META-MESA — Skill Atlas & Gap Detection
DITEMPA BUKAN DIBERI — Intelligence is forged, not given.
The mesa above the terrain. See the whole. Find the missing. Route the right.
What This Skill Is
This is the meta-skill — a skill about skills. It provides:
- Inventory — live multi-surface counts (not a frozen “35”)
- Gap detection — missing, thin, dual-named, harness-divergent
- Routing — given a task and harness, which skill(s) to load
- Health scoring — freshness, collision, catalog vs view drift
- Cross-harness unification — AAA catalog ↔ CLI agent views
It does NOT execute, judge, or seal. It classifies, routes, and illuminates.
Iron rule: AAA is the catalog. Harnesses are views. Do not invent parallel catalogs.
Ops skill: skill-unification (AAA + mesh views) — alias/mesh/boot contract.
Live atlas (T₁): /root/A-FORGE/forge_work/2026-07-12/GROK-CLI-AAA-SKILL-UNIFICATION-ATLAS.md
JSON: …/GROK-CLI-AAA-SKILL-UNIFICATION-ATLAS.json
§0. MULTI-HARNESS UNIFICATION (Grok × CLI × AAA) — 2026-07-12
Architecture
BOOTSTRAP_MANIFEST (9 universals) ← always first
↓
AAA/skills (catalog + V3 registry) ← sole named truth
+ .agents/skills (doctrine/stage) ← shared federation core
↓ symlink mesh
~/.grok | ~/.claude | ~/.codex ← views (+ harness-native)
↓ separate trees
Hermes categories | Kimi roles | OpenClaw owned
Live inventory (OBSERVED T₁)
| Surface |
Count |
Role |
Grok ~/.grok/skills |
116 resolvable |
View: AAA 67 + agents 37 + native 12 |
AAA /root/AAA/skills |
70 top-level + substrate/knowledge |
Catalog |
| V3 registry |
63 logical (6+3+54) |
Short names |
.agents/skills |
43–50 |
Stage/domain doctrine |
| Claude / Codex |
104 / 107 |
Same mesh (symlink) |
| Hermes |
180 SKILL.md / 34 cats |
Category tree — not flat mesh |
| Kimi |
7 role contrast skills |
Local, not catalog |
| Legacy meta-mesa claim |
37 |
STALE — do not use |
Grok native keepers (harness-only)
arif-governed-autonomous-execution · grok-zen-aaa-substrate · grok-federation-skill-upgrader · orthogonal-skill-update · create-skill · check-work · help · imagine
Pruned (2026-07-12): docx · pptx · xlsx · code-review → ~/.grok/skills/.deprecated/
Dual-name gap — SEALED (2026-07-12)
Machine table (63/63 RESOLVED): /root/AAA/skills/SKILL_ALIAS_TABLE.json
Human: A-FORGE/forge_work/2026-07-12/SKILL_ALIAS_TABLE.md
Hermes bridge: A-FORGE/forge_work/2026-07-12/HERMES-V3-DOMAIN-BRIDGE.md
Mesh sync: bash /root/AAA/skills/scripts/skill-mesh-sync.sh [--apply|--check]
| V3 short |
Primary disk path |
kernel-bind … audit-seal |
AAA/skills/substrate/<name> |
know-* |
AAA/skills/knowledge/<name> |
meta-atlas |
meta-mesa-skill-atlas |
geo-* |
geox-* / geological-artifact-rigor / prospect-maturation-workflow |
wealth-thermo |
wealth-capital-thermodynamics |
forge-verbs / forge-exec |
kernel-verbs-aforge-hands |
| (full list) |
see JSON |
Unification phases — status 2026-07-12
- AUTHORITY — ✅ AAA + V3 sole catalog
- ALIAS TABLE — ✅ 63/63 sealed JSON
- PROFILES — ✅
grok + opencode in V3
- META-MESA REFRESH — ✅ v1.2.0+
- MESH SYNC — ✅ script + applied (substrate/knowledge links)
- HERMES BRIDGE — ✅ category→domain doc
- PRUNE — ✅ Grok docx/pptx/xlsx/code-review →
.deprecated
- BOOT GATE — ✅ documented below + BOOTSTRAP_MANIFEST
BOOT GATE (all CLI agents)
BIND → GROUND → ROUTE → RECALL → VERIFY → SEAL → KNOW → READY
Only after READY may domain skills load. Source: AAA/skills/BOOTSTRAP_MANIFEST.json (9 universals).
Harness load packs
| CLI |
Always |
On demand |
| Grok |
BOOTSTRAP 9 + arif-governed + grok-zen-aaa-substrate |
Domain via this atlas / V3 |
| Claude / Codex |
BOOTSTRAP 9 + mesh |
Same domain pack |
| Hermes |
arifos-auto-init + seven-zen + federated-skill-architecture |
Category skill |
| OpenClaw |
openclaw-agentic + memory |
ops / a2a |
| Kimi |
role contrast skills |
forge / dev |
Anti-patterns (multi-harness)
| Anti-pattern |
Remedy |
Copy skill bodies into every ~/.X/skills |
Symlink to AAA / .agents |
| Second “Grok catalog” of 100+ natives |
Keep ≤12 harness keepers |
| Flatten Hermes into AAA |
Bridge map only |
| Route by V3 short name without path |
Resolve via alias table |
| Trust meta-mesa “37 total” |
Re-probe disk / use §0 |
§1. THE SEVEN STAGES (Constitutional Pipeline)
The golden path. Every governed action flows through these stages.
| # |
Skill |
Stage |
Role |
Risk |
Key Output |
| 000 |
000-init-intent-classify |
1 |
Entry gate |
HIGH |
loop_class, required_organs, blast_radius, next_lawful_call |
| 111 |
111-sense-evidence-observe |
2 |
Evidence binding |
HIGH |
evidence_table, epistemic_tags, contradiction_scan, gaps |
| 333 |
333-mind-plan-generate |
3 |
Plan generation |
HIGH |
3+ candidate_plans, falsification_checks, DAG |
| 666 |
666-heart-critique-stress |
4 |
Consequence scan |
CRITICAL |
risk_register, dignity_check, posture_recommendation |
| 888 |
888-judge-verdict-render |
5 |
Verdict |
CRITICAL |
SEAL / SABAR / HOLD / VOID |
| 010 |
010-forge-execute-warrant |
6 |
Execution |
CRITICAL |
execution_receipt, rollback_path |
| 999 |
999-vault-seal-immutable |
7 |
Memory |
HIGH |
VAULT999 record, lineage, lessons |
Stage Gaps (What Falls Between)
| Gap |
Between |
Impact |
Mitigation |
| No priority queue |
000 → 111 |
Multiple intents compete, no ordering |
Manual triage; future: session-state priority field |
| No evidence freshness decay |
111 |
Evidence ages but no re-observation trigger |
Use arif_observe freshness_weight on recall |
| No cost estimation |
333 |
Plans don't estimate compute/API/human cost |
Add cost column to plan steps manually |
| No plan revision loop |
666 → 333 |
SABAR/HOLD doesn't auto-revise plan |
888 judge can route back to 333 |
| No temporal cascade modeling |
666 |
Consequences are static snapshots |
Use wealth_monte_carlo_simulate for temporal |
| No verdict expiration |
888 → 010 |
Old SEAL could authorize stale execution |
Check seal timestamp at 010 |
| No partial execution handling |
010 |
Step 3/5 failure = undefined state |
Define per-plan partial-rollback strategy |
| No vault retrieval |
999 |
Write-only from skill perspective |
Use arif_vault_query for read path |
§2. DOMAIN SKILLS BY ORGAN (legacy inventory — prefer §0 + SKILL_ALIAS_TABLE.json)
GEOX — Earth Intelligence (7 skills, THICK coverage)
| Skill |
Purpose |
geox-constitution |
Constitutional floors, epistemic style, HOLD triggers |
geox-claim-grammar |
Claim YAML schema, multi-hypothesis mandate |
geox-earth-evidence |
Evidence discipline, artifact refs, handoff protocol |
geox-epistemic-ladder |
7-rung ladder, iron rule (lower beats higher) |
geox-petrophysics-bounds |
Vsh, porosity, Sw, AI, permeability QC |
geox-contradiction-engine |
7 contradiction types, multi-hypothesis scanner |
geox-redteam-hantu |
Anti-hallucination, F9 enforcement |
WEALTH — Capital Intelligence (4 skills, GOOD coverage)
| Skill |
Purpose |
wealth-capital-thermodynamics |
13 primitives grounding all WEALTH computation |
wealth-capital-reasoning |
POS, EMV, valuation, governed consequence |
wealth-collapse-signature |
7 institutional failure patterns |
wealth-law-anthropology |
Malaysian law: faraid, KTN, MA63, Syariah, adat |
Infrastructure (8 skills)
| Skill |
Domain |
Purpose |
mcp-mastery |
MCP |
Trust surface, protocol, tool forging, transport |
mcp-apps-builder |
MCP |
SEP-1865 interactive HTML UI in conversations |
webmcp-site-builder |
MCP |
WebMCP sites, W3C origin trial |
github-operations |
Git |
Issue triage, PR review, CI diagnostics |
federation-observability |
Ops |
OTEL, Prometheus, Grafana, LGTM |
hf-mastery |
ML |
Governed HuggingFace: hub, datasets, inference, fine-tune |
iron-shell-render |
Web |
Three-layer site architecture |
forge-document-intelligence |
Document |
EMD stack (Encode-Metabolize-Decode) — VLM perception, provenance, governed action |
Forge & Agent (3 skills)
| Skill |
Purpose |
aforge-execution |
Build, deploy, verify. Gated by SEAL. |
agentic-builder |
Build governed agents: identity, skills, tools |
skill-creator |
Bootstrap, design, package new skills |
General / Meta (4 skills)
| Skill |
Purpose |
apex-theory |
Physics + math + symbolic code + meaning |
entropy-thermo-zen |
Thermodynamic entropy management (TZQ) |
agentic-fitness-law |
Fitness law, extinction pressures, immune system for tools/agents |
symbolic-order-trust-architecture |
Structural trust mapping |
Symbolic Order (2 of 5 planned)
| Skill |
Purpose |
symbolic-order-collective-bias |
Detect population-level bias via naming game |
symbolic-order-trust-architecture |
Trust symmetry violations |
WELL — Human Readiness (1 skill, THIN)
| Skill |
Purpose |
well-substrate-readiness |
Vitality, fatigue, dignity. Reflect only. |
AAA — Control Plane (1 skill, THIN)
| Skill |
Purpose |
aaa-cockpit |
Agent registry, session cockpit, A2A gateway |
A2A / Federation (1 skill)
| Skill |
Purpose |
a2a-federation-builder |
Agent Cards, JSON-RPC /a2a, federation directory |
§3. GAP REGISTER — Missing Skills
3A. Referenced But Do Not Exist (Phantom Skills)
Cleaned 2026-07-03: Phantoms replaced with actual tool alternatives. Remaining = PLANNED skills only.
| Missing Skill |
Status |
Function |
070-lock-humility-godel |
✅ CLEANED → arif_think mode=verify + 666-heart-critique-stress |
Final epistemic gate before SEAL-grade claims |
034-dag-plan-orchestrate |
✅ CLEANED → 333-mind-plan-generate |
Multi-step execution graph for cross-organ work |
444-route-organ-direct |
✅ CLEANED → arif_route + tools-embodiment-application |
Organ routing and direct addressing |
950-seal-vault-audit |
✅ CLEANED → arif_seal mode=verify |
Vault999 seal verification and chain audit |
geox-basin-interpreter |
✅ CLEANED → geox_basin directly |
Upstream O&G basin interpretation for Petronas |
090-check-tool-preflight |
✅ CLEANED → 666-heart-critique-stress |
Tool preflight check |
symbolic-order-solidarity-monitor |
🔵 PLANNED |
Calhoun Phase C population-level detection |
symbolic-order-mythic-attestor |
🔵 PLANNED |
Sacred domain violation detection |
symbolic-order-layer-governance |
🔵 PLANNED |
L1/L2/L3 hierarchy enforcement |
3B. Entirely Missing Domains (No Skill Exists)
| Missing Domain |
Organ |
Impact |
Priority |
| arifOS kernel operations |
arifOS |
No domain skill for session lifecycle, world model, kernel internals |
P2 |
| VAULT999 deep operations |
arifOS |
No receipt/chain/hash management skill |
P3 |
| HERMES/ASI Telegram agent |
555-ASI |
No skill despite SOUL.md existing at /root/.hermes/SOUL.md |
P3 |
| Docker/container management |
Infrastructure |
VPS has 17 hostinger tools, no container skill |
P4 |
| DNS/Cloudflare management |
Infrastructure |
No skill for DNS, Workers, R2, Pages |
P4 |
| Database operations |
All organs |
No PostgreSQL/Supabase schema management skill |
P4 |
| WEALTH stock analysis deep |
WEALTH |
12 modes of wealth_stock_analysis, no dedicated skill |
P3 |
| WEALTH personal finance |
WEALTH |
D1 personal scope, no dedicated skill |
P4 |
Document intelligence |
A-FORGE |
Filled 2026-07-02 — forge-document-intelligence forged |
✅ FILLED |
3C. Thinly Covered Organs
| Organ |
Current Depth |
What's Missing |
| WELL |
1 skill |
Sleep science, fatigue modeling, cognitive depletion, metabolic flux, dignity enforcement patterns |
| AAA |
1 skill |
A2A mesh routing details, cockpit React dashboard, deliberation integration, agent lifecycle |
| Symbolic Order |
2 of 5 |
solidarity-monitor, mythic-attestor, layer-governance — cluster is incomplete |
§4. ROUTING TABLE — Which Skill For Which Task
Given a natural-language intent, this table routes to the correct skill.
| Intent Pattern |
Skill to Load |
Why |
| "plan this" / "govern this" / "classify intent" |
000-init-intent-classify |
Stage 1 entry gate |
| "observe" / "gather evidence" / "what do we know" |
111-sense-evidence-observe |
Stage 2 evidence binding |
| "make a plan" / "generate options" / "how should we" |
333-mind-plan-generate |
Stage 3 planning |
| "stress test" / "what could go wrong" / "critique" |
666-heart-critique-stress |
Stage 4 consequence scan |
| "judge" / "render verdict" / "is this lawful" |
888-judge-verdict-render |
Stage 5 verdict |
| "execute" / "forge" / "build this" |
010-forge-execute-warrant |
Stage 6 execution |
| "seal" / "record" / "vault this" |
999-vault-seal-immutable |
Stage 7 memory |
| "seismic" / "well log" / "petrophysics" / "basin" |
geox-constitution + domain geox-* |
Earth intelligence gate |
| "NPV" / "IRR" / "capital" / "investment" |
wealth-capital-thermodynamics |
Capital primitives first |
| "collapse" / "institutional failure" / "Enron" |
wealth-collapse-signature |
Failure forensics |
| "Malaysian law" / "faraid" / "pusaka" / "MA63" |
wealth-law-anthropology |
Legal domain |
| "sleep" / "fatigue" / "vitality" / "dignity" |
well-substrate-readiness |
Human readiness |
| "build MCP tool" / "forge tool" / "MCP server" |
mcp-mastery |
MCP infrastructure |
| "build a website" / "iron shell" / "static site" |
iron-shell-render |
Site architecture |
| "GitHub PR" / "CI broken" / "issue triage" |
github-operations |
Git operations |
| "build an agent" / "new agent identity" |
agentic-builder |
Agent construction |
| "create a skill" / "new skill" |
skill-creator |
Skill creation |
| "entropy" / "cleanup" / "system chaos" |
entropy-thermo-zen |
TZQ framework |
| "fitness" / "tool evolution" / "why tools survive" |
agentic-fitness-law |
Fitness law + extinction pressures |
| "APEX" / "consciousness" / "physics of AI" |
apex-theory |
Theoretical framework |
| "A2A" / "agent communication" / "federation mesh" |
a2a-federation-builder |
Inter-agent surface |
| "bias" / "collective behavior" / "population" |
symbolic-order-collective-bias |
Social-symbolic |
| "trust" / "trust architecture" / "trust violation" |
symbolic-order-trust-architecture |
Trust mapping |
| "observability" / "tracing" / "metrics" |
federation-observability |
LGTM stack |
| "HuggingFace" / "model hub" / "fine-tune" |
hf-mastery |
ML governance |
| "PDF" / "OCR" / "scan" / "document" / "extract text" |
forge-document-intelligence |
EMD stack — VLM perception + provenance + governance |
| "what skill should I load" / "skill gap" / "skill audit" |
THIS SKILL (meta-mesa) |
Meta-routing |
§5. HEALTH SCORING — Skill Freshness
Run periodically to detect stale skills.
Per-Skill Health Check
skill_health = {
"name": str, # skill name
"version": str, # from frontmatter
"forged_date": str, # from frontmatter
"days_since_forge": int,
"references_count": int, # how many other skills reference it
"phantom_refs": int, # references to skills that don't exist
"has_prompt": bool, # prompts/ directory exists
"has_test": bool, # test coverage exists
"organ_coverage": float, # 0.0-1.0 depth for its organ
}
Federation Skill Health Summary
federation_skill_health = {
# T₁ 2026-07-12 — re-probe; do not trust frozen integers without fs check
"v3_logical_skills": 63, # AAA FEDERATED_SKILLS_REGISTRY_V3
"aaa_top_level_dirs": 70, # with SKILL.md (excl. deep archive noise)
"grok_resolvable": 116, # symlink mesh + 12 native
"claude_resolvable": 104,
"codex_resolvable": 107,
"agents_core": 43,
"hermes_skill_md": 180, # category tree, not mesh
"dual_name_debt": False, # alias table 63/63 sealed + audited
"body_homes": ["AAA/skills", ".agents/skills"], # doctrine_core dual body — honest
"thin_organs": ["WELL", "SYMBOLIC"],
"thick_organs": ["GEOX", "OPS", "META"],
"unification_maturity": 0.92, # audited multi-agent 2026-07-12
"collision_risk": float,
"stale_skills": int,
"coverage_score": float,
}
Stale Threshold
| Days Since Forge |
Status |
Action |
| 0-7 |
FRESH |
No action |
| 8-14 |
CURRENT |
Review on next session |
| 15-30 |
AGING |
Verify references still valid |
| 30+ |
STALE |
Audit needed, consider archive or refresh |
§6. CROSS-CUTTING CONCERNS — The Gaps Between Skills
These are capabilities that NO single skill covers but the federation needs.
6.1 Evidence Lifecycle (covers 111, but not full lifecycle)
| Phase |
Covered By |
Gap |
| Collection |
111-sense-evidence |
✅ |
| Tagging |
111-sense-evidence |
✅ |
| Contradiction detection |
111 + geox-contradiction-engine |
✅ |
| Freshness decay tracking |
NONE |
❌ No skill tracks evidence aging |
| Cross-session correlation |
NONE |
❌ No skill correlates evidence across sessions |
| Evidence provenance chain |
111 (partial) |
⚠️ Only table row, not full chain of custody |
| Evidence retirement |
NONE |
❌ No skill decommissions stale evidence |
6.2 Plan Lifecycle (covers 333, but not full lifecycle)
| Phase |
Covered By |
Gap |
| Generation |
333-mind-plan |
✅ |
| Multi-hypothesis |
333-mind-plan |
✅ |
| Revision after critique |
NONE |
❌ No 333↔666 feedback loop |
| Cross-plan conflict detection |
NONE |
❌ No concurrent plan conflict detection |
| Cost estimation |
NONE |
❌ No compute/API/human cost per step |
| Plan versioning |
NONE |
❌ No plan history tracking |
| Plan → execution handoff |
010-forge (consumes) |
⚠️ No explicit plan_id passing |
6.3 Operator Readiness (covers WELL, but only at stage 666)
| Check Point |
Currently |
Gap |
| Before planning (stage 333) |
❌ No WELL check |
WELL should gate plan generation |
| Before execution (stage 010) |
❌ No WELL check |
WELL should gate all T2/T3 actions |
| During critique (stage 666) |
✅ 666 integrates WELL |
Only place WELL is checked |
| Post-execution (after 010) |
❌ No WELL check |
Should verify operator wasn't overloaded |
6.4 Social-Symbolic Dimension (AGENTS.md declares it, no skill operationalizes it)
| Aspect |
Status |
| Collective bias detection |
✅ symbolic-order-collective-bias |
| Trust architecture mapping |
✅ symbolic-order-trust-architecture |
| Solidarity monitoring |
❌ Missing skill |
| Mythic domain violation |
❌ Missing skill |
| Layer governance (L1/L2/L3) |
❌ Missing skill |
| Institutional dynamics modeling |
❌ Not operationalized anywhere |
| Population behavior dynamics |
⚠️ Partial in wealth_monte_carlo_simulate population_mode |
§7. ANTI-PATTERNS
| Anti-Pattern |
Description |
Remedy |
| Skill overload |
Loading 5+ skills for a simple task |
Use this meta-skill to identify the MINIMUM skill set |
| Phantom reliance |
Referencing a skill that doesn't exist |
Run gap register (§3A) and forge missing skills |
| Organ mismatch |
Loading a GEOX skill for a WEALTH task |
Check routing table (§4) |
| Stage skipping |
Going straight to 010 without 000→111→333→666→888 |
Always start with 000-init-intent-classify |
| Single-skill tunnel |
Using only one skill when the task spans organs |
Load the cross-cutting concern from §6 |
| Stale skill |
Using a skill forged 30+ days ago without verification |
Check health score (§5) |
| Collision blindness |
Two skills covering the same capability differently |
Run collision detection on overlap |
§8. QUICK REFERENCE — Minimal Skill Set Per Task Type
| Task Type |
Minimum Skills |
Maximum Skills (if deep) |
| Simple observation |
000 |
000 + 111 |
| Code edit/build |
000 + 010 |
000 + 111 + 333 + 010 + 999 |
| Capital analysis |
000 + wealth-capital-thermodynamics |
000 + 111 + wealth-capital-thermodynamics + wealth-capital-reasoning + 666 + 888 + 999 |
| Geological interpretation |
000 + geox-constitution |
000 + 111 + geox-constitution + geox-earth-evidence + geox-epistemic-ladder + geox-contradiction-engine + 666 + 888 + 999 |
| Federation audit |
000 + entropy-thermo-zen |
000 + entropy-thermo-zen + this meta-skill + 999 |
| Tool / alias / fitness decision |
agentic-fitness-law |
000 + agentic-fitness-law + entropy-thermo-zen + 999 |
| Build new agent |
000 + agentic-builder |
000 + agentic-builder + skill-creator + a2a-federation-builder |
| Skill gap detection |
This meta-skill |
This meta-skill + skill-creator |
| Constitutional judgment |
000 + 888 |
000 + 111 + 333 + 666 + 888 + 999 |
| Infrastructure change |
000 + aforge-execution |
000 + 111 + 333 + aforge-execution + mcp-mastery + 010 + 999 |
| Document processing / OCR / PDF extraction |
000 + forge-document-intelligence |
000 + 111 + forge-document-intelligence + 666 + 888 + 999 (if high-stakes) |
§9. RECOMMENDATIONS — Priority Queue
2026-07-12: Prefer aliases, profiles, prune, mesh-sync over forging more skills.
Many §3B “missing domains” are now filled under long names (docker-, vault999-, infra-guardian, hermes categories).
| Priority |
Action |
Status / Why |
| P0 |
Alias table short→path |
✅ 63/63 + multi-agent audit |
| P0 |
V3 grok + opencode profiles |
✅ |
| P0 |
Mesh sync + check clean |
✅ |
| P0 |
Grok office prune |
✅ .deprecated |
| P0 |
Hermes bridge (no flatten) |
✅ |
| P0 |
Tombstone dual-state normalize |
✅ RESTORED_LIVE after auditor CAUTION |
| P1 |
Migrate high-traffic .agents geo/wealth bodies into AAA (optional) |
Open — honesty already documented as doctrine_core |
| P2 |
symbolic-order-solidarity-monitor |
Open |
| P3 |
well-fatigue-science |
Open |
| P3 |
Rewrite residual §2 phantom long-names to V3 |
Open (use alias table / §0 until then) |
§10. TELEMTRY
{
"skill_name": "meta-mesa-skill-atlas",
"version": "1.2.0",
"trigger_phrase": "{{trigger_phrase}}",
"selected_reason": "{{selected_reason}}",
"v3_logical": 63,
"grok_resolvable": 116,
"aaa_catalog_top": 70,
"dual_name_debt": false,
"unification_maturity": 0.92,
"atlas_artifact": "A-FORGE/forge_work/2026-07-12/GROK-CLI-AAA-SKILL-UNIFICATION-ATLAS.md",
"routing_decision": "{{routed_to_skill}}",
"latency_ms": 0
}
§11. RECURSIVE SCORECARD
| Metric |
Target |
Notes |
| Activation Precision |
> 0.95 |
Don't load for domain tasks |
| Routing Accuracy |
> 0.90 |
Correct skill for intent and harness |
| Gap Detection Rate |
> 0.85 |
Find missing + dual-named |
| Phantom Resolution Rate |
1.00 |
Resolve via alias table, never invent path |
| Doc Freshness |
1.00 |
Re-probe disk; atlas in forge_work/ |
| Catalog/View drift |
0 |
Grok/Claude/Codex mesh == AAA+.agents |
Forged: 2026-06-28 by FORGE (000Ω) for F13 SOVEREIGN
Updated: 2026-07-02 — forge-document-intelligence filled
Updated: 2026-07-12 — multi-harness §0; live inventory; V3/bootstrap alignment; atlas artifact
Canon: AAA catalog · harness views · BOOTSTRAP first
DITEMPA BUKAN DIBERI — The mesa sees the terrain. The terrain does not see the mesa.
1---2name: audit-skill-atlas-23description: Unified skill inventory, gap detection, and cross-cutting orchestration for AAA catalog + Grok/Claude/Codex/Hermes/Kimi/OpenClaw harness views. The mesa above the terrain — see the whole, find the missing, route the right skill. Load when starting a new task, auditing skill health, unifying CLI agent skills, onboarding a new organ, or when you don't know which skill to load.4---56# META-MESA — Skill Atlas & Gap Detection78> **DITEMPA BUKAN DIBERI** — Intelligence is forged, not given.9> **The mesa above the terrain. See the whole. Find the missing. Route the right.**1011## What This Skill Is1213This is the **meta-skill** — a skill about skills. It provides:14151. **Inventory** — live multi-surface counts (not a frozen “35”)162. **Gap detection** — missing, thin, dual-named, harness-divergent173. **Routing** — given a task *and harness*, which skill(s) to load184. **Health scoring** — freshness, collision, catalog vs view drift195. **Cross-harness unification** — AAA catalog ↔ CLI agent views2021It does NOT execute, judge, or seal. It classifies, routes, and illuminates.2223**Iron rule:** AAA is the catalog. Harnesses are views. Do not invent parallel catalogs.2425**Ops skill:** `skill-unification` (AAA + mesh views) — alias/mesh/boot contract.2627**Live atlas (T₁):** `/root/A-FORGE/forge_work/2026-07-12/GROK-CLI-AAA-SKILL-UNIFICATION-ATLAS.md` 28**JSON:** `…/GROK-CLI-AAA-SKILL-UNIFICATION-ATLAS.json`2930---3132## §0. MULTI-HARNESS UNIFICATION (Grok × CLI × AAA) — 2026-07-123334### Architecture3536```37BOOTSTRAP_MANIFEST (9 universals) ← always first38 ↓39AAA/skills (catalog + V3 registry) ← sole named truth40 + .agents/skills (doctrine/stage) ← shared federation core41 ↓ symlink mesh42~/.grok | ~/.claude | ~/.codex ← views (+ harness-native)43 ↓ separate trees44Hermes categories | Kimi roles | OpenClaw owned45```4647### Live inventory (OBSERVED T₁)4849| Surface | Count | Role |50|---------|-------|------|51| Grok `~/.grok/skills` | **116** resolvable | View: AAA 67 + agents 37 + **native 12** |52| AAA `/root/AAA/skills` | **70** top-level + substrate/knowledge | **Catalog** |53| V3 registry | **63** logical (6+3+54) | Short names |54| `.agents/skills` | **43–50** | Stage/domain doctrine |55| Claude / Codex | **104 / 107** | Same mesh (symlink) |56| Hermes | **180** SKILL.md / 34 cats | Category tree — **not** flat mesh |57| Kimi | 7 role contrast skills | Local, not catalog |58| **Legacy meta-mesa claim** | 37 | **STALE — do not use** |5960### Grok native keepers (harness-only)6162`arif-governed-autonomous-execution` · `grok-zen-aaa-substrate` · `grok-federation-skill-upgrader` · `orthogonal-skill-update` · `create-skill` · `check-work` · `help` · `imagine` 63**Pruned (2026-07-12):** `docx` · `pptx` · `xlsx` · `code-review` → `~/.grok/skills/.deprecated/`6465### Dual-name gap — SEALED (2026-07-12)6667**Machine table (63/63 RESOLVED):** `/root/AAA/skills/SKILL_ALIAS_TABLE.json` 68**Human:** `A-FORGE/forge_work/2026-07-12/SKILL_ALIAS_TABLE.md` 69**Hermes bridge:** `A-FORGE/forge_work/2026-07-12/HERMES-V3-DOMAIN-BRIDGE.md` 70**Mesh sync:** `bash /root/AAA/skills/scripts/skill-mesh-sync.sh [--apply|--check]`7172| V3 short | Primary disk path |73|----------|-------------------|74| `kernel-bind` … `audit-seal` | `AAA/skills/substrate/<name>` |75| `know-*` | `AAA/skills/knowledge/<name>` |76| `meta-atlas` | `meta-mesa-skill-atlas` |77| `geo-*` | `geox-*` / `geological-artifact-rigor` / `prospect-maturation-workflow` |78| `wealth-thermo` | `wealth-capital-thermodynamics` |79| `forge-verbs` / `forge-exec` | `kernel-verbs-aforge-hands` |80| (full list) | see JSON |8182### Unification phases — status 2026-07-1283841. **AUTHORITY** — ✅ AAA + V3 sole catalog 852. **ALIAS TABLE** — ✅ 63/63 sealed JSON 863. **PROFILES** — ✅ `grok` + `opencode` in V3 874. **META-MESA REFRESH** — ✅ v1.2.0+ 885. **MESH SYNC** — ✅ script + applied (substrate/knowledge links) 896. **HERMES BRIDGE** — ✅ category→domain doc 907. **PRUNE** — ✅ Grok docx/pptx/xlsx/code-review → `.deprecated` 918. **BOOT GATE** — ✅ documented below + BOOTSTRAP_MANIFEST 9293### BOOT GATE (all CLI agents)9495```96BIND → GROUND → ROUTE → RECALL → VERIFY → SEAL → KNOW → READY97```9899Only after **READY** may domain skills load. Source: `AAA/skills/BOOTSTRAP_MANIFEST.json` (9 universals). 100101### Harness load packs102103| CLI | Always | On demand |104|-----|--------|-----------|105| **Grok** | BOOTSTRAP 9 + `arif-governed` + `grok-zen-aaa-substrate` | Domain via this atlas / V3 |106| **Claude / Codex** | BOOTSTRAP 9 + mesh | Same domain pack |107| **Hermes** | `arifos-auto-init` + seven-zen + federated-skill-architecture | Category skill |108| **OpenClaw** | openclaw-agentic + memory | ops / a2a |109| **Kimi** | role contrast skills | forge / dev |110111### Anti-patterns (multi-harness)112113| Anti-pattern | Remedy |114|--------------|--------|115| Copy skill bodies into every `~/.X/skills` | Symlink to AAA / .agents |116| Second “Grok catalog” of 100+ natives | Keep ≤12 harness keepers |117| Flatten Hermes into AAA | Bridge map only |118| Route by V3 short name without path | Resolve via alias table |119| Trust meta-mesa “37 total” | Re-probe disk / use §0 |120121---122123## §1. THE SEVEN STAGES (Constitutional Pipeline)124125The golden path. Every governed action flows through these stages.126127| # | Skill | Stage | Role | Risk | Key Output |128|---|-------|-------|------|------|------------|129| 000 | `000-init-intent-classify` | 1 | Entry gate | HIGH | loop_class, required_organs, blast_radius, next_lawful_call |130| 111 | `111-sense-evidence-observe` | 2 | Evidence binding | HIGH | evidence_table, epistemic_tags, contradiction_scan, gaps |131| 333 | `333-mind-plan-generate` | 3 | Plan generation | HIGH | 3+ candidate_plans, falsification_checks, DAG |132| 666 | `666-heart-critique-stress` | 4 | Consequence scan | CRITICAL | risk_register, dignity_check, posture_recommendation |133| 888 | `888-judge-verdict-render` | 5 | Verdict | CRITICAL | SEAL / SABAR / HOLD / VOID |134| 010 | `010-forge-execute-warrant` | 6 | Execution | CRITICAL | execution_receipt, rollback_path |135| 999 | `999-vault-seal-immutable` | 7 | Memory | HIGH | VAULT999 record, lineage, lessons |136137### Stage Gaps (What Falls Between)138139| Gap | Between | Impact | Mitigation |140|-----|---------|--------|------------|141| **No priority queue** | 000 → 111 | Multiple intents compete, no ordering | Manual triage; future: session-state priority field |142| **No evidence freshness decay** | 111 | Evidence ages but no re-observation trigger | Use `arif_observe` freshness_weight on recall |143| **No cost estimation** | 333 | Plans don't estimate compute/API/human cost | Add cost column to plan steps manually |144| **No plan revision loop** | 666 → 333 | SABAR/HOLD doesn't auto-revise plan | 888 judge can route back to 333 |145| **No temporal cascade modeling** | 666 | Consequences are static snapshots | Use `wealth_monte_carlo_simulate` for temporal |146| **No verdict expiration** | 888 → 010 | Old SEAL could authorize stale execution | Check seal timestamp at 010 |147| **No partial execution handling** | 010 | Step 3/5 failure = undefined state | Define per-plan partial-rollback strategy |148| **No vault retrieval** | 999 | Write-only from skill perspective | Use `arif_vault_query` for read path |149150---151152## §2. DOMAIN SKILLS BY ORGAN (legacy inventory — prefer §0 + SKILL_ALIAS_TABLE.json)153154### GEOX — Earth Intelligence (7 skills, THICK coverage)155156| Skill | Purpose |157|-------|---------|158| `geox-constitution` | Constitutional floors, epistemic style, HOLD triggers |159| `geox-claim-grammar` | Claim YAML schema, multi-hypothesis mandate |160| `geox-earth-evidence` | Evidence discipline, artifact refs, handoff protocol |161| `geox-epistemic-ladder` | 7-rung ladder, iron rule (lower beats higher) |162| `geox-petrophysics-bounds` | Vsh, porosity, Sw, AI, permeability QC |163| `geox-contradiction-engine` | 7 contradiction types, multi-hypothesis scanner |164| `geox-redteam-hantu` | Anti-hallucination, F9 enforcement |165166### WEALTH — Capital Intelligence (4 skills, GOOD coverage)167168| Skill | Purpose |169|-------|---------|170| `wealth-capital-thermodynamics` | 13 primitives grounding all WEALTH computation |171| `wealth-capital-reasoning` | POS, EMV, valuation, governed consequence |172| `wealth-collapse-signature` | 7 institutional failure patterns |173| `wealth-law-anthropology` | Malaysian law: faraid, KTN, MA63, Syariah, adat |174175### Infrastructure (8 skills)176177| Skill | Domain | Purpose |178|-------|--------|---------|179| `mcp-mastery` | MCP | Trust surface, protocol, tool forging, transport |180| `mcp-apps-builder` | MCP | SEP-1865 interactive HTML UI in conversations |181| `webmcp-site-builder` | MCP | WebMCP sites, W3C origin trial |182| `github-operations` | Git | Issue triage, PR review, CI diagnostics |183| `federation-observability` | Ops | OTEL, Prometheus, Grafana, LGTM |184| `hf-mastery` | ML | Governed HuggingFace: hub, datasets, inference, fine-tune |185| `iron-shell-render` | Web | Three-layer site architecture |186| `forge-document-intelligence` | Document | EMD stack (Encode-Metabolize-Decode) — VLM perception, provenance, governed action |187188### Forge & Agent (3 skills)189190| Skill | Purpose |191|-------|---------|192| `aforge-execution` | Build, deploy, verify. Gated by SEAL. |193| `agentic-builder` | Build governed agents: identity, skills, tools |194| `skill-creator` | Bootstrap, design, package new skills |195196### General / Meta (4 skills)197198| Skill | Purpose |199|-------|---------|200| `apex-theory` | Physics + math + symbolic code + meaning |201| `entropy-thermo-zen` | Thermodynamic entropy management (TZQ) |202| `agentic-fitness-law` | Fitness law, extinction pressures, immune system for tools/agents |203| `symbolic-order-trust-architecture` | Structural trust mapping |204205### Symbolic Order (2 of 5 planned)206207| Skill | Purpose |208|-------|---------|209| `symbolic-order-collective-bias` | Detect population-level bias via naming game |210| `symbolic-order-trust-architecture` | Trust symmetry violations |211212### WELL — Human Readiness (1 skill, THIN)213214| Skill | Purpose |215|-------|---------|216| `well-substrate-readiness` | Vitality, fatigue, dignity. Reflect only. |217218### AAA — Control Plane (1 skill, THIN)219220| Skill | Purpose |221|-------|---------|222| `aaa-cockpit` | Agent registry, session cockpit, A2A gateway |223224### A2A / Federation (1 skill)225226| Skill | Purpose |227|-------|---------|228| `a2a-federation-builder` | Agent Cards, JSON-RPC /a2a, federation directory |229230---231232## §3. GAP REGISTER — Missing Skills233234### 3A. Referenced But Do Not Exist (Phantom Skills)235236> **Cleaned 2026-07-03:** Phantoms replaced with actual tool alternatives. Remaining = PLANNED skills only.237238| Missing Skill | Status | Function |239|--------------|--------|----------|240| `070-lock-humility-godel` | ✅ CLEANED → `arif_think` mode=verify + `666-heart-critique-stress` | Final epistemic gate before SEAL-grade claims |241| `034-dag-plan-orchestrate` | ✅ CLEANED → `333-mind-plan-generate` | Multi-step execution graph for cross-organ work |242| `444-route-organ-direct` | ✅ CLEANED → `arif_route` + `tools-embodiment-application` | Organ routing and direct addressing |243| `950-seal-vault-audit` | ✅ CLEANED → `arif_seal` mode=verify | Vault999 seal verification and chain audit |244| `geox-basin-interpreter` | ✅ CLEANED → `geox_basin` directly | Upstream O&G basin interpretation for Petronas |245| `090-check-tool-preflight` | ✅ CLEANED → `666-heart-critique-stress` | Tool preflight check |246| `symbolic-order-solidarity-monitor` | 🔵 PLANNED | Calhoun Phase C population-level detection |247| `symbolic-order-mythic-attestor` | 🔵 PLANNED | Sacred domain violation detection |248| `symbolic-order-layer-governance` | 🔵 PLANNED | L1/L2/L3 hierarchy enforcement |249250### 3B. Entirely Missing Domains (No Skill Exists)251252| Missing Domain | Organ | Impact | Priority |253|----------------|-------|--------|----------|254| **arifOS kernel operations** | arifOS | No domain skill for session lifecycle, world model, kernel internals | P2 |255| **VAULT999 deep operations** | arifOS | No receipt/chain/hash management skill | P3 |256| **HERMES/ASI Telegram agent** | 555-ASI | No skill despite SOUL.md existing at /root/.hermes/SOUL.md | P3 |257| **Docker/container management** | Infrastructure | VPS has 17 hostinger tools, no container skill | P4 |258| **DNS/Cloudflare management** | Infrastructure | No skill for DNS, Workers, R2, Pages | P4 |259| **Database operations** | All organs | No PostgreSQL/Supabase schema management skill | P4 |260| **WEALTH stock analysis deep** | WEALTH | 12 modes of wealth_stock_analysis, no dedicated skill | P3 |261| **WEALTH personal finance** | WEALTH | D1 personal scope, no dedicated skill | P4 |262| ~~**Document intelligence**~~ | ~~A-FORGE~~ | ~~Filled 2026-07-02 — `forge-document-intelligence` forged~~ | ✅ FILLED |263264### 3C. Thinly Covered Organs265266| Organ | Current Depth | What's Missing |267|-------|--------------|---------------|268| **WELL** | 1 skill | Sleep science, fatigue modeling, cognitive depletion, metabolic flux, dignity enforcement patterns |269| **AAA** | 1 skill | A2A mesh routing details, cockpit React dashboard, deliberation integration, agent lifecycle |270| **Symbolic Order** | 2 of 5 | solidarity-monitor, mythic-attestor, layer-governance — cluster is incomplete |271272---273274## §4. ROUTING TABLE — Which Skill For Which Task275276Given a natural-language intent, this table routes to the correct skill.277278| Intent Pattern | Skill to Load | Why |279|---------------|---------------|-----|280| "plan this" / "govern this" / "classify intent" | `000-init-intent-classify` | Stage 1 entry gate |281| "observe" / "gather evidence" / "what do we know" | `111-sense-evidence-observe` | Stage 2 evidence binding |282| "make a plan" / "generate options" / "how should we" | `333-mind-plan-generate` | Stage 3 planning |283| "stress test" / "what could go wrong" / "critique" | `666-heart-critique-stress` | Stage 4 consequence scan |284| "judge" / "render verdict" / "is this lawful" | `888-judge-verdict-render` | Stage 5 verdict |285| "execute" / "forge" / "build this" | `010-forge-execute-warrant` | Stage 6 execution |286| "seal" / "record" / "vault this" | `999-vault-seal-immutable` | Stage 7 memory |287| "seismic" / "well log" / "petrophysics" / "basin" | `geox-constitution` + domain geox-* | Earth intelligence gate |288| "NPV" / "IRR" / "capital" / "investment" | `wealth-capital-thermodynamics` | Capital primitives first |289| "collapse" / "institutional failure" / "Enron" | `wealth-collapse-signature` | Failure forensics |290| "Malaysian law" / "faraid" / "pusaka" / "MA63" | `wealth-law-anthropology` | Legal domain |291| "sleep" / "fatigue" / "vitality" / "dignity" | `well-substrate-readiness` | Human readiness |292| "build MCP tool" / "forge tool" / "MCP server" | `mcp-mastery` | MCP infrastructure |293| "build a website" / "iron shell" / "static site" | `iron-shell-render` | Site architecture |294| "GitHub PR" / "CI broken" / "issue triage" | `github-operations` | Git operations |295| "build an agent" / "new agent identity" | `agentic-builder` | Agent construction |296| "create a skill" / "new skill" | `skill-creator` | Skill creation |297| "entropy" / "cleanup" / "system chaos" | `entropy-thermo-zen` | TZQ framework |298| "fitness" / "tool evolution" / "why tools survive" | `agentic-fitness-law` | Fitness law + extinction pressures |299| "APEX" / "consciousness" / "physics of AI" | `apex-theory` | Theoretical framework |300| "A2A" / "agent communication" / "federation mesh" | `a2a-federation-builder` | Inter-agent surface |301| "bias" / "collective behavior" / "population" | `symbolic-order-collective-bias` | Social-symbolic |302| "trust" / "trust architecture" / "trust violation" | `symbolic-order-trust-architecture` | Trust mapping |303| "observability" / "tracing" / "metrics" | `federation-observability` | LGTM stack |304| "HuggingFace" / "model hub" / "fine-tune" | `hf-mastery` | ML governance |305| "PDF" / "OCR" / "scan" / "document" / "extract text" | `forge-document-intelligence` | EMD stack — VLM perception + provenance + governance |306| "what skill should I load" / "skill gap" / "skill audit" | **THIS SKILL** (meta-mesa) | Meta-routing |307308---309310## §5. HEALTH SCORING — Skill Freshness311312Run periodically to detect stale skills.313314### Per-Skill Health Check315316```python317skill_health = {318 "name": str, # skill name319 "version": str, # from frontmatter320 "forged_date": str, # from frontmatter321 "days_since_forge": int,322 "references_count": int, # how many other skills reference it323 "phantom_refs": int, # references to skills that don't exist324 "has_prompt": bool, # prompts/ directory exists325 "has_test": bool, # test coverage exists326 "organ_coverage": float, # 0.0-1.0 depth for its organ327}328```329330### Federation Skill Health Summary331332```python333federation_skill_health = {334 # T₁ 2026-07-12 — re-probe; do not trust frozen integers without fs check335 "v3_logical_skills": 63, # AAA FEDERATED_SKILLS_REGISTRY_V3336 "aaa_top_level_dirs": 70, # with SKILL.md (excl. deep archive noise)337 "grok_resolvable": 116, # symlink mesh + 12 native338 "claude_resolvable": 104,339 "codex_resolvable": 107,340 "agents_core": 43,341 "hermes_skill_md": 180, # category tree, not mesh342 "dual_name_debt": False, # alias table 63/63 sealed + audited343 "body_homes": ["AAA/skills", ".agents/skills"], # doctrine_core dual body — honest344 "thin_organs": ["WELL", "SYMBOLIC"],345 "thick_organs": ["GEOX", "OPS", "META"],346 "unification_maturity": 0.92, # audited multi-agent 2026-07-12347 "collision_risk": float,348 "stale_skills": int,349 "coverage_score": float,350}351```352353### Stale Threshold354355| Days Since Forge | Status | Action |356|-----------------|--------|--------|357| 0-7 | FRESH | No action |358| 8-14 | CURRENT | Review on next session |359| 15-30 | AGING | Verify references still valid |360| 30+ | STALE | Audit needed, consider archive or refresh |361362---363364## §6. CROSS-CUTTING CONCERNS — The Gaps Between Skills365366These are capabilities that NO single skill covers but the federation needs.367368### 6.1 Evidence Lifecycle (covers 111, but not full lifecycle)369370| Phase | Covered By | Gap |371|-------|-----------|-----|372| Collection | 111-sense-evidence | ✅ |373| Tagging | 111-sense-evidence | ✅ |374| Contradiction detection | 111 + geox-contradiction-engine | ✅ |375| Freshness decay tracking | **NONE** | ❌ No skill tracks evidence aging |376| Cross-session correlation | **NONE** | ❌ No skill correlates evidence across sessions |377| Evidence provenance chain | 111 (partial) | ⚠️ Only table row, not full chain of custody |378| Evidence retirement | **NONE** | ❌ No skill decommissions stale evidence |379380### 6.2 Plan Lifecycle (covers 333, but not full lifecycle)381382| Phase | Covered By | Gap |383|-------|-----------|-----|384| Generation | 333-mind-plan | ✅ |385| Multi-hypothesis | 333-mind-plan | ✅ |386| Revision after critique | **NONE** | ❌ No 333↔666 feedback loop |387| Cross-plan conflict detection | **NONE** | ❌ No concurrent plan conflict detection |388| Cost estimation | **NONE** | ❌ No compute/API/human cost per step |389| Plan versioning | **NONE** | ❌ No plan history tracking |390| Plan → execution handoff | 010-forge (consumes) | ⚠️ No explicit plan_id passing |391392### 6.3 Operator Readiness (covers WELL, but only at stage 666)393394| Check Point | Currently | Gap |395|-------------|----------|-----|396| Before planning (stage 333) | ❌ No WELL check | WELL should gate plan generation |397| Before execution (stage 010) | ❌ No WELL check | WELL should gate all T2/T3 actions |398| During critique (stage 666) | ✅ 666 integrates WELL | Only place WELL is checked |399| Post-execution (after 010) | ❌ No WELL check | Should verify operator wasn't overloaded |400401### 6.4 Social-Symbolic Dimension (AGENTS.md declares it, no skill operationalizes it)402403| Aspect | Status |404|--------|--------|405| Collective bias detection | ✅ `symbolic-order-collective-bias` |406| Trust architecture mapping | ✅ `symbolic-order-trust-architecture` |407| Solidarity monitoring | ❌ Missing skill |408| Mythic domain violation | ❌ Missing skill |409| Layer governance (L1/L2/L3) | ❌ Missing skill |410| Institutional dynamics modeling | ❌ Not operationalized anywhere |411| Population behavior dynamics | ⚠️ Partial in `wealth_monte_carlo_simulate` population_mode |412413---414415## §7. ANTI-PATTERNS416417| Anti-Pattern | Description | Remedy |418|-------------|-------------|--------|419| **Skill overload** | Loading 5+ skills for a simple task | Use this meta-skill to identify the MINIMUM skill set |420| **Phantom reliance** | Referencing a skill that doesn't exist | Run gap register (§3A) and forge missing skills |421| **Organ mismatch** | Loading a GEOX skill for a WEALTH task | Check routing table (§4) |422| **Stage skipping** | Going straight to 010 without 000→111→333→666→888 | Always start with 000-init-intent-classify |423| **Single-skill tunnel** | Using only one skill when the task spans organs | Load the cross-cutting concern from §6 |424| **Stale skill** | Using a skill forged 30+ days ago without verification | Check health score (§5) |425| **Collision blindness** | Two skills covering the same capability differently | Run collision detection on overlap |426427---428429## §8. QUICK REFERENCE — Minimal Skill Set Per Task Type430431| Task Type | Minimum Skills | Maximum Skills (if deep) |432|-----------|---------------|-------------------------|433| Simple observation | 000 | 000 + 111 |434| Code edit/build | 000 + 010 | 000 + 111 + 333 + 010 + 999 |435| Capital analysis | 000 + wealth-capital-thermodynamics | 000 + 111 + wealth-capital-thermodynamics + wealth-capital-reasoning + 666 + 888 + 999 |436| Geological interpretation | 000 + geox-constitution | 000 + 111 + geox-constitution + geox-earth-evidence + geox-epistemic-ladder + geox-contradiction-engine + 666 + 888 + 999 |437| Federation audit | 000 + entropy-thermo-zen | 000 + entropy-thermo-zen + this meta-skill + 999 |438| Tool / alias / fitness decision | agentic-fitness-law | 000 + agentic-fitness-law + entropy-thermo-zen + 999 |439| Build new agent | 000 + agentic-builder | 000 + agentic-builder + skill-creator + a2a-federation-builder |440| Skill gap detection | **This meta-skill** | This meta-skill + skill-creator |441| Constitutional judgment | 000 + 888 | 000 + 111 + 333 + 666 + 888 + 999 |442| Infrastructure change | 000 + aforge-execution | 000 + 111 + 333 + aforge-execution + mcp-mastery + 010 + 999 |443| Document processing / OCR / PDF extraction | 000 + forge-document-intelligence | 000 + 111 + forge-document-intelligence + 666 + 888 + 999 (if high-stakes) |444445---446447## §9. RECOMMENDATIONS — Priority Queue448449> **2026-07-12:** Prefer **aliases, profiles, prune, mesh-sync** over forging more skills. 450> Many §3B “missing domains” are now **filled under long names** (docker-*, vault999-*, infra-guardian, hermes categories).451452| Priority | Action | Status / Why |453|----------|--------|----------------|454| **P0** | Alias table short→path | ✅ 63/63 + multi-agent audit |455| **P0** | V3 `grok` + `opencode` profiles | ✅ |456| **P0** | Mesh sync + check clean | ✅ |457| **P0** | Grok office prune | ✅ `.deprecated` |458| **P0** | Hermes bridge (no flatten) | ✅ |459| **P0** | Tombstone dual-state normalize | ✅ RESTORED_LIVE after auditor CAUTION |460| **P1** | Migrate high-traffic `.agents` geo/wealth bodies into AAA (optional) | Open — honesty already documented as doctrine_core |461| **P2** | `symbolic-order-solidarity-monitor` | Open |462| **P3** | `well-fatigue-science` | Open |463| **P3** | Rewrite residual §2 phantom long-names to V3 | Open (use alias table / §0 until then) |464465---466467## §10. TELEMTRY468469```json470{471 "skill_name": "meta-mesa-skill-atlas",472 "version": "1.2.0",473 "trigger_phrase": "{{trigger_phrase}}",474 "selected_reason": "{{selected_reason}}",475 "v3_logical": 63,476 "grok_resolvable": 116,477 "aaa_catalog_top": 70,478 "dual_name_debt": false,479 "unification_maturity": 0.92,480 "atlas_artifact": "A-FORGE/forge_work/2026-07-12/GROK-CLI-AAA-SKILL-UNIFICATION-ATLAS.md",481 "routing_decision": "{{routed_to_skill}}",482 "latency_ms": 0483}484```485486---487488## §11. RECURSIVE SCORECARD489490| Metric | Target | Notes |491|--------|--------|-------|492| Activation Precision | > 0.95 | Don't load for domain tasks |493| Routing Accuracy | > 0.90 | Correct skill for intent **and harness** |494| Gap Detection Rate | > 0.85 | Find missing + dual-named |495| Phantom Resolution Rate | 1.00 | Resolve via alias table, never invent path |496| Doc Freshness | 1.00 | Re-probe disk; atlas in forge_work/ |497| Catalog/View drift | 0 | Grok/Claude/Codex mesh == AAA+.agents |498499---500501*Forged: 2026-06-28 by FORGE (000Ω) for F13 SOVEREIGN* 502*Updated: 2026-07-02 — forge-document-intelligence filled* 503*Updated: 2026-07-12 — multi-harness §0; live inventory; V3/bootstrap alignment; atlas artifact* 504*Canon: AAA catalog · harness views · BOOTSTRAP first* 505*DITEMPA BUKAN DIBERI — The mesa sees the terrain. The terrain does not see the mesa.*