Content
Social Source to Insight
Convert high-signal sources into grounded ideas without auto-posting like a caffeinated intern.
Use when
A strong X or YouTube source should become reusable insight and possible social material.
Cadence
After saving a high-signal source
Verification
Source captured, takeaways extracted, draft angles written, and no public post is published without approval.
Structured loop spec
| Field | Value |
|---|---|
| Name | Social Source to Insight |
| Category | Content |
| Trigger | After saving a high-signal source |
| Objective | Convert high-signal sources into grounded ideas without auto-posting like a caffeinated intern. |
| Allowed inputs | Relevant files, source notes, logs, tests, screenshots, metrics, or task state for this loop |
| Allowed actions | Capture source metadata and transcript or text.; Extract the useful mechanism, lesson, and examples.; Draft several post angles in the account voice.; Gate publishing and preserve source links. |
| Verification | Source captured, takeaways extracted, draft angles written, and no public post is published without approval. |
| Stop condition | Stop when the verifier passes, the budget is exhausted, no progress is made, a blocker appears, or approval is required. |
| Budget | Set a time, turn, token, retry, file, or dollar cap before running the loop. |
| Approval boundary | Human approval required before publishing, sending, deleting, spending, changing accounts, touching production, or making reputational/legal/financial commitments. |
| Safe output | Draft, report, checklist, table, or approval-gated recommendation |
| Works with | Claude, ChatGPT, Gemini, any tool-using AI assistant |
Steps
- Capture source metadata and transcript or text.
- Extract the useful mechanism, lesson, and examples.
- Draft several post angles in the account voice.
- Gate publishing and preserve source links.
Prompt
Turn the saved source into a reusable source note and draft social angles. Extract grounded takeaways, best practices, and hooks. Never post publicly without approval. Return the note path and gated drafts.Run in Claude Code
Paste this into Claude Code (or any tool-using agent) to run the loop bounded: one change per round, the same verification every round, durable state files, and explicit stop conditions.
Run the "Social Source to Insight" loop from AI Loop Library (https://ailooplibrary.com/loops/social-source-to-insight/) as a bounded loop.
Goal: Convert high-signal sources into grounded ideas without auto-posting like a caffeinated intern.
Rules: one change per round; run the same verification every round (Source captured, takeaways extracted, draft angles written, and no public post is published without approval.); append each round to docs/loops/social-source-to-insight/progress.md and update docs/loops/social-source-to-insight/state.json; stop on verifier pass, 8 rounds, 3 consecutive failed verifications, no progress, a blocker, or anything needing human approval (money, production, outbound, deletion). Finish with a proof report: rounds used, changes made, verification output, remaining risk, and the next human decision.