Category: AI agents / automation
What it does: A short about agent-style AI work, prompts, MCP, Claude/Codex workflows, or automation patterns.
What we can do with it: Turn the idea into an AI Robot Builds internal worker card with scope, inputs, outputs, approval gate, and failure checks.
How to do it: Recreate only the safe public pattern: define the repetitive task, write the worker prompt/checklist, test on dummy data, log failures, then ask Dad before connecting real accounts.
Status: download: exists; OCR/watch: exists; Whisper: exists; contact sheet: pass
Proof files and snippets
- Folder:
/Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx - Info JSON:
/Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/source.info.json - Source MP4:
/Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/source.mp4 - Contact sheet:
/Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/watch/contact-sheet.jpg - Tesseract OCR:
/Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/watch/ocr/tesseract-frames.txt - Whisper TXT:
/Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/whisper/source.txt
Caption / description
Comment “Opus” I’ll send everything over 🔥 you should be operating at 100% now. Your Claude code should be maxing everyday 1k tasks eas...
Tesseract OCR
## 0.0s /Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/watch/frames/frame_0001.jpg Stop using Claude potential Your solution speed hold here Knowledge graphs Token efficiency wuz reduction Duel language model reduction ## 1.3s /Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superglasses-2026-06-07/batch-33/DW-FnbpAKjx/watch/frames/frame_0002.jpg Stop using Claude potential Your solution Knowledge graphs Token efficiency reduction Duel language model reduction ## 2.7s /Users/cletus/.openclaw/workspace/reports/instagram/wassim-younes-profile-superg
Local Whisper
you guys literally don't know how to use cloud code at 100% and I didn't either until five days ago. You guys are running out of tokens every single time, can't finish up 20,000 tests without you running out of tokens in two days. Well, I got you because token efficiency is one thing I'll send you, but also you need knowledge graphs. Think about instances and references within a code stamp. So instead of your AI agent reading tens of thousands of lines, you just get it on a graph instantly linking references and instances together. So this should shoot down your token usage by like 80% plus a dual language model. So you use Gamma 4 for 95% fr