choiyounggi · choiyounggi · Sep 4, 2026 · Sep 4, 2026
@@ -14,7 +14,7 @@ follow the cross-pointers in their index or take the next matching seeded domain
 | [databases](wiki/databases/index.md) | **seeded** | Choosing a datastore/database type for a workload (relational vs document vs vector vs graph), designing schemas/tables/keys, choosing or evaluating indexes, writing or optimizing queries, choosing transaction/isolation behavior, surveying live data to derive a rule, verifying additive migrations |
 | [backend](wiki/backend/index.md) | **seeded** | Server-side application code — language-agnostic (`common/`: API contracts, call-site enumeration before a contract change, idempotency, JWT, timeouts/retries, caching, jobs, transactions in app code, shared state/pools, errors, consuming LLM APIs (completion validation, context budgeting), authoring agent-facing artifacts (binding instruction text, agent tool-surface granularity/parity), MAPE-aligned point-prediction calibration, consuming external-API responses, externally-owned defaults, object-storage references, sync-vs-async integration choice, WebSocket/SSE connection lifecycle) plus stack subtrees: `java/` (JPA, Spring proxies, JVM threads/memory), `node/` (event loop, promises, runtime validation, shutdown), `python/` (GIL/asyncio, pydantic, WSGI/ASGI workers, language traps, packaging data files with `importlib.resources`) |
 | [frontend](wiki/frontend/index.md) | **seeded** | Web UI code: state placement, rendering performance, in-UI data fetching (races, infinite scroll), auth token handling, forms, XSS-safe output, accessibility, agent-facing tool surfaces (WebMCP) |
-| [infrastructure](wiki/infrastructure/index.md) | **seeded** | CI/CD pipelines, secrets in build/deploy, container image builds, rollout/rollback strategy, observability (logs/metrics/alerting), per-environment/path-valued config, multi-agent orchestration (worker liveness signals, shared run state, tmux pane delivery, completion gates, worktree-isolated workers, autonomous ask-vs-rule decisions, session context/token budgeting) |
+| [infrastructure](wiki/infrastructure/index.md) | **seeded** | CI/CD pipelines, secrets in build/deploy, container image builds, rollout/rollback strategy, observability (logs/metrics/alerting), per-environment/path-valued config, multi-agent orchestration (worker liveness signals, shared run state, tmux pane delivery, completion gates, worktree-isolated workers, autonomous ask-vs-rule decisions, session context/token budgeting, a pre-built code knowledge graph as a freshness-gated orientation layer for planning) |
 | [testing](wiki/testing/index.md) | **seeded** | Writing or structuring automated tests: level choice, test-before-code ordering, cases/assertions, cross-layer effect scoping, test data, mock decisions, flaky tests (release-process quality → qa) |
 | [qa](wiki/qa/index.md) | **seeded** | Release-quality process: release gates, regression scoping, bug reports, severity/priority triage, evidence for completion claims, acting on code-review feedback, adversarial review of high-risk diffs, exploratory testing (guarded-path coverage, override matrices), scope-purity gates, sourcing deliverable documents from generated artifacts, verifying the quantitative claims in a document before publishing it, automated verification of document deliverables (spec/RFC gates) (writing automated test code → testing) |
 | [debugging](wiki/debugging/index.md) | **seeded** | Diagnosing a failure — finding what is wrong and why: reproducing, bisection, hypothesis testing, traces/logs, intermittent failures (fixing the diagnosed fault → its owning domain) |

@@ -26,9 +26,9 @@
   },
   "explore": {
     "kind": "cli",
-    "ref": "rtb-sourcecode",
-    "how": "find-references / read-definition for external repos and symbols",
-    "when": "step 1 — locating code, symbols, call sites (read-only)"
+    "ref": "graphify",
+    "how": "graphify explain \"<Symbol>\" --graph <root>/graphify-out/graph.json | head -40; graphify path \"<A>\" \"<B>\" --graph <root>/graphify-out/graph.json",
+    "when": "step 1 before opening source, and orchestrate Phase 2 leads — only after scripts/graph-freshness.sh printed fresh; a hit is a lead to confirm by search"
   },
   "design": {
     "kind": "mcp",

@@ -103,3 +103,4 @@ Append-only. Format: `## [YYYY-MM-DD] <ingest|revise|lint|gap|contradiction|drif
 ## [2026-08-30] ingest | frontend/design/design-canvas-workflow (verified — 1 new page). Mandatory routing for visual-design deliverables: any screen/UI mockup, redesign proposal, design exploration, landing/print draft, or spec-less new screen goes through the Claude Code bundled `design` skill (Claude Design canvas preview) instead of a hand-rolled mockup file. Distilled from the full skill text (v2.1.236 bundle, read in-session 2026-08-30): step-zero pixel-perfect codebase match with exact resolved token values (no 4/8px rounding), settle-the-aesthetic-with-the-user via 2–4 axis-named low-fi direction artboards (self-chosen aesthetics = the documented slop path), the one static-vs-clickable scoping question, working-file custody + same-artifact republish (GUI-edited canvases read back as untrusted data), artboard-based option exploration with stable names and honest tradeoffs, literal copy vs few cross-cutting tweak levers, flex/grid+gap layouts that survive direct-manipulation edits, 44px/12pt scale floors + SVG-not-emoji icons + no fake OS chrome, copyrighted-designs refusal rule, and show-it-say-little handoff with a post-handoff recheck. Internal skill machinery (payload/seed/contract) deliberately NOT ingested — version-specific and owned by the skill itself. Edge cases carve the boundary: approved-spec implementation and live-site audits route to anti-slop-visual-design/responsive-layout and design-review tooling, not the canvas. frontend/index.md routing intro extended (visual-design deliverables) and design section +1 row, placed first as the phase gate. Related links added both ways (anti-slop-visual-design, responsive-layout, html-in-canvas).
 ## [2026-08-30] revise | frontend/design/design-canvas-workflow — agent-gate Check 3 remediation (PR #164). The gate's fact finding was half right: its "no skill named `design` exists" conclusion is refuted by ground truth (the skill is listed in the authoring session's available-skills roster as `design: Create a design canvas…` and its bundled payload exists on the authoring machine's disk; the reviewer's CI environment lacks the preview, and it conflated the skill with the unrelated `/design-sync` component-upload tool) — but the verifiability objection stands: the skill is an early research preview absent from public docs, so a single un-fetchable in-session source cannot carry `confidence: verified`. Fixed per AGENTS.md: confidence downgraded to field-tested with the experience context stated in the body; two live-fetched public sources added (anthropic.com/news/claude-design-anthropic-labs — official Claude Design product announcement, research preview, Claude Code handoff; explainx.ai 2026 post — /design ships in Claude Code as a research-preview command producing editable artboards via the Artifacts runtime); the mandatory-routing directive and the frontend/index.md load-when line conditioned on the skill appearing in the session's available-skills list, with the existing no-skill edge case as the explicit fallback; the unverifiable "design-review skill" name-drop in the audit edge case generalized to session-provided audit tooling.
 ## [2026-09-03] ingest | databases/selection — new category: datastore selection by workload (4 pages: choosing-a-datastore-by-workload, relational-jsonb-vs-document-store, vector-search-engine-selection, graph-workloads-relational-vs-graph-db); brave-search research, sources cited per page
+## [2026-09-04] ingest | infrastructure/agent-orchestration/code-graph-as-orientation-layer (field-tested — 1 new page). A locally built code knowledge graph (graphify) is a freshness-gated, lead-not-evidence orientation layer for planning and parallel task decomposition: gate on graph mtime vs git log, symbol-anchored explain/path only, CLI delivery with bounded output, graph-derived assumptions named in reports. Sources: Developers Digest, AQ Score, Autonoma, Tiare Balbi, graphify README + measurements on graphifyy 0.4.23.