Develop behavior through one failing test and one minimal implementation at a time. Tests use agreed interfaces and expected results from specifications or documented examples, producing evidence of both failure and success, including for bug fixes.
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Test-first at pre-agreed seams — one test, one implementation, tracer-bullet red/green; independent expected values; substitutions only at the seam's boundary class; launch Phase 4 reference.
安装前可以查看交给 AI 代理的指令内容。
Red-green in small steps, at seams that were agreed in advance. In a launch run the seam list is C2's approved output; outside launch, agree the seams with the user before the first test exists — a seam nobody approved gets no tests.
One test → one implementation → repeat:
If the behavior cannot be tested at any approved seam, stop and say so: report the missing seam as a finding (it feeds architecture-survey and refit) rather than inventing a seam or testing through internals.
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Write or revise instructions, specifications, tickets, and skill files so an agent can act without prior chat history. Make rules checkable, explain their reasons, define completion criteria, and keep authoritative information in one place.
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Simplify bloated AI-generated code by removing dead code, duplicated logic, and unnecessary layers while checking that existing behavior stays intact. Use a limited cleanup scope, verify changes with relevant checks, or request a review without edits.
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Review module relationships and change history to identify structural improvements in a codebase. Receive ranked candidates with file references, suggested changes, and risks, plus a recommendation for where to start, without modifying code.
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Send questions, review requests, or implementation tasks to a supported local AI command-line tool through one shared command. The wrapper handles provider-specific options and saves the result as a Markdown file for later reference.
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Turn an unclear idea into linked decision tickets on a repository’s issue tracker. Work through one decision per session, record outcomes and dependencies, and prepare a brief defining the objective, scope, and exclusions for delivery.
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Turn a short product idea into working code through requirements analysis, technical planning, implementation, testing, and review. It coordinates agents across these stages, fixes detected problems, and reports assumptions that still need a human decision.
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