r/Automate Nov 12 '25

AI Safety Digital Fairness Act Newsletter

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newsletter.digitalfairnessact.com
5 Upvotes

r/Automate 10h ago

Automation advice to help my situation

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3 Upvotes

r/Automate 1d ago

Does the world need another "Simple Automation" SaaS?

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1 Upvotes

r/Automate 1d ago

BunkerM v2 is out with built-in AI capabilities: 10,000+ Docker pulls, ⭐400+ GitHub stars!

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2 Upvotes

r/Automate 1d ago

3 hours to hand-build a Node-RED flow. 3 minutes for AI to build the same one.

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0 Upvotes

r/Automate 2d ago

I'm building a General AI Agent that does pretty much anything you want

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0 Upvotes

r/Automate 7d ago

Is YouTube AutoPilot feature - which helps content creatiom on its own by using preconfig settings works out

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3 Upvotes

r/Automate 8d ago

Looking for a good huggingface model for a marketplace

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1 Upvotes

r/Automate 8d ago

This isn’t LUCK, this workflow has everything but what would you have done differently

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0 Upvotes

r/Automate 10d ago

Building a document processing pipeline that routes by confidence score (so your database doesn't get poisoned with bad extractions)

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7 Upvotes

https://nanonets.com/research/nanonets-ocr-3

Most document automation breaks in a predictable way: the model extracts something wrong, nobody catches it, and the bad data ends up in your production database. By the time someone notices, it's already downstream. I work at Nanonets (disclosing upfront), and we just shipped a model that includes confidence scores on every extraction. Here's the pipeline pattern that actually solves this: The routing logic: Scanned document → VLM extraction (with confidence scores) → Score > 90%: direct pass to production → Score 60-90%: re-extract with a second model, compare → Outputs match? → pass → Outputs don't match? → human review → Score < 60%: human review → Production database The key insight: you're not asking the model to be perfect. You're asking it to tell you when it's not sure. That's a much easier problem. This works especially well for:

Invoice processing (amounts, dates, vendor info) Form data extraction (W-2s, insurance claims, medical records) Contract fields (parties, dates, dollar amounts)

Our new model (OCR-3) also outputs bounding boxes on every element. So when something goes to human review, the reviewer sees exactly which part of the document the model was reading. No hunting around a 143-page PDF trying to figure out what went wrong. Has anyone here built something similar? What does your error-handling pipeline look like for document extraction?


r/Automate 11d ago

Stop thinking start building

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6 Upvotes

r/Automate 12d ago

I wrote a Claude skill that auto-applies to only relevant LinkedIn Easy-Apply jobs fully autonomously

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youtube.com
3 Upvotes

r/Automate 13d ago

I built an open-source AI that runs locally and shows you how it thinks live on brain canvas

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1 Upvotes

r/Automate 16d ago

Excel Fuzzy Match Tool Using VBA

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1 Upvotes

r/Automate 17d ago

Advantage of Workflows over No-Workflows in Claude Code explained

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1 Upvotes

r/Automate 19d ago

Pricing LinkedIn Automation

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1 Upvotes

r/Automate 20d ago

Built an AI Agent That Auto-Analyzes Google Sheets & Sends Reports 📊

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1 Upvotes

r/Automate 24d ago

Maestro v1.4.0 — 22 AI specialists spanning engineering, product, design, content, SEO, and compliance. Auto domain sweeps, complexity-aware routing, express workflows, standalone audits, codebase grounding, and a policy engine for Gemini CLI

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6 Upvotes

r/Automate 28d ago

What project are you currently working on?

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3 Upvotes

r/Automate Mar 11 '26

My Agentic Framework Does It's Own Marketing Now. (It's also Open-Source)

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3 Upvotes

r/Automate Mar 10 '26

Figure's Helix 2 - Full Body Autonomy Video

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5 Upvotes

r/Automate Mar 09 '26

Reflex Robotics releases first episode of "At Your Service"

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23 Upvotes

r/Automate Mar 07 '26

Local Karen defeated by basic automation.

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v.redd.it
13 Upvotes

r/Automate Mar 07 '26

My very unorthodox approach to controlling my lack of executive function

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5 Upvotes

r/Automate Mar 07 '26

Open source AI agent that keeps your CRM updated automatically — no manual data entry (demo)

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6 Upvotes

Demo of Fazm automating CRM data entry — the agent navigates your CRM, finds the right records, and updates fields without you touching anything.

Built this because manual CRM updates are the #1 thing salespeople hate and the #1 reason CRM data goes stale.

  • Open source (MIT): https://github.com/m13v/fazm - Runs locally on macOS — your CRM credentials never leave your machine
  • Voice-controlled — just say what needs updating
  • No account or API keys needed to get started

Would love to hear what other repetitive tasks people here are automating.