- extract-helm.js: strips Go templates, parses Chart.yaml/values.yaml/templates - Extracts K8s resource kinds, cross-chart interactions, shared secrets, ports - generateHelmDiagram() for Mermaid interaction graphs - Integrated into sysdoc.js: Helm entities merge into main knowledge graph - Dir-based filenames to handle duplicate chart names - .gitignore for node_modules, snapshots, venv, wasm - 76 charts, 1813 entities, 1769 relationships on Foxtrot
365 lines
20 KiB
Markdown
365 lines
20 KiB
Markdown
# Dev Intel Pipeline v2 — Phase 7: System-Level Documentation Generation
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**Status:** DRAFT v2 (post-SPA Round 1)
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**Author:** Max (AI) + Brian (Human)
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**Date:** 2026-03-09
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**Depends on:** Phases 1-6 (extract, graph, namespace, semantic-diff, pipeline, docgen)
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---
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## Problem Statement
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The V2 pipeline generates accurate file-level documentation ("this module exports X, depends on Y, calls Z"). But real platform documentation — like the Foxtrot Confluence docs — operates at the *system level*: subsystem architecture, cross-subsystem data flows, configuration contracts, deployment pipelines, and layered dependency narratives.
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File-level docs are reference material. System-level docs are what engineers actually read to understand how things work.
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## Goal
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Extend the V2 pipeline to generate Foxtrot-quality system documentation from the code knowledge graph, organized in the Divio documentation framework (Tutorials, How-To, Reference, Explanation).
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## Success Criteria
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All metrics are validated against a **ground truth fixture repository** (`test/fixtures/system-docs/`) containing a hand-labeled mini codebase (~30 files across 5 subsystems) with expected outputs for each module.
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| Metric | Target | How Measured |
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|--------|--------|-------------|
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| Subsystem detection accuracy | ≥90% of modules correctly clustered | Compare `subsystem.js` output against `expected-subsystems.json` fixture. Accuracy = correctly assigned files / total files. |
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| Cross-subsystem dependency completeness | ≥85% of actual inter-subsystem edges captured | Compare dependency matrix against `expected-deps.json`. Recall = captured edges / expected edges. |
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| Contract extraction recall | ≥80% of exported interfaces/types extracted | Compare extracted contracts against `expected-contracts.json`. Recall = extracted / total annotated. |
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| Generated doc structure | Matches Divio 4-category template | Structural assertion: verify directory layout, required sections present in each generated .md file. |
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| Incremental update precision | Only subsystems touched by semantic diff get regenerated | Apply a mock diff to fixture, assert only expected subsystem docs are regenerated (content hashing / md5sum check, avoid mtime flakiness). |
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| Cascading invalidation | Shared subsystem change propagates to dependents | Apply a diff to a shared subsystem in fixture, assert dependent subsystem docs are also flagged for regeneration. |
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| LLM cost per full generation | ≤$2 (using local Ollama for drafting) | BACKLOGGED — measure token count statically in CI (e.g. via `tiktoken`) without hitting API. |
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| Flow tracer terminates | All traces complete in <5s on 4,325-file graph | Wall-clock assertion on OpenClaw snapshot. |
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## Ground Truth Fixture Repository
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Located at `test/fixtures/system-docs/`. Contains:
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```
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test/fixtures/system-docs/
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├── src/
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│ ├── gateway/ (5 files: server.ts, session.ts, middleware.ts, types.ts, utils.ts)
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│ ├── agents/ (5 files: runner.ts, scope.ts, tools.ts, types.ts, defaults.ts)
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│ ├── channels/
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│ │ ├── telegram.ts
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│ │ └── discord.ts
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│ ├── config/ (3 files: config.ts, schema.ts, types.ts)
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│ └── utils/ (3 files: logger.ts, crypto.ts, fs-helpers.ts)
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├── expected-subsystems.json ← hand-labeled subsystem assignments
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├── expected-deps.json ← hand-labeled inter-subsystem edges
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├── expected-contracts.json ← hand-labeled interfaces/types
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├── expected-flows.json ← hand-labeled flow traces for 2 entry points
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├── expected-diagrams/ ← expected Mermaid source for each diagram type
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└── architecture.md ← mock architecture doc for ingestion testing
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```
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**Edge cases included in fixtures:**
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- `utils/` as a cross-cutting concern (high fan-out, should be tagged as `cross-cutting`)
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- Circular dependency: `gateway/session.ts` ↔ `agents/runner.ts` (mutual CALLS)
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- Orphan file: `config/schema.ts` (no inbound edges, only exports)
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- Re-exported interface: `gateway/types.ts` re-exports from `config/types.ts`
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- Empty subsystem: `channels/` has only 2 files with no internal CALLS edges
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## Architecture
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### 7A: Subsystem Aggregator (`subsystem.js`)
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**Purpose:** Group file-level entities into logical subsystems and compute inter-subsystem relationships.
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**Clustering Strategy (tiered):**
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1. **Directory-based (default):** Top-level directory under `src/` = subsystem. `gateway/`, `agents/`, `cli/`, `telegram/`, etc. Simple, deterministic, zero-config.
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2. **Config-driven (override):** Optional `subsystems.yaml` that maps directories to named subsystems with human labels and grouping overrides.
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```yaml
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subsystems:
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- name: Gateway
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label: "Session & Request Gateway"
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paths: ["gateway/", "routing/"]
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- name: Agents
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label: "AI Agent Runtime"
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paths: ["agents/", "auto-reply/"]
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- name: Channels
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label: "Channel Adapters"
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paths: ["telegram/", "discord/", "slack/", "signal/", "whatsapp/"]
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```
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3. **Graph-based (future):** Community detection (Louvain/label propagation) on the CALLS+IMPORTS graph to find natural clusters. Useful for repos without clean directory boundaries.
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**Cross-cutting concern detection:**
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Subsystems where >60% of edges are **inbound** from other subsystems (high fan-in — many subsystems depend on them, but they depend on almost nothing) are automatically tagged as `cross-cutting`. Examples: `utils/`, `config/`, `types/`. The metric is `inbound_edges / total_edges > 0.6`. Cross-cutting subsystems are:
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- Excluded from the dependency matrix visualization (reduces hairball)
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- Documented separately as "Shared Infrastructure" in the reference docs
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- Still tracked in the raw dependency data for completeness
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**Output:**
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```json
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{
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"subsystems": [
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{
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"name": "gateway",
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"label": "Session & Request Gateway",
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"kind": "domain",
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"files": ["gateway/session-utils.ts", "gateway/server.ts"],
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"entities": { "functions": 142, "classes": 3, "modules": 28 },
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"publicExports": ["deriveSessionTitle", "loadSessionEntry"],
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"internalDeps": [{"from": "gateway", "to": "agents", "edges": 89, "type": "CALLS"}],
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"externalDeps": ["commander", "node:fs", "node:path"]
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}
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],
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"crossCutting": ["utils", "config"],
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"dependencyMatrix": {
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"gateway→agents": { "calls": 89, "imports": 34 },
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"agents→config": { "calls": 156, "imports": 120 }
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}
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}
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```
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**Tests (7A):**
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| Test | Input | Expected |
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|------|-------|----------|
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| Directory clustering | Fixture repo | Matches `expected-subsystems.json` (5 subsystems) |
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| Config override | Fixture + `subsystems.yaml` merging gateway+routing | Merged subsystem with combined files |
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| Cross-cutting detection | Fixture `utils/` (high fan-out) | Tagged as `cross-cutting` |
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| Empty subsystem | Fixture `channels/` (2 files, no internal calls) | Valid subsystem with 0 internal edges |
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| Orphan file | `config/schema.ts` (no inbound) | Assigned to `config` subsystem, not dropped |
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### 7B: Contract Extractor (`contracts.js`)
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**Purpose:** Extract TypeScript interfaces, type aliases, enums, and config schemas as first-class graph entities.
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**What to extract:**
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- `interface Foo { ... }` → entity type `Interface`, with fields as properties
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- `type Foo = { ... }` → entity type `TypeAlias`
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- `enum Foo { ... }` → entity type `Enum`, with members
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- Exported `const` objects used as config defaults → entity type `ConfigContract`
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- YAML schema keys (from config files) → entity type `ConfigSchema`
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**Relationships:**
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- `IMPLEMENTS` — class → interface
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- `ACCEPTS` — function parameter → interface/type (function signature contracts)
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- `RETURNS` — function → return type
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- `EXTENDS` — interface → interface
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**Error handling:**
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- If tree-sitter fails to parse a file, skip it and log a warning (same as Phase 1 extract.js behavior)
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- Re-exported interfaces (`export { Foo } from './types'`) are tracked via the existing IMPORTS edge; the contract extractor resolves the original definition
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- Deeply nested type literals (>3 levels) are flattened to `object` to avoid graph bloat
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**Tests (7B):**
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| Test | Input | Expected |
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|------|-------|----------|
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| Interface extraction | `gateway/types.ts` with 3 interfaces | 3 Interface entities with correct fields |
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| Type alias | `type SessionKey = string` | 1 TypeAlias entity |
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| Enum extraction | `enum Status { Active, Inactive }` | 1 Enum entity with 2 members |
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| Re-exported interface | `gateway/types.ts` re-exports from `config/types.ts` | Resolved to original definition |
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| Parse failure | Malformed TS file | Skipped with warning, no crash |
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| Recall benchmark | Fixture repo | ≥80% of `expected-contracts.json` extracted |
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### 7C: Flow Tracer (`flow.js`)
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**Purpose:** Given an entry point, walk the call graph across subsystem boundaries and produce a sequenced narrative of the data flow.
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**Algorithm:**
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1. Start at entry point entity (e.g., `telegram/bot-handlers.ts:onMessage`)
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2. BFS through CALLS edges, recording subsystem transitions
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3. **Cycle detection:** Maintain a visited set per trace. If a node is revisited, record the cycle and stop that branch (do not re-enter).
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4. **God object pruning:** Before tracing, compute in-degree for all nodes. Nodes with in-degree > `godThreshold` (default: 50) are excluded from traversal (they're utility functions called by everything — not meaningful flow participants). Logged as "excluded high-connectivity nodes."
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5. **Depth limit:** Stop at depth N (configurable, default 8). Each subsystem boundary crossing increments depth by 1; intra-subsystem hops increment by 0.5 (prioritizes cross-subsystem flow).
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6. **Test file exclusion:** Skip any file matching `*.test.*`, `*.spec.*`, `test/`, `__tests__/`.
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7. At each subsystem boundary crossing, record: source subsystem → target subsystem, via which function call
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8. Output: ordered list of subsystem hops with the specific function calls that cross boundaries
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**Output (deterministic JSON — testable without LLM):**
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```json
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{
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"entryPoint": "telegram/bot-handlers.ts:onMessage",
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"depth": 8,
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"godThreshold": 50,
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"excludedNodes": ["utils/logger.ts:log", "config/config.ts:getConfig"],
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"cyclesDetected": [
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{ "at": "gateway/session.ts:loadSession", "backEdgeTo": "agents/runner.ts:runAgent" }
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],
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"flow": [
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{ "subsystem": "telegram", "entity": "telegram/bot-handlers.ts:onMessage", "depth": 0 },
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{ "subsystem": "routing", "entity": "routing/session-key.ts:resolveKey", "depth": 1, "crossedVia": "CALLS" },
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{ "subsystem": "gateway", "entity": "gateway/session.ts:loadSession", "depth": 2, "crossedVia": "CALLS" },
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{ "subsystem": "agents", "entity": "agents/runner.ts:runAgent", "depth": 3, "crossedVia": "CALLS" }
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],
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"subsystemSequence": ["telegram", "routing", "gateway", "agents"]
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}
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```
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**LLM narration (separate step):** The deterministic JSON flow is the testable artifact. LLM narration is applied *after* as a formatting pass in 7D. This means:
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- Flow correctness is tested against `expected-flows.json` (deterministic)
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- LLM prose quality is evaluated separately (human review, not CI)
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**Performance guarantee:** BFS with visited set + god object pruning + depth limit = O(V+E) bounded by depth. On the OpenClaw graph (23k nodes, 142k edges), traces must complete in <5 seconds. If a trace exceeds 5s, it is killed and logged as a timeout.
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**Tests (7C):**
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| Test | Input | Expected |
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|------|-------|----------|
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| Simple linear flow | Fixture entry point A→B→C across 3 subsystems | Matches `expected-flows.json` |
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| Cycle detection | Fixture circular dep gateway↔agents | Cycle recorded, trace continues without loop |
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| God object exclusion | Entry point that calls `utils/logger.ts:log` (high in-degree) | `log` excluded from trace |
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| Depth limit | Deep call chain (>8 hops) | Trace stops at depth 8 |
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| Test file exclusion | Entry point that calls a test helper | Test file skipped |
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| Performance | OpenClaw full snapshot | <5s wall clock |
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| Empty trace | Entry point with no outgoing CALLS | Returns flow with single entry, no hops |
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### 7D: Hierarchical Doc Generator (`sysdoc.js`)
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**Purpose:** Orchestrate 7A-7C to produce a complete documentation site in Divio structure.
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**Output structure:**
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```
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docs/
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├── tutorials/
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│ └── (human-authored only — not auto-generated)
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├── reference/
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│ ├── system-architecture.md ← from subsystem aggregator + dependency matrix
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│ ├── subsystems/
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│ │ ├── gateway.md ← per-subsystem: purpose, exports, deps, key modules
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│ │ ├── agents.md
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│ │ └── ...
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│ ├── contracts/
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│ │ ├── session-types.md ← from contract extractor
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│ │ └── ...
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│ └── modules/
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│ └── (existing file-level docs from Phase 6)
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├── explanation/
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│ ├── architecture-patterns.md ← from dependency matrix analysis
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│ ├── data-flows.md ← from flow tracer (LLM-narrated flow traces)
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│ └── design-decisions.md ← from architecture.md ingestion + commit history
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```
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**Divio category mapping (corrected):**
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- **Tutorials:** Human-authored only. Not generated.
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- **Reference:** System architecture, per-subsystem docs, contracts, module docs. All deterministic structure + LLM prose.
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- **Explanation:** Architecture patterns (from dependency analysis), data flows (from flow traces — these explain *how the system works*, not *how to do a task*), design decisions (from architecture.md + commit history).
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- **How-To:** Not auto-generated in MVP. Requires domain-specific task knowledge. Deferred.
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**Generation pipeline:**
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1. Run subsystem aggregator → subsystem map + dependency matrix
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2. Run contract extractor → interface/type entities added to graph
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3. Run flow tracer on configured entry points → deterministic flow JSONs
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4. For each subsystem: generate reference doc (LLM with subsystem context + architecture.md sections)
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5. Generate system architecture overview (LLM with full dependency matrix)
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6. Generate data flow explanations (LLM narrates flow JSONs into prose)
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7. Generate Mermaid diagrams (7E) and embed in docs
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**Incremental updates with cascading invalidation:**
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1. Semantic diff identifies changed files
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2. Map changed files → directly affected subsystems (set A)
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3. For each subsystem in A, find all subsystems that depend on it (set B = dependents of A in dependency matrix)
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4. Regeneration set = A ∪ B
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5. System architecture overview regenerated only if dependency matrix changed (new/removed inter-subsystem edges)
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6. Flow traces regenerated only if any entity in the trace path was modified
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**Tests (7D):**
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| Test | Input | Expected |
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|------|-------|----------|
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| Full generation | Fixture repo | Correct directory structure with all expected .md files |
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| Section completeness | Generated subsystem doc | Contains: Purpose, Key Modules, Public API, Dependencies sections |
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| Incremental: direct change | Modify `gateway/server.ts` | Only `gateway.md` + dependents regenerated |
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| Incremental: cascading | Modify `config/types.ts` (shared) | `config.md` + all subsystems importing config regenerated |
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| Incremental: no-op | No semantic diff | Zero files regenerated |
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| Architecture.md ingestion | Fixture with `architecture.md` | LLM prompt includes architecture.md content |
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### 7E: Diagram Generator (`diagrams.js`)
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**Purpose:** Auto-generate Mermaid diagrams from graph analysis outputs.
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**Diagram types:**
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1. **Subsystem Dependency Graph** (from 7A dependency matrix)
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- Nodes = subsystems (excluding cross-cutting)
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- Edges = inter-subsystem CALLS/IMPORTS with edge weight labels
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- Cross-cutting subsystems shown as a separate "Shared" cluster
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2. **Flow Sequence Diagram** (from 7C flow traces)
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- Participants = subsystems in flow order
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- Messages = function calls at boundary crossings
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- Cycles shown as self-referencing notes
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3. **Contract Relationship Diagram** (from 7B contracts)
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- Classes/interfaces with fields
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- IMPLEMENTS/EXTENDS relationships as arrows
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**Rendering:** Use `mmdr` (Rust Mermaid renderer) to produce SVG. Embed in generated Markdown docs as ``.
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**Tests (7E):**
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| Test | Input | Expected |
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|------|-------|----------|
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| Dependency diagram | Fixture dependency matrix | Valid Mermaid syntax, matches `expected-diagrams/deps.mmd` |
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| Sequence diagram | Fixture flow trace | Valid Mermaid syntax, correct participant order |
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| Contract diagram | Fixture contracts | Valid Mermaid syntax, correct relationships |
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| Rendering | Any generated .mmd file | mmdr produces valid SVG without errors |
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## Architecture.md Ingestion
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Each repo may contain human-written architecture documentation. The pipeline:
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1. **Discovery:** Scan for `architecture.md`, `docs/architecture.md`, `ARCHITECTURE.md`, `docs/design.md` in repo root
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2. **Parsing:** Extract sections (headings → content blocks) as structured context
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3. **Injection:** When generating subsystem docs or explanation docs, include relevant architecture.md sections in the LLM prompt alongside graph data
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4. **Diff tracking:** If `architecture.md` changes between releases, flag it in the semantic diff as a documentation-relevant change
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## Cross-Repo Output Model
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Two output modes:
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**Per-repo (reference only):**
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- Subsystem architecture docs
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- Contract reference
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- Module reference
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- Mermaid diagrams
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- Useful for repo maintainers
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**Unified (full Divio):**
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- Merges per-repo graphs via namespace registry (Phase 3) into super-graph
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- Runs 7A-7E on super-graph
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- Generates cross-repo flow traces and dependency diagrams
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- Includes human-authored tutorials and explanation docs
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- Useful for platform consumers and new engineers
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## Implementation Phases
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| Phase | Module | Effort | Depends On |
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|-------|--------|--------|------------|
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| 7-fixtures | Ground truth fixture repo | 0.5 day | — |
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| 7A | `subsystem.js` + tests | 1 day | graph.js, fixtures |
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| 7B | `contracts.js` + tests | 2 days | extract.js, fixtures |
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| 7C | `flow.js` + tests | 2 days | graph.js, subsystem.js, fixtures |
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| 7D | `sysdoc.js` + tests | 2 days | 7A, 7B, 7C, docgen.js |
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| 7E | `diagrams.js` + tests | 1 day | 7A, 7C, 7B |
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| 7F | `supergraph.js` (Multi-repo Merge) | 1 day | namespace.js, graph.js |
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**Total: ~9.5 days**
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**Critical path:** fixtures → 7A → 7C → 7D
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**Parallel:** 7B, 7E, and 7F can run in parallel with core phases.
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**Build loop (BMad Wiggum):** Each phase follows: build → test → BMad review → revise → re-review until GO.
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## Constraints
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- No new external dependencies (same as Phases 1-5)
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- LLM calls only for prose generation — all structural analysis is deterministic
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- tree-sitter@0.21.1 compatibility maintained
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- Templates are Markdown with simple mustache-style slots (no template engine dependency — string replacement)
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- Must work on OpenClaw codebase (4,325 files) as primary benchmark
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- Foxtrot repos are not available in this environment — design must work from any repo's graph snapshot
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- Memory budget: graph snapshots for OpenClaw are ~30MB JSON. In-memory graph with contract entities should stay under 500MB heap. If exceeded, implement streaming extraction (process files in batches, merge partial graphs).
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## Resolved Decisions
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1. **Tutorials:** Human-authored only. Flow traces inform but don't generate tutorials — domain knowledge required.
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2. **Design decisions:** Infer from commit history + semantic diffs AND parse `architecture.md` from each repo.
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3. **Cross-repo:** Both per-repo (reference) and unified (full Divio). Different audiences.
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4. **Mermaid diagrams:** Yes, via 7E. Three diagram types: dependency, sequence, contract.
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5. **Architecture.md ingestion:** Parsed and injected as LLM context for subsystem and explanation docs.
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6. **Flow traces are Explanation, not How-To:** Corrected Divio mapping. How-To deferred from MVP.
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7. **LLM output is not CI-tested:** All testable artifacts are deterministic JSON. LLM prose is a formatting pass evaluated by human review.
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