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by shingo imotasimota/agent-skills85 stars
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Orchestrating multi-specialist task chains and scope-adaptive product delivery: classifies intent, selects and executes the minimum viable chain, aggregates results, and verifies acceptance criteria. For multi-domain tasks, build-first delivery, and product lifecycle execution.

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referencecartograph-recipe.md

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cartograph — Multi-repo reverse-engineering → bird's-eye diagrams + design document

Purpose: Full phase contract for the cartograph Recipe — take a target feature or system that spans multiple repositories, reverse-engineer it from the code itself (white-box, own/accessible source — not black-box observation), stitch the per-repo reads into one cross-repo model, and produce a bird's-eye overview (aggregated architecture diagrams) + a design document that explains how it actually works. Writes no product code — the deliverable is documentation (diagrams + design doc), grounded in code evidence. The comprehension-and-documentation member of the ecosystem: where delve excavates one shipped feature in one codebase for evolution directions through dialogue, cartograph maps how an existing feature/system is architected across many repositories and documents it.

Read when: Executing the cartograph Recipe. Authored to reference/recipe-contract.md (all 8 elements).


What cartograph is for

A user has a feature or system whose implementation is scattered across multiple repositories — a web frontend repo, a BFF, two backend services, a shared library, an infra repo — and no single up-to-date document explains how the pieces fit. They (a new team member, an architect, an auditor) want a bird's-eye view: aggregated architecture diagrams that show the components, the boundaries, and where the feature crosses repo lines, plus a design document that reconstructs the design from the code. The deliverable is a named Cartography Map — cross-repo architecture diagrams + a design document + a per-repo breakdown, every element grounded in a code citation.

cartograph exists because reverse-engineering a cross-repo feature into a coherent overview has a method distinct from the single-agent comprehension tools. lens comprehends one codebase; atlas analyzes one repo's architecture; canvas draws a diagram from one input; none of them read N repos independently, correlate the feature across the seams between them (API calls, events, shared contracts), and synthesize a single grounded bird's-eye model + design doc. That is exactly a controlled multi-agent protocol: scope the repo set + feature boundary → map each repo independently → correlate across the seams → synthesize the bird's-eye model → draw the diagrams → author the design doc → verify every claim is grounded.

Grounded-by-construction (doc-grade discipline): every component, edge, and design-decision in the output traces to a code citation (repo/path:line or a named artifact). Reconstructed intent ("this queue exists to decouple X from Y") is marked as inferred and separated from observed structure; where the code does not reveal the answer, the recipe writes UNKNOWN, never a plausible fabrication (doc-quality-protocol W4-W6). A diagram edge with no code evidence is a defect, not a helpful guess.

Default Mode: AUTORUN (with a SCOPE gate)

cartograph writes no product code and ships nothing executable, so it runs autonomously by default — but a cross-repo read starts with an ambiguous boundary (which repos, which feature, how deep, for whom), so the SCOPE gate is contract-level: the resolved repo set + feature boundary + reader + diagram set is confirmed before the expensive per-repo mapping fan-out. Unlike delve/spec this is a scope/blast-radius gate, not a knowledge-juncture dialogue — cartograph is a comprehension recipe, not a dialogue recipe. The one optional human touchpoint beyond it is the Mode-conditional design-intent confirmation in SYNTHESIZE (GUIDED/INTERACTIVE only): a lightweight validation of inferred design rationale by an owner who knows it — still not a dialogue, and skipped under headless AUTORUN. Escalate to GUIDED when the repo set is large (≥ 5) or the feature boundary is fuzzy. There is no destructive-action gate (read-only over source; writes only the doc/diagram files under docs/).


Scope resolution

  • cartograph <feature> — reverse-engineer a named feature/system. Nexus resolves the repo set from the workspace (sibling repos, a manifest, a monorepo's packages, or the user-supplied list). The default form.
  • cartograph <feature> repos=a,b,c — the repo set is supplied explicitly (paths or clone URLs); skips repo discovery.
  • cartograph with no feature → whole-system map (the broad form): map the entire cross-repo system rather than one feature. Defaults to confirm-before-launch (a whole-system sweep is higher-stakes) and caps the SYNTHESIZE/DIAGRAM output to the top-N subsystems by centrality (default 8) — centrality = seam-degree in the CORRELATE cross-repo graph (inbound + outbound typed edges; tie-break by breadth of exposed public surface), so the most-connected subsystems win the diagram budget — the long-tail recorded as "not expanded", never silently dropped.
  • cartograph resume — re-enter from the last checkpoint (see Resume).

Single-repo degradation: if only one repo is in scope, CORRELATE degrades from cross-repo seams to cross-module seams within that repo and the recipe still delivers a valid overview — but a single large repo is usually better served by lens/atlas direct (see Boundaries). cartograph's headline value is the cross-repo correlation.


Phase contract

SCOPE → MAP → CORRELATE → SYNTHESIZE → DIAGRAM → DOCUMENT → VERIFY

Judgment/comprehension throughout — Claude-owned (Lens/Atlas/Magi/Canvas/Scribe/Judge); there is no code-gen phase, so no Codex routing for production. The one exception is VERIFY: the grounding gate may route its sampled-claim check to a second engine (e.g. Codex) for prior-diversity on high-stakes maps — verification is not code generation (see Phase 7).

Phase 1 — SCOPE (resolve the repo set + feature boundary + reader + revision)

Establish what to map, for whom, and at which revision before mapping it — an unbounded "map everything" is the recipe's first failure mode (engine calls: see Chain template). Produce a scope sheet:

  • the repo set (with each repo's one-line role) + each repo's pinned revision — the commit SHA + read timestamp the map is grounded against, so the doc can state "accurate as of repo@sha" and staleness is later detectable (see VERIFY grounding attestation);
  • the feature boundary (in / out);
  • the reader/audience (new-hire onboarding · auditor · architect planning a change · …) — calibrates the doc's altitude and glossary depth in DOCUMENT (doc-quality W1-W3 reader contract);
  • the intended diagram set (system-context / component / sequence-per-flow / data-flow / cross-repo-dependency);
  • the doc outline;
  • a one-line topology question seeded for SYNTHESIZE: why is this system split across these repos? (deployment independence · org/Conway boundary · shared-platform reuse · historical accident) — captured from the user's tacit knowledge and/or Trail, fed to the design-decision ledger rather than left a blank UNKNOWN by default.
  • SCOPE gate (contract-level; AUTORUN cannot skip): present the scope sheet (3-6 lines: repos + pinned revisions, boundary, reader, diagram set). The user confirms/corrects the repo set + feature boundary + reader + diagram set before the mapping fan-out. Mapping the wrong repos or an over-broad boundary is the expensive mistake this gate prevents. No-feature (whole-system) and ≥ 5 repos → confirm-before-launch (may escalate to GUIDED).
  • Draft init: on confirmation, write docs/architecture/<slug>.draft.md (status draft, scope sheet filled incl. pinned revisions + reader). See Resume.

Phase 2 — MAP (read each repo independently — parallel, hub-spoke)

Map each repo independently — independence is what keeps the reads unbiased and parallelizable (hub-spoke, no shared mutable state per _common/PARALLEL.md); per repo, Lens reads structure/data-flow/public surface, Atlas adds internal architecture when large/central, Trail adds history/why-the-split when rationale matters (engine calls: see Chain template).

  • Unmappable repo: a repo that cannot be read (no access, binary/vendored-only, or too large for the confirmed boundary) is not allowed to block the fan-out — record it as a stub node (name + best-known role + the reason it is unmapped) plus a recorded gap. It still counts as "present" for the VERIFY coverage check, flagged unmapped; its seams become open seams in CORRELATE.
  • Output per repo: a repo card — role · internal shape of the feature · exposed interfaces (the outbound/inbound contract surface) · owned data · citations. The exposed-interfaces list is the raw material CORRELATE stitches on.

Phase 3 — CORRELATE (stitch the seams — the cross-repo core)

The distinctive phase: connect the independent repo cards into one model by resolving the seams where the feature crosses a repo boundary — matching each repo's outbound call/event/dependency to another repo's inbound surface via Atlas/Gateway?/stream?/schema? (engine calls: see Chain template).

  • Resolve seam type per edge: sync call (HTTP/RPC) · async event/queue · shared library · shared datastore · build/deploy dependency. Each edge carries the citation on both ends (caller site + callee definition).
  • Unresolved-seam handling: an outbound call with no matching inbound surface found (or vice-versa) is recorded as an open seam (external dependency / unmapped repo / dead call), never silently dropped — it is a finding, not noise.
  • Output: a unified cross-repo model — nodes (components across all repos), edges (typed, cited seams), and the open-seam list.

Phase 4 — SYNTHESIZE (the bird's-eye model)

Magi synthesizes the correlated model into the bird's-eye architecture (layers, bounded contexts, the feature's end-to-end path); Atlas names the architectural style + the load-bearing design decisions, including the repo-topology rationale from the SCOPE topology question — why the split exists (engine calls: see Chain template). Reconstruct intent here, under discipline: an inferred design decision ("the BFF exists to aggregate the two backends for the mobile client") is labeled inferred and tied to the structural evidence that suggests it; where intent is not recoverable from code, write UNKNOWN (doc-quality W4-W6). Separate observed structure (high confidence, cited) from inferred rationale (marked, evidence-linked).

  • Completeness count (denominator-driven, not a re-read): count the synthesized model against the Phase-2 repo-card inventory — every card (incl. stub nodes) accounted for, every seam resolved or recorded. This is a coverage arithmetic check with an explicit denominator, not a "re-verify your work" instruction (OPUS_5_AUTHORING.md P9 forbids the latter: Opus 5 self-verifies, and adding the instruction only buys over-verification). Gaps feed the VERIFY loop.
  • Design-intent confirmation (Mode-conditional checkpoint; not contract-level): under GUIDED/INTERACTIVE — or whenever a human is in the loop and the invoker plausibly owns the system — present the design-decision ledger (each inferred/UNKNOWN rationale, ≤ 5-7 lines) for the owner to ratify, correct, or fill. A ratified item is re-labeled confirmed-by-owner (promoted out of inferred/UNKNOWN); this is the cheapest, highest-value grounding upgrade cartograph has, because the invoker frequently knows the intent the code cannot show. It is a validation checkpoint, not dialogue — cartograph remains a comprehension recipe (contrast delve's three knowledge-junctures). Under pure AUTORUN/AUTORUN_FULL with no human present, skip it and leave items inferred/UNKNOWN — never fabricate a confirmation.
  • Output: the bird's-eye model — the overview architecture + the end-to-end feature path + the design-decision ledger (observed · inferred · confirmed-by-owner · UNKNOWN).

Phase 5 — DIAGRAM (the visual bird's-eye view)

Canvas renders the aggregated visuals from the model (Mermaid by default; draw.io/ASCII per canvas conventions) — multiple diagram types, each serving a different altitude:

  • System-context / component diagram — the bird's-eye layer: all repos/services as nodes, the typed seams as edges (the headline artifact).
  • Sequence diagram(s) — the feature's key end-to-end flow(s) across repos (request → BFF → services → data).
  • Data-flow / ER diagram — where the feature's data lives and moves, across the repos' stores (when a data surface exists).
  • Cross-repo dependency diagram — library/build/deploy dependencies between repos.
  • Every diagram node/edge is traceable to a model element (which is itself cited); no node exists that CORRELATE did not establish.

Phase 6 — DOCUMENT (the design document)

Scribe[author the design document — HLD altitude, pitched to the reader/audience fixed in SCOPE: a new-hire onboarding doc, an auditor's doc, and an architect's refactor-planning doc differ in altitude and glossary depth] embedding the DIAGRAM artifacts. Follows reference/doc-quality-protocol.md (reader contract W1-W3, grounding W4-W6, coherence W7-W9, summary-first readability W10-W11). Standard outline:

  • Overview — what the feature/system does + the bird's-eye diagram, summary-first.
  • Repo breakdown — per repo: role · the feature's slice in it · exposed interfaces · owned data (from the repo cards).
  • Cross-repo interactions — the typed seams + the sequence diagram(s); how the feature flows end-to-end.
  • Data & contracts — the data-flow/ER + shared-contract analysis (+ any version/contract mismatch flagged in CORRELATE).
  • Design decisions — observed structure · inferred rationale · confirmed-by-owner · UNKNOWN (from SYNTHESIZE), each labeled and cited (or owner-attested), incl. the repo-topology rationale.
  • Open questions & gaps — open seams, UNKNOWN intents, unmapped (stub) repos, not-expanded subsystems — recorded honestly.
  • Glossary — the domain terms, unified across repos (repos often name the same concept differently — CORRELATE's reconciliation lands here).

Phase 7 — VERIFY (grounding gate — the recipe's quality bar)

The output is only as good as its grounding. Producer ≠ verifier (the checker is not Scribe/Canvas):

  • Grounding check: Judge/Attest[sample the diagram edges and design-doc claims → each must resolve to a real code citation at the pinned revision]. A fabricated component, a seam with no code on one end, or an inferred rationale presented as fact fails the gate. This is cartograph's core discipline (the analog of clone's differential-parity): claims are evidence-bound, and anything unverified is labeled, never asserted. confirmed-by-owner rationale is exempt from citation resolution but recorded as owner-attested, not code-grounded.
  • Cross-engine grounding (option — prior-diversity): on a high-stakes map (whole-system, ≥ 5 repos, or an audit deliverable), route the sampled-claim check to a second engine (e.g. Codex) so the verifier's priors differ from the Claude producer's — the same prior-diversity discipline as _common/ADVERSARIAL_REFUTATION.md. Verification is not code generation, so this does not violate the no-Codex-for-production rule.
  • Doc Quality Gate (W12): the design doc passes the reader-contract / coherence / grounding checks of reference/doc-quality-protocol.md.
  • Coverage check: every in-scope repo appears in the model and doc as mapped-or-stub (an unmapped stub node satisfies presence but is flagged); every seam is typed-or-open; no in-scope repo silently missing.
  • Coverage / grounding loop: if the gate finds fabricated/unsupported elements, missing components, or unresolved coverage, loop back to CORRELATE (missing seam) or SYNTHESIZE (missing/ungrounded model element) — bound + exit vocabulary: see Termination bound below. On any non-ACCEPT exit, finalize the map with the open seams / UNKNOWNs explicit + the residual gap — never silently ship an ungrounded diagram, never loop past marginal value.
  • Finalize: promote docs/architecture/<slug>.draft.md → docs/architecture/<slug>.md with diagrams embedded/linked and the pinned revisions stamped in a grounding attestation (repo@sha, read at <timestamp>).

Termination bound

The Phase 7 coverage/grounding loop: loop ≤ 3 cycles (default 3) (recipe-contract §2). Exit vocabulary: ACCEPT/target-met | diminishing-returns (Δ < ε) | cap-reached | BLOCK. Non-ACCEPT exit → finalize with open seams + UNKNOWNs + residual gap explicit. SCOPE/MAP/CORRELATE/SYNTHESIZE/DIAGRAM/DOCUMENT are single-pass (MAP fans out in parallel but does not loop).

Confirm / safety gate

  • Default Mode AUTORUN with the SCOPE gate (contract-level; AUTORUN cannot skip) — full gate content: see Phase 1 SCOPE.
  • Design-intent confirmation (Mode-conditional, not contract-level): owner ratification of the design-decision ledger under GUIDED/INTERACTIVE — full gate content: see Phase 4 SYNTHESIZE. Skipped under headless AUTORUN.
  • Confirm-before-launch when run with no feature (whole-system map) or the repo set is ≥ 5.
  • No destructive-action gate — cartograph is read-only over source and writes only documentation under docs/architecture/ (same posture as delve/charter: no code, nothing shipped). Escalate to GUIDED for a fuzzy boundary / large repo set.

Resume

Checkpoint-resume (recipe-contract §4): cartograph has ≥ 4 phases, so it persists phase outputs at each boundary to docs/architecture/<slug>.draft.md (SCOPE → scope sheet incl. pinned revisions + reader; MAP → repo cards incl. any stub nodes; CORRELATE → cross-repo model + open seams; SYNTHESIZE → bird's-eye model + design-decision ledger incl. any confirmed-by-owner; DIAGRAM → diagram sources; DOCUMENT → draft doc; VERIFY → grounding results + loop trajectory) with a current-phase marker. cartograph resume reads the draft, summarizes progress in 3-5 lines, and continues from the last successful boundary — never silently restarts from SCOPE. On VERIFY-ACCEPT the draft is promoted and the .draft.md archived/removed.

Output — Cartography Map

NEXUS_COMPLETE with the base ## Nexus Execution Report plus the named Cartography Map:

  • Scope sheet — repo set (+ roles + pinned revisions repo@sha) · feature boundary · reader/audience · diagram set (SCOPE).
  • Bird's-eye diagrams — system-context/component · sequence(s) · data-flow/ER · cross-repo dependency (DIAGRAM), each traceable to the model.
  • Design document — overview · repo breakdown · cross-repo interactions · data & contracts · design decisions (observed vs inferred) · open questions · glossary (DOCUMENT), at docs/architecture/<slug>.md.
  • Design-decision ledger — observed structure · inferred rationale · confirmed-by-owner · UNKNOWN, each labeled + cited (or owner-attested) (SYNTHESIZE).
  • Open seams & gaps — unresolved seams, UNKNOWN intents, unmapped (stub) repos, not-expanded subsystems — recorded, never dropped.
  • Grounding attestation — VERIFY result: sampled claims/edges → citation-resolved at the pinned revision (repo@sha, read at <timestamp>); cross-engine verifier if used; loop trajectory + exit reason.
  • Follow-ups — recommended next recipe per gap (delve to evolve one mapped feature · anneal to brush up a design weakness the map surfaced · migrate if the map reveals a wholesale change · charter to turn the map into a delivery plan · spec to specify a change to a mapped seam).

Failure Modes Prevented

Failure Mitigation
Fabricated architecture (drawing components/edges that aren't in the code) VERIFY grounding gate — every node/edge resolves to a citation; producer ≠ verifier (optionally a cross-engine verifier for prior-diversity)
Plausible-but-wrong intent (asserting why a design exists when the code doesn't say) SYNTHESIZE separates observed structure from inferred rationale; UNKNOWN over fabrication (doc-quality W4-W6)
Owner knowledge left on the table (marking intent UNKNOWN/inferred when the invoker actually knows it) SYNTHESIZE Mode-conditional design-intent checkpoint — owner ratifies inferred/UNKNOWN → confirmed-by-owner
Topology left unexplained (a cross-repo doc that never says why the split exists) SCOPE topology question + Trail; the repo-split rationale lands in the design-decision ledger
Mapping the wrong / too many repos (unbounded "map everything", or expanding every subsystem) SCOPE gate confirms the repo set + feature boundary before the fan-out; no-feature form caps to top-N by centrality, long-tail recorded not dropped
Missed seams (a cross-repo call/event silently absent from the map) CORRELATE matches outbound↔inbound surfaces + records open seams; VERIFY coverage check
A repo that can't be read silently vanishes (no access / binary-only blocks the fan-out or drops the repo) MAP records it as a stub node + recorded gap; VERIFY coverage counts it as unmapped-present, never silently missing
Repo-blindness (per-repo reads never stitched into one view) CORRELATE is a mandatory dedicated phase — the recipe's headline value, not an afterthought
Stale-on-delivery (diagrams that don't match current code) grounding is to the code at a pinned revision (repo@sha + timestamp in the scope sheet & attestation); citations let a reader re-verify against that exact baseline, not a moving target; open seams/UNKNOWNs are explicit

Boundaries / vs neighbors

Axis-bearing distinctions only; the routing itself lives in the Decision tree below.

  • vs delve — delve excavates ONE shipped feature via dialogue for evolution directions (forward, INTERACTIVE); cartograph maps a feature/system across multiple repos autonomously into diagrams + a design doc (backward). Axis: comprehend-and-document-across-repos vs excavate-one-feature-for-evolution.
  • vs charter — charter plans forward team + work from one repo; cartograph documents backward how a multi-repo system is built today. cartograph → charter turns the map into a delivery plan.
  • vs pdm (agent) — pdm reconciles planned scope (specs/issues/roadmap) against implemented code → a feature-inventory / gap report (plan-vs-code, read-only, single-agent). cartograph does pure code reverse-engineering → architecture diagrams + design doc; it compares nothing against a plan. pdm answers "what's built vs planned"; cartograph answers "how is it architected". A cartograph run may use pdm's inventory as a scoping input.
  • vs clone — external product's black-box surface rebuilt in code, verified by differential parity ↔ your own/accessible white-box source documented, verified by grounding.

Decision tree:

Want to understand an EXISTING system from its code (no code changes)?
  NO  → rebuild an external product?          → clone
        change an own-system wholesale?         → migrate
        evolve ONE shipped feature (dialogue)?  → delve
        plan the work / design a team?          → charter
        generate docs from a domain preset?     → package
  YES → is it ONE repo / a single diagram?     → lens / atlas / canvas direct (minimum viable chain)
        does it span MULTIPLE repos and need a bird's-eye overview + design doc?
              → cartograph
                    cartograph <feature>        → scoped cross-repo map
                    cartograph <feature> repos=… → explicit repo set
                    cartograph (no feature)     → whole-system map (confirm-before-launch, top-N)
                    a mapped feature to evolve   → cartograph → delve
                    a change the map revealed    → cartograph → migrate / spec
                    turn the map into a plan     → cartograph → charter

Scale

5-16 agents × the coverage loop (≤ 3 cycles). The low end is a scoped cartograph <feature> over 2 repos (SCOPE → Lens×2 → one Atlas correlation → Magi → Canvas → Scribe → one grounding check ≈ 6-8 agents). The high end is a whole-system map fanning Lens across many repos with Atlas/Gateway/Stream/Schema correlation, the full diagram set, and a grounding loop. Cost scales with repo count (the MAP fan-out) and diagram-set size, not lines of code — SCOPE is the cost governor (a tight feature boundary keeps each per-repo read shallow). Read-heavy, write-light; lighter than the execution recipes (no build/verify-code phases).

Shared protocols & Add-ons

  • Shared: doc authoring & grounding → reference/doc-quality-protocol.md (W1-W12: reader contract, UNKNOWN-over-fabrication, coherence, summary-first, Doc Quality Gate). Evidence-bound claims / producer≠verifier → reference/autonomy-quality-protocol.md (Q9-Q11: independent verification, evidence-bound claims, Acceptance Provenance). Per-repo parallel isolation → _common/PARALLEL.md (hub-spoke, no shared mutable state across repo reads). Diagram conventions (Mermaid/draw.io/ASCII) → canvas skill. Contested inference (is this really the design intent?) → _common/ADVERSARIAL_REFUTATION.md (light skeptic pass on high-stakes inferred rationale; also the prior-diversity basis for the optional cross-engine grounding check in VERIFY).
  • Add-ons: +Trail (history/why a seam was introduced and why the repo-split topology exists, in SCOPE/MAP), +Gateway (API-contract seam matching + version/breaking-change flag, in CORRELATE), +Stream (event/data-pipeline flow across services, in CORRELATE), +Schema (shared/duplicated data model across repos, in CORRELATE), +Grove (repo/directory structure detection, in SCOPE), +PDM (feature-inventory as a scoping input), +Ripple (blast-radius annotation when the map is a precursor to change), +Attest (grounding/citation-conformance in VERIFY), +Sherpa (decompose a large whole-system map into per-subsystem passes).

Chain template

SCOPE (Grove?/Lens[detect repos + roles] + Lens[locate feature entry points per repo] → scope sheet) → ✓SCOPE-gate + draft-init → MAP ∥per-repo (Lens[structure + data flow + interface surface + owned data] +Atlas?[internal arch] +Trail?[history + why-split]; unmappable repo → stub node → repo cards) → CORRELATE (Atlas[cross-repo dep/integration graph] +Gateway?[API-contract seams] +Stream?[event/data flow] +Schema?[shared data model] → unified cross-repo model + open seams) → SYNTHESIZE (Magi[bird's-eye model + end-to-end path] + Atlas[design decisions incl. topology rationale] → observed vs inferred vs UNKNOWN; ✓design-intent confirmation) → DIAGRAM (Canvas[system-context/component ‖ sequence(s) ‖ data-flow/ER ‖ cross-repo dependency], every node/edge model-traceable) → DOCUMENT (Scribe[design doc, pitched to reader, diagrams embedded]) → VERIFY (Judge/Attest[grounding @pinned-revision, producer≠verifier] + Doc Quality Gate W12 + coverage check (mapped-or-stub); ⟲ back to CORRELATE/SYNTHESIZE on ungrounded/missing) → promote docs/architecture/<slug>.md + pinned-revision attestation [NO CODE]

Gate content, loop bound, and exit vocabulary are not restated here — see each Phase contract, § Termination bound, and § Confirm / safety gate. Resumable via cartograph resume from the draft's current-phase marker; hands off to delve / anneal / migrate / charter / spec per surfaced gap.

Source: SKILL.md on GitHub

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