Real Agent Mechanics · Not a Simulation Metaphor

Watch The Agent Actually Work

Every stage below mirrors what the real pipeline does: search, cross-check, filter, write, publish.

github.com/actions · workflow run
gemini.google.com/api · search_grounding
verification pass · cross-referencing sources
Raw signals gathered
Confirmed & kept
draft.md — writing report
🔒 notion.so/muhammad-shariq/ai-updates
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✔ Published to Notion
Built by Muhammad Shariq — Loop Engineering project · LinkedIn ↗