
BH Operator Companion — Authoritative Quick Reference
Communication Discipline — agent 間通訊行為規則
Coder-only debugging lifecycle for AI agents. Open isolated debug sessions, record hypothesis steps, capture tool friction, and close with a structured lesson written to memory.
EP Discipline — 實驗管線操作紀律
ICD Operator
BH Usage — 怎麼使用 BH 系統
How to configure Claude Code / OpenCode / Codex settings
Use when inspecting or extending the BH central nervous system surface that exposes component/plugin substrate, consciousness bootstrap, common sense/terminology, shadow cron inventory, project-local behavior registry plumbing, antigen recognition, and neural contracts while some runtime immune/neural actions remain gated.
Configurable gate validation skill. Use when running repository-local gate rules from gate_rules.yaml (command/structural/eda-contract), checking legacy experiment registry safety, or enforcing close-gate fail-closed validation.
Common Sense (CS)
Exploratory Data Analysis skill for CSV and parquet datasets with deterministic profiling, drift/anomaly scans, contract generation and validation, and optional memory writeback into skill-system-memory. The implementation is Polars-first (lazy scan for large files and early `--sample` head), includes high-cardinality guards for profile/importance/contract flows, and supports categorical correlation with Cramer's V. Use when building or reviewing tabular fraud/risk/data-quality workflows, profiling new datasets, checking leakage or drift, or saving/validating data contracts.
Decision Reflexes — 從 Arthur directives 提取的行為反射
GitHub operations skill for gh CLI issue, label, template, and workflow management. Use when requests include: create issue, list issues, apply label, manage templates, check workflow, or gh operations.
Canonical skill graph navigation skill for the Skill System.
Git version control discipline + cheatsheet. Use for commit/branch/stash/diff/push operations. Separate from github skill (platform/PR/issues).
EP Operator Companion
Persistent shared memory for AI agents backed by PostgreSQL (fts + pg_trgm, optional pgvector). Includes compaction logging and maintenance scripts.
Manage persistent system crontab jobs with sk-managed tags, dedicated log files, and structured status inspection. Use when you need to create, list, delete, or inspect persistent cron jobs instead of session-only scheduling.