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Maturity Model Routing

Built-In Route

Route Use when Load Notes
Default Harness readiness The user asks for /better-harness, readiness, a report, recurring friction, or does not name a model. agent-work-loop.md directly. Use session-rich with reviewed task evidence; otherwise use session-limited and lead with inspected project evidence. Combine the lead, session, and project inputs into five independently scored dimensions without a headline average.
Static project scan The user explicitly requests a repository-only/static score or invokes the quickstart static surface. software-fluency.md Software Fluency owns that explicit static output and may also guide the independent project evidence pass. Session absence alone does not select it for /better-harness.
Harness evidence lens The report needs detailed harness diagnosis, static evidence honesty, agent work-radius scoring, or F0-F4 submetric detail. harness-engineering.md Supporting evidence contract, not a second default maturity score.
Repeated Friction Triage The user reports recurring errors, corrections, skipped review, setup/validation failure, permission or Hook friction, or capability-use gaps. Harness skills/better-harness/SKILL.md#execution-routing first; then one or more existing owners. A trigger router, not a score model. Repetition can trigger Software Fluency inspection, linked Agent Work Loop analysis, Customization Checkup, or owner-gated Skill Discovery; it is not scoring evidence by itself.

The default model is Agent Work Loop . Session probing sets evidence richness, not model selection: reviewed Task Episodes use session-rich; partial or absent behavior evidence uses session-limited and keeps unavailable claims Unobserved. Every durable report launches the session and project passes concurrently.

The project pass may use Software Fluency's five capability questions without creating a second score model. The lead reconciles both briefs with its neutral evidence brief and authors the retained Agent Work Loop findings directly. report.source.json is only an evidence envelope, not a scoring owner.

Case Study Route

Do not select case-study examples as active built-in models. When the user asks for Factory-style criteria coverage, migration context, or corpus comparison, inspect case-studies/factory/model/factory-readiness.md as reference material and project useful criteria into the selected built-in model.