557,"_71":558,"_73":559,"_75":560,"_93":561,"_77":562,"_96":76,"_97":2474,"_16":561},[99],{"_68":7,"_69":2476,"_56":82,"_64":65,"_83":84,"_85":2477,"_292":578,"_294":579,"_296":580,"_298":299},{"_71":134,"_73":569,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2478,2480],{"_12":133,"_89":133,"_71":134,"_73":135,"_75":136,"_93":137,"_77":138,"_96":138,"_97":2479,"_16":137},[99],{"_12":574,"_89":574,"_71":575,"_73":576,"_75":337,"_93":338,"_77":138,"_96":76,"_97":2481,"_16":338},[99],{"_68":7,"_69":2483,"_56":82,"_64":65,"_83":84,"_85":2484,"_292":601,"_294":602,"_296":343,"_298":299},{"_71":142,"_73":583,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2485,2487,2489],{"_12":141,"_89":141,"_71":142,"_73":143,"_75":144,"_93":145,"_77":146,"_96":146,"_97":2486,"_16":145},[99],{"_12":588,"_89":588,"_71":589,"_73":590,"_75":337,"_93":338,"_77":591,"_96":76,"_97":2488,"_16":338},[99],{"_12":594,"_89":594,"_71":595,"_73":596,"_75":597,"_93":598,"_77":599,"_96":76,"_97":2490,"_16":598},[99],{"_68":7,"_69":2492,"_56":82,"_64":65,"_83":84,"_85":2493,"_292":685,"_294":686,"_296":687,"_298":299},{"_71":150,"_73":605,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514],{"_12":149,"_89":149,"_71":150,"_73":151,"_75":152,"_93":153,"_77":154,"_96":154,"_97":2495,"_16":153},[99],{"_12":610,"_89":610,"_71":611,"_73":612,"_75":505,"_93":613,"_77":614,"_96":76,"_97":2497,"_16":613},[99],{"_12":617,"_89":617,"_71":618,"_73":619,"_75":620,"_93":621,"_77":622,"_96":76,"_97":2499,"_16":621},[99],{"_12":625,"_89":625,"_71":626,"_73":627,"_75":628,"_93":629,"_77":630,"_96":76,"_97":2501,"_16":629},[99],{"_12":633,"_89":633,"_71":634,"_73":635,"_75":636,"_93":637,"_77":638,"_96":76,"_97":2503,"_16":637},[99],{"_12":641,"_89":641,"_71":642,"_73":643,"_75":337,"_93":338,"_77":154,"_96":76,"_97":2505,"_16":338},[99],{"_12":646,"_89":646,"_71":647,"_73":648,"_75":649,"_93":650,"_77":651,"_96":76,"_97":2507,"_16":650},[99],{"_12":654,"_89":654,"_71":655,"_73":656,"_75":657,"_93":658,"_77":659,"_96":76,"_97":2509,"_16":658},[99],{"_12":662,"_89":662,"_71":663,"_73":664,"_75":665,"_93":666,"_77":667,"_96":76,"_97":2511,"_16":666},[99],{"_12":670,"_89":670,"_71":671,"_73":672,"_75":673,"_93":674,"_77":675,"_96":76,"_97":2513,"_16":674},[99],{"_12":678,"_89":678,"_71":679,"_73":680,"_75":681,"_93":682,"_77":683,"_96":76,"_97":2515,"_16":682},[99],{"_68":7,"_69":2517,"_56":82,"_64":65,"_83":84,"_85":2518,"_292":700,"_294":701,"_296":580,"_298":299},{"_71":158,"_73":690,"_75":76,"_77":531,"_79":76,"_80":76,"_16":81},[2519,2521],{"_12":157,"_89":157,"_71":158,"_73":159,"_75":160,"_93":161,"_77":162,"_96":162,"_97":2520,"_16":161},[99],{"_12":695,"_89":695,"_71":696,"_73":697,"_75":337,"_93":338,"_77":698,"_96":76,"_97":2522,"_16":338},[99],{"_68":7,"_69":2524,"_56":82,"_64":65,"_83":84,"_85":2525,"_292":723,"_294":724,"_296":343,"_298":299},{"_71":166,"_73":704,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2526,2528,2530],{"_12":165,"_89":165,"_71":166,"_73":167,"_75":168,"_93":169,"_77":170,"_96":170,"_97":2527,"_16":169},[99],{"_12":710,"_89":710,"_71":711,"_73":712,"_75":337,"_93":338,"_77":713,"_96":76,"_97":2529,"_16":338},[99],{"_12":716,"_89":716,"_71":717,"_73":718,"_75":719,"_93":720,"_77":721,"_96":76,"_97":2531,"_16":720},[99],{"_68":7,"_69":2533,"_56":82,"_64":65,"_83":84,"_85":2534,"_292":758,"_294":759,"_296":566,"_298":299},{"_71":174,"_73":727,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2535,2537,2539,2541,2543],{"_12":173,"_89":173,"_71":174,"_73":175,"_75":176,"_93":177,"_77":178,"_96":178,"_97":2536,"_16":177},[99],{"_12":732,"_89":732,"_71":733,"_73":734,"_75":337,"_93":338,"_77":178,"_96":76,"_97":2538,"_16":338},[99],{"_12":737,"_89":737,"_71":738,"_73":739,"_75":681,"_93":740,"_77":741,"_96":76,"_97":2540,"_16":740},[99],{"_12":744,"_89":744,"_71":745,"_73":746,"_75":747,"_93":748,"_77":749,"_96":76,"_97":2542,"_16":748},[99],{"_12":752,"_89":752,"_71":753,"_73":754,"_75":489,"_93":755,"_77":756,"_96":76,"_97":2544,"_16":755},[99],{"_68":7,"_69":2546,"_56":82,"_64":65,"_83":84,"_85":2547,"_292":771,"_294":772,"_296":580,"_298":299},{"_71":182,"_73":762,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2548,2550],{"_12":181,"_89":181,"_71":182,"_73":183,"_75":184,"_93":185,"_77":186,"_96":186,"_97":2549,"_16":185},[99],{"_12":767,"_89":767,"_71":768,"_73":769,"_75":337,"_93":338,"_77":186,"_96":76,"_97":2551,"_16":338},[99],{"_68":7,"_69":2553,"_56":82,"_64":65,"_83":84,"_85":2554,"_292":784,"_294":785,"_296":580,"_298":299},{"_71":190,"_73":775,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2555,2557],{"_12":189,"_89":189,"_71":190,"_73":191,"_75":192,"_93":193,"_77":194,"_96":194,"_97":2556,"_16":193},[99],{"_12":780,"_89":780,"_71":781,"_73":782,"_75":337,"_93":338,"_77":194,"_96":76,"_97":2558,"_16":338},[99],{"_68":7,"_69":2560,"_56":82,"_64":65,"_83":84,"_85":2561,"_292":798,"_294":799,"_296":580,"_298":299},{"_71":198,"_73":788,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2562,2564],{"_12":197,"_89":197,"_71":198,"_73":199,"_75":200,"_93":201,"_77":202,"_96":202,"_97":2563,"_16":201},[99],{"_12":793,"_89":793,"_71":794,"_73":795,"_75":337,"_93":338,"_77":796,"_96":76,"_97":2565,"_16":338},[99],{"_68":7,"_69":2567,"_56":82,"_64":65,"_83":84,"_85":2568,"_292":856,"_294":857,"_296":858,"_298":299},{"_71":206,"_73":802,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2569,2571,2573,2575,2577,2579,2581,2583],{"_12":205,"_89":205,"_71":206,"_73":207,"_75":208,"_93":209,"_77":210,"_96":210,"_97":2570,"_16":209},[99],{"_12":807,"_89":807,"_71":808,"_73":809,"_75":810,"_93":811,"_77":812,"_96":76,"_97":2572,"_16":811},[99],{"_12":815,"_89":815,"_71":816,"_73":817,"_75":208,"_93":818,"_77":819,"_96":76,"_97":2574,"_16":818},[99],{"_12":822,"_89":822,"_71":823,"_73":824,"_75":337,"_93":338,"_77":825,"_96":76,"_97":2576,"_16":338},[99],{"_12":828,"_89":828,"_71":829,"_73":830,"_75":489,"_93":831,"_77":832,"_96":76,"_97":2578,"_16":831},[99],{"_12":835,"_89":835,"_71":836,"_73":817,"_75":208,"_93":837,"_77":838,"_96":76,"_97":2580,"_16":837},[99],{"_12":841,"_89":841,"_71":842,"_73":843,"_75":844,"_93":845,"_77":846,"_96":76,"_97":2582,"_16":845},[99],{"_12":849,"_89":849,"_71":850,"_73":851,"_75":852,"_93":853,"_77":854,"_96":76,"_97":2584,"_16":853},[99],{"_68":7,"_69":2586,"_56":82,"_64":65,"_83":84,"_85":2587,"_292":871,"_294":872,"_296":580,"_298":299},{"_71":214,"_73":861,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2588,2590],{"_12":213,"_89":213,"_71":214,"_73":215,"_75":216,"_93":217,"_77":218,"_96":218,"_97":2589,"_16":217},[99],{"_12":866,"_89":866,"_71":867,"_73":868,"_75":337,"_93":338,"_77":869,"_96":76,"_97":2591,"_16":338},[99],{"_68":7,"_69":2593,"_56":82,"_64":65,"_83":84,"_85":2594,"_292":884,"_294":885,"_296":580,"_298":299},{"_71":222,"_73":875,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2595,2597],{"_12":221,"_89":221,"_71":222,"_73":223,"_75":224,"_93":225,"_77":226,"_96":226,"_97":2596,"_16":225},[99],{"_12":880,"_89":880,"_71":881,"_73":882,"_75":337,"_93":338,"_77":226,"_96":76,"_97":2598,"_16":338},[99],{"_68":7,"_69":2600,"_56":82,"_64":65,"_83":84,"_85":2601,"_292":1046,"_294":1047,"_296":1048,"_298":299},{"_71":230,"_73":888,"_75":76,"_77":705,"_79":76,"_80":76,"_16":81},[2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648],{"_12":229,"_89":229,"_71":230,"_73":231,"_75":232,"_93":233,"_77":234,"_96":234,"_97":2603,"_16":233},[99],{"_12":893,"_89":893,"_71":894,"_73":895,"_75":896,"_93":897,"_77":898,"_96":76,"_97":2605,"_16":897},[99],{"_12":901,"_89":901,"_71":902,"_73":903,"_75":232,"_93":904,"_77":905,"_96":76,"_97":2607,"_16":904},[99],{"_12":908,"_89":908,"_71":909,"_73":895,"_75":896,"_93":910,"_77":911,"_96":76,"_97":2609,"_16":910},[99],{"_12":914,"_89":914,"_71":915,"_73":903,"_75":232,"_93":916,"_77":917,"_96":76,"_97":2611,"_16":916},[99],{"_12":920,"_89":920,"_71":921,"_73":922,"_75":923,"_93":924,"_77":925,"_96":76,"_97":2613,"_16":924},[99],{"_12":928,"_89":928,"_71":929,"_73":903,"_75":232,"_93":930,"_77":931,"_96":76,"_97":2615,"_16":930},[99],{"_12":934,"_89":934,"_71":935,"_73":936,"_75":937,"_93":938,"_77":939,"_96":76,"_97":2617,"_16":938},[99],{"_12":942,"_89":942,"_71":943,"_73":922,"_75":923,"_93":944,"_77":945,"_96":76,"_97":2619,"_16":944},[99],{"_12":948,"_89":948,"_71":949,"_73":936,"_75":937,"_93":950,"_77":951,"_96":76,"_97":2621,"_16":950},[99],{"_12":954,"_89":954,"_71":955,"_73":956,"_75":957,"_93":958,"_77":959,"_96":76,"_97":2623,"_16":958},[99],{"_12":962,"_89":962,"_71":963,"_73":903,"_75":232,"_93":964,"_77":965,"_96":76,"_97":2625,"_16":964},[99],{"_12":968,"_89":968,"_71":969,"_73":956,"_75":957,"_93":970,"_77":971,"_96":76,"_97":2627,"_16":970},[99],{"_12":974,"_89":974,"_71":975,"_73":903,"_75":232,"_93":976,"_77":977,"_96":76,"_97":2629,"_16":976},[99],{"_12":980,"_89":980,"_71":981,"_73":982,"_75":983,"_93":984,"_77":985,"_96":76,"_97":2631,"_16":984},[99],{"_12":988,"_89":988,"_71":989,"_73":903,"_75":232,"_93":990,"_77":991,"_96":76,"_97":2633,"_16":990},[99],{"_12":994,"_89":994,"_71":995,"_73":982,"_75":983,"_93":996,"_77":997,"_96":76,"_97":2635,"_16":996},[99],{"_12":1000,"_89":1000,"_71":1001,"_73":1002,"_75":337,"_93":338,"_77":1003,"_96":76,"_97":2637,"_16":338},[99],{"_12":1006,"_89":1006,"_71":1007,"_73":1008,"_75":1009,"_93":1010,"_77":1011,"_96":76,"_97":2639,"_16":1010},[99],{"_12":1014,"_89":1014,"_71":1015,"_73":903,"_75":232,"_93":1016,"_77":1017,"_96":76,"_97":2641,"_16":1016},[99],{"_12":1020,"_89":1020,"_71":1021,"_73":1008,"_75":1009,"_93":1022,"_77":1023,"_96":76,"_97":2643,"_16":1022},[99],{"_12":1026,"_89":1026,"_71":1027,"_73":903,"_75":232,"_93":1028,"_77":1029,"_96":76,"_97":2645,"_16":1028},[99],{"_12":1032,"_89":1032,"_71":1033,"_73":1034,"_75":1035,"_93":1036,"_77":1037,"_96":76,"_97":2647,"_16":1036},[99],{"_12":1040,"_89":1040,"_71":1041,"_73":1042,"_75":852,"_93":1043,"_77":1044,"_96":76,"_97":2649,"_16":1043},[99],{"_68":7,"_69":2651,"_56":82,"_64":65,"_83":84,"_85":2652,"_292":1084,"_294":1085,"_296":566,"_298":299},{"_71":238,"_73":1051,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2653,2655,2657,2659,2661],{"_12":237,"_89":237,"_71":238,"_73":239,"_75":240,"_93":241,"_77":242,"_96":242,"_97":2654,"_16":241},[99],{"_12":1057,"_89":1057,"_71":1058,"_73":1059,"_75":673,"_93":1060,"_77":1061,"_96":76,"_97":2656,"_16":1060},[99],{"_12":1064,"_89":1064,"_71":1065,"_73":1066,"_75":337,"_93":338,"_77":242,"_96":76,"_97":2658,"_16":338},[99],{"_12":1069,"_89":1069,"_71":1070,"_73":1071,"_75":1072,"_93":1073,"_77":1074,"_96":76,"_97":2660,"_16":1073},[99],{"_12":1077,"_89":1077,"_71":1078,"_73":1079,"_75":1080,"_93":1081,"_77":1082,"_96":76,"_97":2662,"_16":1081},[99],{"_68":7,"_69":2664,"_56":82,"_64":65,"_83":84,"_85":2665,"_292":1127,"_294":1128,"_296":1129,"_298":299},{"_71":246,"_73":1088,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2666,2668,2670,2672,2674,2676],{"_12":245,"_89":245,"_71":246,"_73":247,"_75":248,"_93":249,"_77":250,"_96":250,"_97":2667,"_16":249},[99],{"_12":1093,"_89":1093,"_71":1094,"_73":1095,"_75":337,"_93":338,"_77":1096,"_96":76,"_97":2669,"_16":338},[99],{"_12":1099,"_89":1099,"_71":1100,"_73":1101,"_75":1102,"_93":1103,"_77":1104,"_96":76,"_97":2671,"_16":1103},[99],{"_12":1107,"_89":1107,"_71":1108,"_73":1109,"_75":248,"_93":1110,"_77":1111,"_96":76,"_97":2673,"_16":1110},[99],{"_12":1114,"_89":1114,"_71":1115,"_73":1116,"_75":1117,"_93":1118,"_77":1119,"_96":76,"_97":2675,"_16":1118},[99],{"_12":1122,"_89":1122,"_71":1123,"_73":1109,"_75":248,"_93":1124,"_77":1125,"_96":76,"_97":2677,"_16":1124},[99],{"_68":7,"_69":2679,"_56":82,"_64":65,"_83":84,"_85":2680,"_292":1163,"_294":1164,"_296":566,"_298":299},{"_71":254,"_73":1132,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2681,2683,2685,2687,2689],{"_12":253,"_89":253,"_71":254,"_73":255,"_75":256,"_93":257,"_77":258,"_96":258,"_97":2682,"_16":257},[99],{"_12":1137,"_89":1137,"_71":1138,"_73":1139,"_75":337,"_93":338,"_77":258,"_96":76,"_97":2684,"_16":338},[99],{"_12":1142,"_89":1142,"_71":1143,"_73":1144,"_75":1145,"_93":1146,"_77":1147,"_96":76,"_97":2686,"_16":1146},[99],{"_12":1150,"_89":1150,"_71":1151,"_73":1152,"_75":489,"_93":1153,"_77":1154,"_96":76,"_97":2688,"_16":1153},[99],{"_12":1157,"_89":1157,"_71":1158,"_73":1159,"_75":1080,"_93":1160,"_77":1161,"_96":76,"_97":2690,"_16":1160},[99],{"_68":7,"_69":2692,"_56":82,"_64":65,"_83":84,"_85":2693,"_292":1183,"_294":1184,"_296":343,"_298":299},{"_71":262,"_73":1167,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2694,2696,2698],{"_12":261,"_89":261,"_71":262,"_73":263,"_75":264,"_93":265,"_77":266,"_96":266,"_97":2695,"_16":265},[99],{"_12":1172,"_89":1172,"_71":1173,"_73":1174,"_75":337,"_93":338,"_77":266,"_96":76,"_97":2697,"_16":338},[99],{"_12":1177,"_89":1177,"_71":1178,"_73":1179,"_75":673,"_93":1180,"_77":1181,"_96":76,"_97":2699,"_16":1180},[99],{"_68":7,"_69":2701,"_56":82,"_64":65,"_83":84,"_85":2702,"_292":1203,"_294":1204,"_296":343,"_298":299},{"_71":270,"_73":1187,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2703,2705,2707],{"_12":269,"_89":269,"_71":270,"_73":271,"_75":272,"_93":273,"_77":274,"_96":274,"_97":2704,"_16":273},[99],{"_12":1192,"_89":1192,"_71":1193,"_73":1194,"_75":337,"_93":338,"_77":274,"_96":76,"_97":2706,"_16":338},[99],{"_12":1197,"_89":1197,"_71":1198,"_73":1199,"_75":272,"_93":1200,"_77":1201,"_96":76,"_97":2708,"_16":1200},[99],{"_68":7,"_69":2710,"_56":82,"_64":65,"_83":84,"_85":2711,"_292":1307,"_294":1308,"_296":1309,"_298":299},{"_71":278,"_73":1207,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740],{"_12":277,"_89":277,"_71":278,"_73":279,"_75":280,"_93":281,"_77":282,"_96":282,"_97":2713,"_16":281},[99],{"_12":1212,"_89":1212,"_71":1213,"_73":1214,"_75":810,"_93":1215,"_77":1216,"_96":76,"_97":2715,"_16":1215},[99],{"_12":1219,"_89":1219,"_71":1220,"_73":1221,"_75":280,"_93":1222,"_77":1223,"_96":76,"_97":2717,"_16":1222},[99],{"_12":1226,"_89":1226,"_71":1227,"_73":1214,"_75":810,"_93":1228,"_77":1229,"_96":76,"_97":2719,"_16":1228},[99],{"_12":1232,"_89":1232,"_71":1233,"_73":1221,"_75":280,"_93":1234,"_77":1235,"_96":76,"_97":2721,"_16":1234},[99],{"_12":1238,"_89":1238,"_71":1239,"_73":1240,"_75":337,"_93":338,"_77":1241,"_96":76,"_97":2723,"_16":338},[99],{"_12":1244,"_89":1244,"_71":1245,"_73":1246,"_75":1247,"_93":1248,"_77":1249,"_96":76,"_97":2725,"_16":1248},[99],{"_12":1252,"_89":1252,"_71":1253,"_73":1221,"_75":280,"_93":1254,"_77":1255,"_96":76,"_97":2727,"_16":1254},[99],{"_12":1258,"_89":1258,"_71":1259,"_73":1260,"_75":1261,"_93":1262,"_77":1263,"_96":76,"_97":2729,"_16":1262},[99],{"_12":1266,"_89":1266,"_71":1267,"_73":1268,"_75":420,"_93":1269,"_77":1270,"_96":76,"_97":2731,"_16":1269},[99],{"_12":1273,"_89":1273,"_71":1274,"_73":1275,"_75":1276,"_93":1277,"_77":1278,"_96":76,"_97":2733,"_16":1277},[99],{"_12":1281,"_89":1281,"_71":1282,"_73":1283,"_75":852,"_93":1284,"_77":1285,"_96":76,"_97":2735,"_16":1284},[99],{"_12":1288,"_89":1288,"_71":1289,"_73":1290,"_75":1291,"_93":1292,"_77":1293,"_96":76,"_97":2737,"_16":1292},[99],{"_12":1296,"_89":1296,"_71":1297,"_73":1221,"_75":280,"_93":1298,"_77":1299,"_96":76,"_97":2739,"_16":1298},[99],{"_12":1302,"_89":1302,"_71":1303,"_73":1290,"_75":1291,"_93":1304,"_77":1305,"_96":76,"_97":2741,"_16":1304},[99],{"_68":7,"_69":2743,"_56":82,"_64":65,"_83":84,"_85":2744,"_292":1408,"_294":1409,"_296":1410,"_298":299},{"_71":286,"_73":1312,"_75":76,"_77":1052,"_79":76,"_80":76,"_16":81},[2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771],{"_12":285,"_89":285,"_71":286,"_73":287,"_75":288,"_93":289,"_77":290,"_96":290,"_97":2746,"_16":289},[99],{"_12":1317,"_89":1317,"_71":1318,"_73":1319,"_75":513,"_93":1320,"_77":1321,"_96":76,"_97":2748,"_16":1320},[99],{"_12":1324,"_89":1324,"_71":1325,"_73":1326,"_75":288,"_93":1327,"_77":1328,"_96":76,"_97":2750,"_16":1327},[99],{"_12":1331,"_89":1331,"_71":1332,"_73":1333,"_75":1334,"_93":1335,"_77":1336,"_96":76,"_97":2752,"_16":1335},[99],{"_12":1339,"_89":1339,"_71":1340,"_73":1326,"_75":288,"_93":1341,"_77":1342,"_96":76,"_97":2754,"_16":1341},[99],{"_12":1345,"_89":1345,"_71":1346,"_73":1347,"_75":1348,"_93":1349,"_77":1350,"_96":76,"_97":2756,"_16":1349},[99],{"_12":1353,"_89":1353,"_71":1354,"_73":1355,"_75":1356,"_93":1357,"_77":1358,"_96":76,"_97":2758,"_16":1357},[99],{"_12":1361,"_89":1361,"_71":1362,"_73":1326,"_75":288,"_93":1363,"_77":1364,"_96":76,"_97":2760,"_16":1363},[99],{"_12":1367,"_89":1367,"_71":1368,"_73":1369,"_75":1370,"_93":1371,"_77":1372,"_96":76,"_97":2762,"_16":1371},[99],{"_12":1375,"_89":1375,"_71":1376,"_73":1326,"_75":288,"_93":1377,"_77":1378,"_96":76,"_97":2764,"_16":1377},[99],{"_12":1381,"_89":1381,"_71":1382,"_73":1383,"_75":1384,"_93":1385,"_77":1386,"_96":76,"_97":2766,"_16":1385},[99],{"_12":1389,"_89":1389,"_71":1390,"_73":1326,"_75":288,"_93":1391,"_77":1392,"_96":76,"_97":2768,"_16":1391},[99],{"_12":1395,"_89":1395,"_71":1396,"_73":1397,"_75":337,"_93":338,"_77":1398,"_96":76,"_97":2770,"_16":338},[99],{"_12":1401,"_89":1401,"_71":1402,"_73":1403,"_75":1404,"_93":1405,"_77":1406,"_96":76,"_97":2772,"_16":1405},[99],"header_row",{},{"_309":2776,"_311":2777},696.4684100667974,175.39472342974682,{"_12":39,"_56":2779,"_58":2780,"_60":2781,"_306":2795,"_307":2796},"agent",200,{"_62":2782,"_2783":2784,"_66":2785,"_2790":2791,"_302":303,"_304":2792,"_2793":2794},"Use system prompt to analyze posts and comments, identify trending micro-topics, and generate concise insights","model","openrouter/openai/gpt-4o",{"_56":2779,"_2783":2784,"_83":2390,"_2786":2787,"_2788":2789},"response","Analyzing the dataset for cross-post patterns and themes as outlined. Gathering insights into trending topics, sentiment, recurring patterns, and actionable opportunities.","temperature",0.7,"message"," Analyze ALL the following Reddit posts and their comments for trending micro-topics:\n\n DATA (all posts with comments):\n {{iteration_9n9d.results}}\n\n ---\n Each entry in the data contains:\n - index: post number\n - item: the post (title, link, content, author, published, description)\n - outputs.rss_yih2.entries: array of comments for that post\n\n Your task:\n 1. Identify topics that appear across MULTIPLE posts\n 2. Find patterns in the comment discussions\n 3. Cluster related themes\n 4. Provide ONE aggregated analysis (not per-post)\n\n Return the JSON in the format specified in your system prompt.",{},"system_prompt"," You are a Reddit Trend Analysis AI specializing in identifying emerging micro-topics and clustering related\n discussions across multiple posts.\n\n Your task is to analyze ALL Reddit posts and their comments together to extract cross-post patterns:\n\n 1. **Trending Micro-Topics**: Identify specific themes, pain points, questions, or interests that appear\n across MULTIPLE posts\n 2. **Sentiment & Engagement**: Assess the emotional tone across the community\n 3. **Recurring Patterns**: Spot repeated keywords, phrases, or concepts across posts and comments\n 4. **Actionable Insights**: Surface opportunities, common problems, or emerging trends worth tracking\n\n **Analysis Framework:**\n - Focus on SUBSTANCE over noise (ignore low-effort comments)\n - Identify WHY topics are trending (not just WHAT is trending)\n - Cluster related discussions under umbrella themes\n - Highlight controversial or polarizing topics\n - Note any urgent/time-sensitive trends\n - Find patterns ACROSS posts, not within individual posts\n\n **Output Format:**\n Provide ONE aggregated JSON response analyzing ALL posts together:\n\n ```json\n {\n \"analysis_overview\": {\n \"post_count\": ,\n \"total_comments_analyzed\": ,\n \"overall_sentiment\": \"positive|neutral|negative|mixed\",\n \"controversy_score\": <0-10, based on most controversial discussions>\n },\n \"trending_micro_topics\": [\n {\n \"topic\": \"\",\n \"description\": \"\",\n \"mentions\": ,\n \"sentiment\": \"positive|neutral|negative|mixed\",\n \"urgency\": \"high|medium|low\",\n \"keywords\": [\"keyword1\", \"keyword2\"],\n \"example_posts\": [\"post title 1\", \"post title 2\", \"post title 3\"]\n }\n ],\n \"key_insights\": [\n \"\",\n \"\",\n \"\"\n ],\n \"top_controversial_posts\": [\n {\n \"title\": \"\",\n \"url\": \"\",\n \"controversy_score\": <0-10>,\n \"why\": \"\"\n }\n ]\n }\n\n Be concise but insightful. Focus on signal, not noise. Look for patterns ACROSS the dataset, not individual\n post analysis.",140,{"_309":2797,"_311":2798},1097.5462948076745,173.0154596799436,{"_12":36,"_56":2800,"_58":59,"_60":2801,"_306":59,"_307":2857},"trigger-cron",{"_62":2802,"_66":2803,"_2841":2842,"_2843":2844,"_2849":303,"_2850":2806,"_302":303,"_2851":-5,"_2852":2853,"_2854":2855,"_304":2856},"Periodically trigger the workflow to continuously monitor Reddit subreddits and keywords for trends",{"_2804":2805},"_webhook",{"_12":2806,"_2807":2808,"_1893":2809,"_2839":2840},"f017ce71-e1f3-46d9-8b53-3b08ae1531bb","method","GET",{"_2810":2811,"_2812":2813,"_2814":2815,"_2816":2817,"_2818":2819,"_2820":2821,"_2822":2823,"_2824":2825,"_2826":2827,"_2828":2817,"_2829":2830,"_2831":2832,"_2833":2834,"_2835":2836,"_2837":2838},"host","dhruvyad--noclick-api.modal.run","accept","text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7","cf-ray","9c19df5683262b10-SJC","pragma","no-cache","cdn-loop","cloudflare; loops=1; subreqs=2","cf-ew-via","14","cf-worker","noclick.io","cf-visitor","{\"scheme\":\"https\"}","user-agent","Mozilla/5.0 (iPhone; CPU iPhone OS 13_2_3 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0.3 Mobile/15E148 Safari/604.1","cache-control","accept-encoding","gzip","accept-language","zh-CN,zh;q=0.9,en-US;q=0.8,en;q=0.7","x-forwarded-for","104.22.17.203","cf-connecting-ip","2a06:98c0:3600::103","upgrade-insecure-requests","1","query_params",{},"next_run","2026-01-22T09:00:00.000Z","schedule",{"_2845":2068,"_2846":1840,"_2847":2848},"hour","minute","frequency","day","is_active","webhook_id","interval_ms","schedule_id","b54c1f36-968f-4065-8777-074b858be885","webhook_url","https://f017ce71-e1f3-46d9-8b53-3b08ae1531bb.noclick.run",{},{"_309":2858,"_311":2859},326,177.15383183655894,{"_12":50,"_56":2861,"_58":59,"_60":2862,"_306":59,"_307":2871},"automation-slack",{"_2863":2864,"_64":2865,"_2866":2867,"_302":303,"_304":2868},"text","{{serverless-function_p2td.result.report}}","post_message","channel","#all-noclick",{"_2869":2870},"bottokencredential","32213404-a75c-4e5e-a294-c7d7e094266b",{"_309":2872,"_311":2873},1472.5174771437778,200.83863067525675,{"_12":46,"_56":2875,"_58":59,"_60":2876,"_306":59,"_307":2893},"automation-serverless-function",{"_66":2877,"_2889":2885,"_302":303,"_304":2890,"_2891":2892},{"_56":2878,"_2879":2880,"_2881":-5,"_83":2879,"_2882":76,"_2883":76,"_2884":2885,"_2886":1913,"_2887":2888},"serverless_function","error","SyntaxError: unexpected token in expression: ';'\n at :5\n","result","stderr","stdout","runtime","javascript","exit_code","execution_time_ms",0.6410579999283073,"operation",{},"function_body"," // Parse the agent's aggregated analysis and format for Slack\n const agentRaw = {{agent_boz1}};\n const agentResponse = typeof agentRaw === 'string' ? agentRaw : (agentRaw?.response || agentRaw?._raw ||\n \"\");\n\n let analysis;\n\n // If agentResponse is already an object (parsed), use it directly\n if (typeof agentResponse === 'object' && agentResponse !== null) {\n analysis = agentResponse;\n } else {\n // Otherwise parse the string\n try {\n // Try to extract JSON from markdown code blocks\n const jsonMatch = agentResponse.match(/```json\\s*([\\s\\S]*?)\\s*```/) ||\n agentResponse.match(/```\\s*([\\s\\S]*?)\\s*```/);\n\n if (jsonMatch) {\n analysis = JSON.parse(jsonMatch[1]);\n } else {\n analysis = JSON.parse(agentResponse);\n }\n } catch (e) {\n return {\n report: `❌ Failed to parse agent response: ${e.message}\\n\\nRaw response:\\n${agentResponse}`,\n timestamp: new Date().toISOString()\n };\n }\n }\n\n // Generate markdown report from aggregated analysis\n const overview = analysis.analysis_overview || {};\n const topics = analysis.trending_micro_topics || [];\n const insights = analysis.key_insights || [];\n const controversial = analysis.top_controversial_posts || [];\n\n const report = `# 🔥 Reddit Trend Hunter Report\n **Generated:** ${new Date().toLocaleString()}\n **Subreddit:** r/automation\n **Posts Analyzed:** ${overview.post_count || 0}\n **Total Comments Reviewed:** ${overview.total_comments_analyzed || 0}\n **Overall Sentiment:** ${overview.overall_sentiment || 'unknown'}\n **Controversy Level:** ${overview.controversy_score || 0}/10\n\n ---\n\n ## 📊 Top Trending Micro-Topics\n\n ${topics.slice(0, 10).map((topic, i) => `\n ### ${i + 1}. ${topic.topic}\n - **Mentions:** ${topic.mentions || 0} posts\n - **Sentiment:** ${topic.sentiment || 'unknown'}\n - **Urgency:** ${topic.urgency || 'unknown'}\n - **Keywords:** ${(topic.keywords || []).join(', ')}\n - **Example Posts:**\n ${(topic.example_posts || []).slice(0, 3).map(title => ` - ${title}`).join('\\n')}\n `).join('\\n')}\n\n ---\n\n ## 💡 Key Insights\n\n ${insights.slice(0, 15).map((insight, i) => `${i + 1}. ${insight}`).join('\\n')}\n\n ---\n\n ## ⚠️ Most Controversial Discussions\n\n ${controversial.length > 0 ? controversial.slice(0, 5).map(post => `\n - **${post.title}**\n - Controversy Score: ${post.controversy_score}/10\n - Why: ${post.why}\n - URL: ${post.url}\n `).join('\\n') : '_No highly controversial posts detected._'}\n\n ---\n\n _Next analysis scheduled in 6 hours_\n `;\n\n return {\n report,\n summary: {\n total_posts: overview.post_count || 0,\n total_comments: overview.total_comments_analyzed || 0,\n top_topics: topics.slice(0, 5).map(t => t.topic),\n controversial_count: controversial.length,\n insights_count: insights.length,\n overall_sentiment: overview.overall_sentiment\n },\n timestamp: new Date().toISOString()\n };",{"_309":2894,"_311":2895},1342.4418978495657,200.55310657587137,"display_metadata",{"_2898":2899,"_2901":2902,"_2903":2904,"_2909":36},"viewport",{"_309":1840,"_311":1840,"_2900":1913},"zoom","activeTab","canvas","flowHelperView",{"_306":2905,"_2901":60,"_2906":303,"_2907":76,"_2908":7},426,"isExpanded","searchQuery","isFullScreen","selectedNodeId","owner_name","Sanskar Pandey","template_slug","reddit-viral-trend-hunter","isEmbed","autoFork","actionData","errors"]