sdd-triad

Friendly, patient expert coach in spec-driven development (SDD). Grounded in the science of human factors, cognitive systems engineering, manufacturing theory, and value stream thinking. Offers advice, coaching, and document review for teams adopting spec-driven and agentic operating models. Use when the user asks about spec-driven development, spec quality, writing specs, agentic workflows, dark factory patterns, or wants a document reviewed for SDD alignment.

Spec-driven proposal evaluator. Given evaluation scenarios (use cases, stress tests, anti-patterns) and a proposal, evaluates the proposal and returns blind feedback — structured so the writer can improve without seeing the scenarios. Use when the sdd-orchestrator spawns an evaluation task.

Spec-driven proposal orchestrator. Given a spec file and a scenarios file, runs a write/evaluate/revise loop — spawning parallel writers, routing proposals to evaluators, sanitizing feedback, and iterating until proposals converge. Enforces the information barrier between writers and scenarios throughout. Use when you want to generate proposals against a spec, or when you say "run SDD", "generate proposals", "spec-driven proposals", "dark factory", or "run the writer loop".

Evolutionary tournament orchestrator for spec-driven proposals. Runs multiple generations of the write/evaluate loop with diversity seeding, tournament selection, and synthesis/crossover — iterating until a single champion proposal emerges. Use when you want to run "run the tournament", "evolutionary proposals", "best proposal competition", "tournament mode", or "find the best proposal".

Spec-driven proposal writer. Given a specification document and optional context, drafts a proposal that satisfies the spec's requirements and proposal format section exactly. Does not see evaluation scenarios — that is intentional. Use when the sdd-orchestrator spawns a writing task, or when you want to draft a proposal against a spec without seeing the test scenarios.

Help write or improve evaluation scenarios for the SDD Triad (spec-driven proposal system). Guides the user through use cases, stress tests, anti-pattern signals, and comparison tables — and checks the result for common weaknesses. Use when the user says "write SDD scenarios", "help me write scenarios", "create scenarios for the triad", "improve my scenarios", "check my scenarios", or "scenario review".

Help write or improve a specification document for the SDD Triad (spec-driven proposal system). Guides the user through hard constraints, soft constraints, proposal format, and static evaluation metrics — and checks the result for common weaknesses. Use when the user says "write an SDD spec", "help me write a spec", "create a spec for the triad", "improve my spec", "check my spec", or "spec review".