build

All-in-one bundle: build + op + agent + solver + eval + humble + cross-plugin quality pipeline

Structured problem solving — decompose, iterate, constrain, or auto-pipeline with strategy recommendation

Agent execution tracing — timeline, token/cost tracking, replay, and diff for multi-agent observability

Structured retrospective — reflect on failures together, find root causes, explore alternatives, and grow

Multi-perspective code review orchestrator — PR diff analysis with severity-rated findings and LGTM verdict

Agent output quality evaluation — multi-rubric scoring, diff analysis, reusable judge prompt, strategy benchmarking, and A/B prompt experiments

Web dashboard for .xm project state — visualize builds, probes, solvers, reviews, evals, humble lessons, traces, memory

Strategy orchestration — 18 strategies with self-scoring, --verify auto-validation, and compose presets

Premise validation — evidence-grade questioning, domain-aware probing, kill bad ideas early, earn the right to build

Agent primitives and autonomous behaviors — fan-out, delegate, broadcast, research, solve, consensus, swarm for native multi-agent orchestration