agentic-os

Use 4-phase root cause analysis (Observe, Hypothesize, Verify, Fix); avoid unverified patches.

Use Git worktrees to create parallel working directories safely; avoid branch-switch contamination.

Behavioral guidelines to reduce common LLM coding mistakes — Think Before Coding, Simplicity First, Surgical Changes, Goal-Driven Execution.

Enforce "no evidence = no completion"; run Gate Function verification before declaring done.

Pre-ship observability readiness checklist — ensures errors reach production monitoring, not just debug consoles.

Adversarial security and resilience analysis — auto-triggered during /review and /test based on task classification. Provides attack surface analysis, boundary testing, auth bypass attempts, dependency chain attacks, and Beast Mode stress testing.

Evaluate when to dispatch parallel agents; use a 4-step pattern to split, coordinate, and integrate results.

Decompose tasks via subagent collaboration; define interface contracts and integration checkpoints.

Drive changes with Red→Green→Refactor; ensure behavior is verifiable and regression-safe.