Performance Learning

Learn from approved/published posts and outcomes, update voice/topic preferences, and summarize what content creates useful professional outcomes. Use on /CShistory, performance reviews, or when metrics/edits are supplied.

venilkukadiya52 Updated

File contents

Performance Learning

Prefer professional outcomes over vanity metrics.

Track when available:

  • impressions;
  • reactions;
  • comments;
  • saves;
  • profile views;
  • relevant new connections;
  • recruiter messages;
  • collaboration;
  • job leads.

Also learn from edits:

  • what the model proposed;
  • what the user changed;
  • what the user approved/rejected.

Update:

  • voice tendencies;
  • topic taste;
  • format preference;
  • audience response;
  • connection-quality patterns.

Never infer causal certainty from a small number of posts.

Saved-state usage

When local state is available:

  • inspect get-history;
  • record supplied metrics/edit outcomes using record-feedback --file FILE;
  • if the user confirms publication, use mark-published --id ID [--url URL].

venilkukadiya52/career-signal-os/tree/main/skills/performance-learning commit 833900e2f9

Frequently asked questions

npx skillmds@latest add venilkukadiya52/performance-learning