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Implementation

Tool: feature-implement Model: Advanced

Triggered by: design or meta-routing when a clear specification is present.

Intent: Writes deterministic, dependency-aware code with immediate test-driven guardrails.

Capability profile: implement — requires code_analysis + structured_output, prefers cost_sensitive, fast_draft fallback, fan-out 2.

SkillRole
req-analysisRequirements decomposition
qual-code-analysisStatic analysis and code quality gates
arch-systemArchitecture compliance verification
{
specification: string;
constraints: string[];
}

Drafts code, generates an AST-level test suite.

  • If tests pass → push to Review
  • If tests fail → silent auto-loop (throw-back) 3× before failing and invoking Resilient-Adapt

On successful completion chains to: testing · review

FSM — Institutionalization of innovation

Section titled “FSM — Institutionalization of innovation”
stateDiagram-v2
    [*] --> CodeDraft
    CodeDraft --> TestDrivenExperimentation
    TestDrivenExperimentation --> CIPassLocal
    CIPassLocal --> ReplicationAcrossSuite

    ReplicationAcrossSuite --> TestVariation
    TestVariation --> NaturalSelection
    NaturalSelection --> PatternStandardization
    PatternStandardization --> ArchitectureEmbedding
    ArchitectureEmbedding --> ShippedFeature

    ShippedFeature --> DependencyRigidity
    DependencyRigidity --> RefactorPressure
    RefactorPressure --> CodeDraft

    ShippedFeature --> [*]: feature stabilized in codebase
sequenceDiagram
    participant Orchestrator
    participant Pool (Analytical)
    participant Pool (Mechanical)
    participant Tool (Context)

    Orchestrator->>Pool (Analytical): Allocate Capability Profile
    activate Pool (Analytical)
    Pool (Analytical)->>Tool (Context): Issue Tool Calls (Parallel)
    Tool (Context)-->>Pool (Analytical): Return Data

    alt Shallow Loop
        Pool (Analytical)->>Pool (Analytical): Auto-correct Schema
    else Medium Loop
        Pool (Analytical)->>Pool (Mechanical): Delegate Fixes
    end

    Pool (Analytical)-->>Orchestrator: Synthesis Gate
    deactivate Pool (Analytical)

    opt Deep Loop
        Orchestrator->>Orchestrator: Complete Throw-back to Prior Stage
    end