Skip to content

feat: add causal learning selection - #3

Merged
EvanProgramming merged 1 commit into
mainfrom
codex/causal-memory-selection
Aug 31, 2026
Merged

EvanProgramming merged 1 commit into
mainfrom
codex/causal-memory-selection

Conversation

@EvanProgramming

Copy link
Copy Markdown
Owner

Summary

  • rank learned guidance by verified utility per context character
  • learn repeated harmful artifact pairs and avoid co-injecting them
  • add paired omission trials, reversible retirement, near-miss/context metrics, and named benchmark ablations

Safety

  • retirement requires non-regressing paired omission evidence
  • retired artifacts keep their immutable pre-image and restore only as canaries
  • existing profile, permission, secret, and external-skill boundaries remain intact

Validation

  • make check
  • KYROZEN_DB_PATH=/state.sqlite3 make test (46 tests)
  • benchmark ablation replay
  • git diff --check

@EvanProgramming
EvanProgramming merged commit a587caa into main Aug 31, 2026
2 checks passed
@EvanProgramming
EvanProgramming deleted the codex/causal-memory-selection branch August 31, 2026 14:00
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant