social-signal-mining

Extract implementation lessons from Reddit/HN/X/blogs with anti-hype filtering, engagement thresholds, and evidence-linked Social Pattern records.

SKILL.md

GitHub

Social Signal Mining

Overview

Use this skill for Phase C social/blog extraction to complement repository evidence. The output should capture practical lessons and failure modes, not popularity commentary.

Source Rules

  • Prioritize Reddit + Hacker News first.
  • Use blogs/news only after topic-specific social discovery.
  • Use X only via API-backed queries when available.

Filtering Rules

  • Require date bounds and relevance keywords.
  • Require minimum engagement threshold per source.
  • Drop opinion-only threads with no implementation details.

Required Outputs

Write:

  • reports/research-ros/<date>-phase-c-social-signals.md
  • reports/research-ros/<date>-social-pattern-records.jsonl

Use PatternRecord schema for structured lessons.

Exit Criteria

  • Minimum 20 non-repo artifacts reviewed.
  • At least 5 actionable implementation lessons with concrete source links.