Fleet architecture — full flow diagram

flowchart TB
  classDef entry fill:#0ea5e9,stroke:#0369a1,color:#fff,font-weight:600;
  classDef spine fill:#6366f1,stroke:#4338ca,color:#fff,font-weight:600;
  classDef deliver fill:#ecfdf5,stroke:#15803d,color:#064e3b;
  classDef testing fill:#fffbeb,stroke:#b45309,color:#7c2d12;
  classDef sub fill:#f1f5f9,stroke:#475569,color:#0f172a;
  classDef store fill:#0f172a,stroke:#0f172a,color:#e2e8f0;
  classDef ext fill:#fee2e2,stroke:#b91c1c,color:#7f1d1d;

  U(["User · Niche-I chat
natural language"]):::entry

  subgraph ENTRY["Entry · NL Router"]
    M["Master Router
aiagenticplanner
keyword + LLM routing"]:::entry
  end

  subgraph SPINE["Unifying Spine"]
    O["Program Orchestrator
program_run_full · lineage graph · trace"]:::spine
  end

  subgraph DELIVERY["Delivery agents"]
    DISC["Discovery
7R · capabilities"]:::deliver
    REQ["Requirements
MoSCoW · INVEST · compliance"]:::deliver
    ARCH["Architecture
6 clouds · pricing"]:::deliver
    SOW["SOW
statement of work"]:::deliver
    GOV["Governance
RAID · CR · steering"]:::deliver
    IAC["IaC
Terraform · Helm · CI"]:::deliver
    ACT["Actions
role-based plans"]:::deliver
    OPS["Operations
DORA · SLO · incidents"]:::deliver
  end

  subgraph TESTING["Testing fleet"]
    TD["Test Design
strategy · plans · cases"]:::testing
    TDATA["Test Data
synthetic · PII-tagged"]:::testing
    TM["Testing Master
defect manifest · escalation loop"]:::testing
    FUN["Functional"]:::testing
    PERF["Performance
k6 · Lighthouse"]:::testing
    SEC["Security
OWASP ZAP · Snyk"]:::testing
    A11Y["Accessibility
Pa11y · WCAG"]:::testing
    CMP["Compliance"]:::testing
    CON["Contract"]:::testing
    INT["Integration"]:::testing
    E2E["E2E
Playwright"]:::testing
  end

  subgraph SUBSTRATE["Shared substrate"]
    KN["Knowledge / RAG
shared memory"]:::sub
    EXC["Exception
audit ledger · chain_hash"]:::sub
    VAL["Validator
smoke matrix"]:::sub
    PAT["Patch
gated code changes"]:::sub
    INS["Insights
R/A/G health · trends"]:::sub
  end

  subgraph STORES["Data plane (Cloudflare)"]
    D1[("D1 · aidp-state")]:::store
    R2[("R2 · artifacts")]:::store
    VEC[("Vectorize · aidp-kb")]:::store
    KVS[("KV")]:::store
    WAI{{"Workers AI
llama-3.1 · bge embeddings"}}:::store
    CI[["GitHub Actions CI
real test tools"]]:::ext
  end

  U --> M
  M -->|classifies + routes| O
  M -.routes single tool.-> DISC & REQ & ARCH & SOW & GOV & IAC & ACT & OPS & TM & INS

  O -->|reads| DISC & REQ & ARCH & SOW & GOV & IAC
  O -->|generates| TD & TDATA
  O -->|fan-out| TM
  O -->|writes back| KN
  O -->|scores| INS

  TM --> FUN & PERF & SEC & A11Y & CMP & CON & INT & E2E
  FUN & PERF & SEC & A11Y & CMP & CON & INT & E2E -.workflow_dispatch.-> CI
  CI -.ingest results.-> TM
  TM -->|defect → CR/patch/req| GOV & PAT & REQ
  TM --> EXC

  TD -->|recall prior art| KN
  DISC & REQ --> KN
  INS -->|reads graph| O
  INS --> WAI

  O --> D1
  KN --> VEC
  KN --> WAI
  M --> D1
  M --> R2
  M --> KVS
  EXC --> D1