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Description
plan → execute → verify → ship with:
Cross-command gates - Can't skip steps, each validates the previous
Multi-agent coordination - taxonomy-extremist, babyclaude, spec-reviewer, code-reviewer, catastrophiser, cynic, git-perfectionist
File integrity verification - SHA256 hashes between verify and ship so you can't ship unverified code
Distributed systems patterns mapped to agent orchestration:
Circuit breakers → stuck agent detection
Distributed tracing → execution spans
Load shedding → batch size limits
Exponential backoff → retry with jitter
The catastrophiser agent that must actually see code running - not trust test output, but observe behaviour, take screenshots, curl endpoints.
SRE thinking applied to AI agent workflows.
Tool Executor (context efficiency)
Automatic Context Manager (handoff automation)
Kernel (SDLC orchestration)
Klaus (debugging persona)
GRFP (documentation generation)