genshijin-crew

To reduce token usage during codebase exploration, delegate search tasks to compressed subagents that return structured, grep-friendly findings instead of long prose, shrinking tool results by about 60%.

Delegate code edits to a builder subagent when target file locations are already identified, enabling surgical changes that preserve decision quality while preventing wasted main-context tokens.

Orchestrate code review without exhausting context by routing diff inspections to a reviewer subagent, which enforces structured issue reporting formats to minimize verbosity and sustain long sessions.

Workflow orchestration with subagents requires known file locations specifically for the builder role; an investigator subagent handles code exploration when locations are unknown, guided by delegation guardrails.

Context compression matters for long coding sessions because formatting contracts reduce tool-result verbosity by approximately 60%, preventing context exhaustion and sustaining decision quality.

You can use structured outputs for diff review and code search by enforcing predictable, grep-friendly formats through subagent delegation, ensuring efficient main-context return for investigators and reviewers.