This project uses bd (beads) for issue tracking. Run bd onboard to get started.
bd ready # Find available work
bd show <id> # View issue details
bd update <id> --claim # Claim work atomically
bd close <id> # Complete work
bd dolt push # Push beads data to remoteThis project is AI-orchestration code. Apply Zero Framework Cognition at two levels:
- L2 (tooling): workflow skills must not use heuristics for semantic judgment
- L3 (product): patterns embedded in workflow outputs shape how users approach their own AI-mediated work
When reviewing or writing workflow skills, flag:
- Synthesis phases that use scoring formulas instead of model judgment
- Hardcoded classification of agent outputs (keyword matching for "done"/"failed")
- Winner selection via metric formula instead of model comparison
- Any code that makes a quality or relevance judgment without a model call
Ask: "Is this a mechanical/structural operation, or is it making a judgment a model should make?"
- Spawn independent agents → model synthesizes (core architecture)
- Convergence/divergence as signal, not as scored metric
- Agents provide semantic inputs (severity, likelihood), math is mechanical
brainstorm/scripts/similarity.py— calibrated duplicate detection with--forceescape hatch- Risk Score multiplication — deterministic math on agent-provided semantic inputs
- Task readiness via
bd ready— pure status-field logic
ALWAYS use non-interactive flags with file operations to avoid hanging on confirmation prompts.
Shell commands like cp, mv, and rm may be aliased to include -i (interactive) mode on some systems, causing the agent to hang indefinitely waiting for y/n input.
Use these forms instead:
# Force overwrite without prompting
cp -f source dest # NOT: cp source dest
mv -f source dest # NOT: mv source dest
rm -f file # NOT: rm file
# For recursive operations
rm -rf directory # NOT: rm -r directory
cp -rf source dest # NOT: cp -r source destOther commands that may prompt:
scp- use-o BatchMode=yesfor non-interactivessh- use-o BatchMode=yesto fail instead of promptingapt-get- use-yflagbrew- useHOMEBREW_NO_AUTO_UPDATE=1env var
This project uses bd (beads) for issue tracking. Run bd prime to see full workflow context and commands.
bd ready # Find available work
bd show <id> # View issue details
bd update <id> --claim # Claim work
bd close <id> # Complete work- Use
bdfor ALL task tracking — do NOT use TodoWrite, TaskCreate, or markdown TODO lists - Run
bd primefor detailed command reference and session close protocol - Use
bd rememberfor persistent knowledge — do NOT use MEMORY.md files
When ending a work session, you MUST complete ALL steps below. Work is NOT complete until git push succeeds.
MANDATORY WORKFLOW:
- File issues for remaining work - Create issues for anything that needs follow-up
- Run quality gates (if code changed) - Tests, linters, builds
- Update issue status - Close finished work, update in-progress items
- PUSH TO REMOTE - This is MANDATORY:
git pull --rebase bd dolt push git push git status # MUST show "up to date with origin" - Clean up - Clear stashes, prune remote branches
- Verify - All changes committed AND pushed
- Hand off - Provide context for next session
CRITICAL RULES:
- Work is NOT complete until
git pushsucceeds - NEVER stop before pushing - that leaves work stranded locally
- NEVER say "ready to push when you are" - YOU must push
- If push fails, resolve and retry until it succeeds