Agentic Workflow

This is a structured pipeline for breaking down implementation tasks across specialized agents. Each stage (research, planning, validation, implementation, review) runs as a background task that writes outputs to the filesystem instead of flooding your main context. The pattern enforces TDD and uses NIA Oracle for research upfront, then hands off artifacts between agents via markdown files in .claude/cache/agents/. The key insight here is using file-based handoff instead of TaskOutput to avoid 70k token transcripts clogging your conversation. It's orchestration code, meant to keep your main context clean while agents do the heavy lifting in isolation.