ariffazil
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- ▌ Forge Skill Linter · ariffazil bundleCheck every skill’s trigger clauses for collisions, missing negatives, and vague verbs
- ▌ Scrapegraph Search · ariffazilAI-powered web scraping, multi-format page extraction, async crawling, schema generation, and monitoring via ScrapeGraph AI MCP server (scrapegraph-mcp).
- ▌ Arifos Memory · ariffazil bundleMaster the 6-layer memory architecture of arifOS. Use this skill whenever you need to store, recall, or organize information across Ephemeral (L1), Session (L2), Semantic (L3), Structured (L4), Relational (L5), or Immutable (L6) layers. Mandatory for maintaining "Besi-level" factual consistency and adhering to Sovereign Memory Directives.
- ▌ Forge MCP Lifeguard · ariffazil bundleHealth probe and auto-recovery for constitutional federation MCP servers
- ▌ Forge Pr Governance · ariffazil bundleHigh-level governance layer for pull request review across the federation Ensures separation of duties, required signers, and constitutional compliance before merge. This is the **policy layer** that decides who must approve. The **checklist** lives in `github-pr-review`; do not duplicate it here.
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- ▌ Hermes Propose Seal · ariffazilSubstrate primitive /propose-seal — proposes a sealed candidate to 888-APEX. NEVER self-seals. The flow: agent proposes → 888 judges → F13 authorizes → 999 executes (append to VAULT999).
- ▌ Delta Omega Psi Multimodal Cognition · ariffazilEnforce Δ·Ω·Ψ multimodal cognition rules. Every AAA agent that reasons about multimodal inputs (images, audio, video, seismic, well logs, market data) MUST load this skill. Constitutional rule: multimodal perception without Δ-substrate metabolism is not cognition. LLM is tri-witness, never judge.
- ▌ Kimi Skill Reflector · ariffazil bundleAudit, reflect on, and recursively upgrade Kimi Code skills across the arifOS federation. Bounded autonomous ritual — proposes improvements, never auto-writes governed skills without 888_HOLD, caps iterations, enforces ΔS ≤ 0.
- ▌ Geox Interpret · ariffazilGEOX Earth Plane — Subsurface intelligence, petrophysics, well log interpretation, formation evaluation, and prospect evaluation. Use when Arif asks about well logs, LAS files, Vshale, porosity, permeability, GCoS, or geological risk assessment.
- ▌ Vps Health Ops · ariffazilVPS health and diagnostics runbook. Load when checking system resources, Docker state, disk pressure, service ports, logs, SSL/Caddy, databases, or memory pressure on af-forge.
- ▌ Apex Authority Check · ariffazil bundleDetect conflicting or parallel source-of-truth claims across federation repositories and resolve the canonical owner
- ▌ Audit Drift Detector · ariffazil bundleReal-time drift detection across tool manifests, agent cards, skill registries, and runtime-injected files. Compares live state against saved baselines and reports mismatches. USE WHEN: "check drift", "verify registry", "detect manifest drift", "tool surface audit", "runtime injection detection".
- ▌ Firecrawl Web Search · ariffazilWeb search + scrape + interact + parse + monitor + research via Firecrawl — used to extend AI coding tools (Claude Code, Codex, OpenCode, OpenClaw, Hermes) with real-time information retrieval. Activates when the user asks to look something up on the web, fetch a URL, interact with a page, parse a local document, monitor changes, or run research.
- ▌ Forge Docker Entropy · ariffazil bundleThermodynamic reasoning lens for container fleet health, resource pressure, and safe/dangerous intervention boundaries.
- ▌ Forge MCP Smoke Test · ariffazil bundleValidate that MCP servers respond correctly to health probes and basic tool calls. Detect down servers, mismatched schemas, and transport
- ▌ Forge Verify Runtime · ariffazil bundleVerification-as-terminal-state skill. A task is done ONLY when verified. Never stop at "I changed it" — only at "it's fixed and confirmed." Runs health probes, behavior smoke tests, and drift checks.
- ▌ Openclaw Forge · ariffazilOpenClaw-native /forge — routes execution to a coding agent or A-FORGE. The execution primitive after /init establishes identity and /propose-seal establishes evidence. /forge = "go execute this mutation under my authority."
- ▌ Opencode Forge · ariffazilOpenCode-native /forge — execution primitive. After identity is established via /init, /forge mutates code under the agent's authority band. The flow: /init → /forge → /propose-seal.
- ▌ Searxng Search · ariffazilPrivate, self-hosted web search and URL content reader via SearXNG MCP server (mcp-searxng). Use for privacy-preserving web searches, query suggestions, instance discovery, and converting web pages to markdown.
- ▌ Serpapi Search · ariffazilComprehensive multi-engine search engine API & structured SERP extractor via SerpApi MCP server (mcp.serpapi.com). Supports Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, Google Scholar, stock market, and weather data.
- ▌ Architect · ariffazil bundleA-R-I-F Architect role. Trigger when the task is ambiguous, strategic, architectural, or requires planning and scoping.
- ▌ Asi Drift Watch · ariffazil bundleDetect drift between federation source and runtime. Reads organ topology from /root/AAA/federation/organs.yaml (canonical SOT), probes live health endpoints, and compares git SHAs. No hardcoded paths or ports — everything derived from live registry.
- ▌ Forge MCP Probe · ariffazil bundleProbe any MCP server (local or HTTPS) using MCPJam CLI or SDK. Discover protocol version, tool/resource/prompt surface, OAuth conformance, and stateless transport (2026-07-28) support. Use this skill whenever an MCP server endpoint needs to be verified — whether it is the federation organs, a public HTTPS MCP server, or a third-party vendor endpoint.
- ▌ Forge Pr Review · ariffazil bundleGoverned checklist for reviewing GitHub pull requests in the arifOS federation Ensures PRs meet constitutional, structural, and safety standards before merge.
- ▌ Contextstream Memory Code Search · ariffazilPersistent conversational memory, semantic code search, dependency graph mapping, pre-compaction session capture, and workspace Q&A via ContextStream MCP server (mcp.contextstream.io/mcp).
- ▌ Agents Sdk · ariffazil bundleBuild AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.
- ▌ Cloudflare · ariffazil bundleComprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.
- ▌ Aaa Ocr Optical Compression · ariffazil bundleOCR as optical context compression. Converts documents/images to structured markdown using a VLM cascade (qwen3-omni-flash → Tesseract → RapidOCR). Use when processing scanned documents, tables, charts, or images containing text. Includes F2/F4/F9/F12 constitutional gates. Trigger phrases include "OCR", "extract text from image", "document to markdown", "parse table from image", "scan document".
- ▌ Arifos Constitutional Judge · ariffazil bundleReal apex-judge skill. Gödel lock + strange-loop zen: doer ≠ judge lane, evidence-only packages, kernel arif_judge is sole effective_verdict source, F13 is true external for critical. FORBIDS free-text self-SEAL and same-agent self-audit. Default: apex-judge isolate. Option 2 A2A 888-APEX is backlog.
- ▌ Arifos Eight Verb Canonical Chain · ariffazilThe canonical 8-verb authority chain for arifOS kernel operations. USE WHEN: any kernel interaction — 'init session', 'gather evidence', 'reason', 'route to organ', 'recall memory', 'constitutional verdict', 'governed execution', 'seal to VAULT999'. Chain: arif_init (000 session bind — ALWAYS first) → arif_observe (111 sense with epistemic tags) → arif_think (333 structured reasoning) → arif_route (444 intent→organ dispatch) → arif_memory (555 L1-L6 governor) → arif_judge (666 SEAL/HOLD/SABAR/VOID) → arif_forge (777 execution gate — mutates only after SEAL) → arif_seal (999 VAULT999 append — irreversible). Iron rules: never skip a gate (OBSERVE before REASON, JUDGE before EXECUTE); only arif_seal writes VAULT999; only A-FORGE mutates production; kernel's no is final — never self-authorize past a refused capability check.
- ▌ Image Text Editing · ariffazil bundleEdit existing images to add, replace, or remove text using PIL/Pillow
- ▌ Dissipative Transition Hold · ariffazilHold the dissipative-transition paradox. Load when Arif or an agent talks entropy/gender-as-pattern/identity crisis/transition zone, tries to "resolve" meaning, treats F4 as heat, or maps absurdism/ Gödel/Sisyphus/AzwaOS onto the federation. Operating skill, not a new floor. Pointers to canon + C13/C14 + Gödel lock.
- ▌ Skill Inventory · ariffazilUnified skill inventory, audit, mesh health, and cross-surface contrast. Multi-surface skill audit (10 agent homes) with cross-surface contrast, drift/orphan/dual-name detection. Check whether every agent in the federation has the same core skills at the same version. Multi-harness skill catalog unity — AAA catalog, Grok/Claude/Codex views, alias table, mesh-sync, BOOT gate.
- ▌ Forge Document Intelligence · ariffazil bundleEMD (Encode-Metabolize-Decode) document intelligence stack for the arifOS federation. Wraps VLM perception, forge_document_ingest provenance, and constitutional governance into one skill. OCR is sensory perception for AAA citizens - image -> 555-ASI-VISION (gate) -> 333-AGI (reason). Load when processing PDFs, images, scanned documents, or any document-to-intelligence pipeline.
- ▌ Forge Hermes Self Evolution · ariffazilStage and operate Nous hermes-agent-self-evolution (DSPy + GEPA) against arifOS Hermes skills. Use when Arif says evolve a skill, GEPA, DSPy self-evolution, or hermes-agent-self-evolution. Never auto-writes live skills. Never pip-installs into the production Hermes venv. 888_HOLD before any evolve run (paid API ~$2-10).
- ▌ Forge · ariffazil bundleA-R-I-F Forge (Implementer) role. Trigger for active building, fixing, wiring, testing, scripting, or integration execution.
- ▌ Hermes Init · ariffazilSubstrate primitive /init — establishes actor, session, lane, atlas expression, authority tier. EVERY autonomous agent MUST call this before any mutation. SESSION BOUND is the answer to "who is acting?"
- ▌ Aaa Voice Cloning Qwen Cloud · ariffazilOperational binding for Qwen Cloud voice cloning (qwen-voice-enrollment, voice-enrollment) across Qwen-TTS, Qwen-Omni, CosyVoice, and Qwen-Audio-TTS. Hard constraints: target_model lock-in, 10–20 s sample window, URL vs Base64 ingestion split. Alternative to MiniMax binding when low latency or zero-shot instant enrollment matters.
- ▌ Federation Connect Headscale · ariffazilProvision nodes into the arifOS sovereign Headscale mesh and federate MCP clients to remote organs.
- ▌ Forge Act Federation Ingress · ariffazil bundleWire, verify, and operate federation Arif's Capability Tokens (ACT) across arifOS mint/validate and organ ingress gates (A-FORGE, GEOX, WEALTH, WELL, AAA). Use when: ACT gate (legacy SCT), session_token, federation_act, ACT_AMBIGUOUS (legacy SCT_AMBIGUOUS), tool_authority, FORGE_SCT_REQUIRE_MUTATE (historical env name, retained), 65-case matrix, decision event. Also covers ChatGPT App OAuth 2.1 resource-server alignment (RFC 9728 PRM, canonical resource identity, per-tool securitySchemes) as the EXTERNAL host ingress path alongside the INTERNAL ACT path.
- ▌ Forge Postgres Schema Design · ariffazilPostgreSQL schema design for the federation data layer — migrations, indexing, and entity modeling.
- ▌ Hermes Gateway Image Routing · ariffazil bundleDiagnose and fix Hermes Telegram gateway image routing — Path B model override, supports_vision decision chain, and common failure modes when images don't reach the LLM.
- ▌ Wawabot Anthropology Surface · ariffazilWawaBot is the human-reality organ. Hermes consumes its packets (meaning, scar, trust, status) — it does not grow more IQ from WawaBot. Load when routing human-reality vs ops-reality, or designing the WawaBot→Hermes packet contract.
- ▌ Copilot Zen Router · ariffazil bundleMETA-MESA: Orthogonal skill taxonomy + intent→skill router for Copilot CLI. THE single skill that tells Copilot which domain skill to load based on task context. Load this FIRST when uncertain which skill to use. Covers all 147 federation skills organized into 9 orthogonal layers. DO NOT load domain skills blindly — route through this.
- ▌ Create Skill · ariffazil bundleInteractively create a new Grok skill (SKILL.md + optional scripts/references). Use when the user wants to create a skill, scaffold a skill, or runs /create-skill.
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- ▌ Federation Health · ariffazilUnified federation monitoring, container health, auto-recovery, and entropy reasoning. Covers federation orchestration (docker compose, restart, MCP health probes, container drift detection), VPS telemetry auto-healing (Caddy error spikes, container log analysis, automated recovery), and Docker entropy reasoning (thermodynamic fleet health, resource pressure, safe/dangerous intervention boundaries). Merges: FORGE-federation-orchestrator, vps-telemetry-auto-healer, FORGE-docker-entropy.
- ▌ Incident Response · ariffazilFull incident lifecycle: detect → triage → escalate → resolve. Six-step incident response playbook with structured logging, backoff/circuit-breaker for restart loops, verification-as-terminal-state, severity classification, and canonical escalation ladder. Lower machine entropy.
- ▌ Session Seal · ariffazilSeal current session with constitutional audit trail, decisions log, and next-session priorities before ending work
- ▌ Auditor · ariffazil bundleA-R-I-F Auditor (Final) role. Trigger for review, verification, risk review, constitutional checks, regression checks, or release gating.
- ▌ Forge MCP Ops · ariffazil bundlemcporter — Universal MCP CLI for inspecting, calling, and debugging MCP servers from terminal.
- ▌ Openclaw Init · ariffazilOpenClaw-native /init — substrate primitive for the OpenClaw runtime. Establishes session, lane, atlas expression, and authority. Returns the full constitutional session card via OpenClaw's Telegram bot (@AGI_ASI_bot).
- ▌ Opencode Init · ariffazilOpenCode-native /init — substrate primitive for the OpenCode CLI runtime. Establishes session, lane, atlas expression, authority. Used when OpenCode is invoked via Telegram, A-FORGE delegate, or standalone CLI.
- ▌ Aaa Voice Cloning Mimo Minimax · ariffazilOperational binding for the MiniMax voice cloning pipeline (mimo-v2.5-tts-voiceclone + speech-2.8-hd). Four-phase protocol: Ingestion → Calibration → Execution → Deployment. F13 SOVEREIGN-gated identity creation. i-ARIF voice profile lives here.
- ▌ Agi Graph Engineering Patterns · ariffazil12 graph engineering patterns for agentic workflow design. Reference skill — load when designing new agentic systems, auditing existing workflows, or deciding between single-loop vs graph architecture. Includes when-graph-is-wrong checklist. Source: @0xwhrrari (Kollective.xyz), mapped to arifOS federation.
- ▌ Telemetry Watchdog · ariffazilMonitor organ telemetry freshness across the federation. Checks state.json age, biometric data staleness, and watchdog cron health. USE WHEN: "check telemetry", "WELL state stale", "vitality unknown", "watchdog status", "biometric freshness".
- ▌ Federation Release Attestation · ariffazilProduces a seven-repository federation release manifest proving tag, commit, CI, artifact, and deployed-runtime parity
- ▌ Forge Redis Qdrant Integration · ariffazilRedis + Qdrant integration — caching layer and vector memory for federation semantic search.
- ▌ Apex Gate Evaluator · ariffazilUnified APEX constitutional gate evaluator. Parameterized by gate_type to evaluate proposed actions against arifOS F1-F13 floors, scope boundaries, authority claims, reversibility requirements, audit coverage, and MCP tool approval routing. Merges: apex_floor_check, apex_scope_check, apex_authority_check, apex_reversibility_test, apex_audit_coverage_check, apex_tool_approval_gate.
- ▌ Sovereign Recognize · ariffazilIdentifies and recognizes the sovereign (Arif, F13) before any action that targets them, addresses them, or binds them. Prevents agent
- ▌ Compact Smart · ariffazilIntelligently compact context while preserving constitutional knowledge and active task state
- ▌ Web Perf · ariffazilAnalyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge.
- ▌ Wrangler · ariffazilCloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.
- ▌ Hermes Federated Identity · ariffazilFederated multi-user, multi-group, identity routing, and memory partition controller for Hermes in arifOS. Use when adding/managing Telegram user IDs, group IDs, creating person/group lanes, inspecting allowed chats, or auditing memory isolation between private DMs and public groups.
- ▌ Hermes Telegram Stack Zen · ariffazilCanonical compressed map of the entire Hermes to Telegram to arifOS to arifFlow stack: live state, dependency graph, lane inventory, channel directory, FQ diagnosis, and atomic recipes for onboarding new users and groups without re-discovering the wiring. USE WHEN: any Telegram edge question, hermes-gateway triage, lane or identity audit, arifFlow hermes-asi FQ check, F1 F6 F13 anti-leakage review, is HERMES alive, add new user, add new group, why is hermes-asi STUCK, or any future agent needing the full stack map without re-extracting.
- ▌ Wisdom Scar Session Audit · ariffazil bundleCapture session failure patterns as constitutional scars — reusable diagnostics that prevent repeat mistakes
- ▌ Rsi · ariffazil bundleA-R-I-F RSI (Refactor, Structure, Integrate) role. Trigger for refactoring, lowering entropy, integrating modules, tightening boundaries, or improving structure.
- ▌ Aaa Somatic Engine Catalog · ariffazilRegistry of parametrically-controllable music engines for arifOS Somatic Music Intelligence. NOT a beat-maker catalog (composer lens handles that) — this is the Dispensary for engines that accept BPM/key/texture/density parameters and emit streaming audio. MiniMax T2A Music (music-2.6/3.0) primary; local sovereign alternatives (AudioGen/MusicGen) for F13 territory. i-ARIF vocal melodic: HARD DENY across all engines.
- ▌ Aaa Somatic Music Doctrine · ariffazilF10 ONTOLOGY + F9 ANTI-HANTU + F1 SAFETY/REVERSIBILITY constitution for Somatic Music Intelligence in arifOS. Music as acoustic_intent without words — cognitive prosthetic, NOT shaman, NOT healer. Three-layer maturity model: Layer 0 untouched, Layer 1 reversible, Layer 2 holds for WELL sensors, Layer 3 = F13 territory.
- ▌ Asi Fabrication Prevention · ariffazil bundleArtifact fabrication prevention — verify before claiming existence. Triggered when agent claims file/database/API/artifact existence without external validation. BIJAKSANA: XML-tagged for Claude, numbered steps for Codex, imperative for Hermes.
- ▌ Security Audit · ariffazilStatic analysis + README truth checking. Multi-stage automated code health, type-checking, linting, unit test coverage, and AST security vulnerability auditor. Verify that repo READMEs accurately describe current structure, ports, dependencies, and authority boundaries.
- ▌ Forge React Spa Discipline · ariffazilReact SPA discipline — component architecture, state management, and rendering patterns.
- ▌ Qwencloud Image Generation · ariffazil bundle[QwenCloud] Generate and edit images using Wan and Qwen Image models. Supports text-to-image, image editing (style transfer, subject consistency, text rendering), and interleaved text-image output. TRIGGER when: user wants to create illustrations, product images, artistic designs, posters, text-to-image generation, edit/transform existing images, apply style transfer, generate images based on reference photos, interleaved text-image content, mentions Wan/Qwen Image models/AI art creation, or explicitly invokes this skill by name (e.g. use qwencloud-image-generation). DO NOT TRIGGER when: user wants to understand/analyze existing images or OCR (use qwencloud-vision), video generation (use qwencloud-video-generation), text-only tasks.
- ▌ Qwencloud Video Generation · ariffazil bundle[QwenCloud] Generate videos using Wan models. Supports text-to-video, image-to-video, first+last frame, reference-based role-play, and video editing (VACE). TRIGGER when: user wants to create, generate, or edit video content, mentions video generation/animation/video clips/Wan models, or explicitly invokes this skill by name (e.g. use qwencloud-video-generation). DO NOT TRIGGER when: user wants to generate images (use qwencloud-image-generation), understand/analyze existing videos (use qwencloud-vision), text-only tasks.
- ▌ Submission Readiness Audit · ariffazil bundleReverse-engineer the gap between current state and a hard external deadline. Produces a Tier 1/2/3 gap list and a 3-option
- ▌ Copy Chat · ariffazilExport conversation to clipboard or file — supports full, prompts-only, responses-only, and code-blocks-only formats
- ▌ Check Work · ariffazil bundleCheck your work with a verification subagent that reviews diffs, runs builds and tests, and evaluates correctness. Read this file for instructions. Use when asked to "check work", "verify changes", "self-verify", "/check-work", "/check", "/verify", or "/self-verify".
- ▌ Aaa Human Physique Topology · ariffazil bundleOperational doctrine and computational architecture for mapping human physique topography and anatomical topology for image generation. Eliminates anatomical hallucinations and bridges the dimensionality deficit via the 5-layer topography hierarchy (Osteological Rigging, Musculoskeletal Contours, Adipose/Vascularity, DensePose UV Surface Manifold, Photometric/Normal Micro-relief). Enforces multi-modal ControlNet conditioning, prompt densification, and closed-loop VLM tri-witness quality gating across HERMES, FED, and AAA.
- ▌ Forge Subagent Lifecycle · ariffazilUnified sub-agent lifecycle manager — 9-stage orchestration pattern from spawn to retire with constitutional gates
- ▌ Forge T3a Binding Matrix · ariffazilClose T3a authenticated session binding via falsifiable P0 matrix. Use when: T3a, free_nonce, bridging_seal, Ed25519 arif binding, key fragmentation, forge_p0_binding_test, NEG.3, NEG.6b, authenticated_session_binding.
- ▌ Forge Vss Verifier Suite · ariffazil bundleVSS-2 Lightweight Verifier Suite — independent post-generation verifiers for Verified Scene Synthesis. Wraps vision_analyze with three focused checks (Count/Containment, Perspective/Depth, Shadow/Light Direction) producing structured Hard/Soft Violation reports. Pure OBSERVATION — never mutates, never judges. 555-ASI gates output before reasoning. USE WHEN: "verify this generated image", "check if generation has violations", "run VSS verifiers", "post-generation QA", "Hard/Soft Violation report".
- ▌ Hermes Opencode Protocol · ariffazil bundleUnified Hermes/OpenCode/OpenClaw governed intelligence protocol. Stage 777 FORGE execution under F1-F13 with 888_HOLD gates. Reversible-first, evidence-cite-or-UNKNOWN. BIJAKSANA: XML-tagged for Claude, numbered steps for Codex, imperative for Hermes.
- ▌ Qwencloud Model Selector · ariffazil bundle[QwenCloud] Recommend the best Qwen model and parameters. TRIGGER when: choosing between Qwen models, comparing Qwen model pricing, understanding Qwen model capabilities, checking usage or billing, viewing cost history, when an execution skill needs model selection advice, or user explicitly invokes this skill by name (e.g. use qwencloud-model-selector). DO NOT TRIGGER when: non-Qwen model discussions (OpenAI, Gemini, etc.), general AI questions unrelated to Qwen.
- ▌ Observe Ground · ariffazil bundleEvidence before narrative. All claims must be sourced, labeled OBS/DER/INT/SPEC, and confidence-capped. Reality wins over elegance.
- ▌ Route Dispatch · ariffazil bundleRight organ for right intent. Classify intent, map to organ, dispatch with fallback. Law ≠ execution.
- ▌ Flame Operator · ariffazil bundleProbe FLAME health, inspect hit rates, diagnose model failures, recover demoted tiers, and maintain free-tier routing state within the RM0 and constitutional boundaries.
- ▌ Aaa Audio Qualia Doctrine · ariffazil bundleOperational doctrine for Audio Intelligence with 'qualia rasa' in the arifOS federation. Defines qualia as high-fidelity acoustic variance — agents simulate biological imperfection (breath, pause, hesitation, dry wit, nasal resonance) synchronously with semantic context. Bridge doctrine between AGI-audio-quantum-cognition physics and AAA-audio-emd-pipeline reflex arc.
- ▌ Browser Playwright Runner · ariffazilAutomated headless browser testing, end-to-end UI verification, full-page screenshot capture, visual regression checks, and client-side DOM assertions via Playwright.
- ▌ Pr Governance · ariffazilFull PR lifecycle: policy layer + checklist + pre-commit gate. High-level governance for pull request review ensuring separation of duties, required signers, and constitutional compliance before merge. Governed checklist for reviewing GitHub PRs. Pre-commit gate for any organ repo with negative conformance testing.
- ▌ External Artifact Verdict · ariffazil bundleIndependently verify runnable artifacts from external AI before accepting the attached self-verdict. Confirm or refute claims without trust.
- ▌ Forge Agentic Web Builder · ariffazil bundleUse when building, deploying, auditing, or repairing arif-fazil.com constellation and federation agentic web apps. Use when building, deploying, auditing, or repairing arif-fazil.com constellation and federation agentic web apps. Build, deploy, audit, and repair arif-fazil.com constellation sites autonomously. Class-level umbrella: DOCTOR (web_zen CLI), DEPLOY, AUDIT, REPAIR, SEAL, EPHEMERAL. Humans use six missions — not tool menus. USE WHEN: "deploy site", "site down", "audit all pages", "404 on arif-fazil.com", "deploy-vps.sh", "makcikgpt broken", "web zen", "missions 404", "vitals proxies", "rsync --delete", "ephemeral tool". DO NOT USE FOR: Caddy SSL/DNS/tunnel (FORGE-infra-guardian), LLM SEO (AGI-web-optimization), generic CI/CD (FORGE-cicd-docker-deploy).
- ▌ Forge Cross Agent Handoff · ariffazil bundleStructured handoff protocol between federation agents. Packages task context, evidence, floor state, and provenance into a transferable artifact. Prevents context loss during agent transitions. USE WHEN: "hand off to", "transfer task", "escalate to agent", "delegate to".
- ▌ Forge Design Intelligence · ariffazilDesign intelligence for building professional UI/UX across platforms. Industry-specific reasoning rules, UI style taxonomy, color palettes, typography pairing, accessibility guidelines, and anti-patterns. Use when any agent builds web surfaces, landing pages, dashboards, or UI.
- ▌ Forge Fastapi API Builder · ariffazilFastAPI API builder for organ bridge middleware and federation REST endpoints.
- ▌ Forge Federation Manifest · ariffazil bundleFederation topology manifest — arifOS organ registry and inter-organ contract specification.
- ▌ Know Physics · ariffazil bundleAll reality claims are physical claims. Conservation laws, thermodynamics, causality, entropy. You cannot get something from nothing.
- ▌ Mapbox Cartography Gis · ariffazilMapbox developer API suite, cartographic design, style management, GeoJSON validation/preview, coordinate conversion, and token security via Mapbox DevKit MCP server (mcp-devkit.mapbox.com).
- ▌ Openclaw Human Meaning · ariffazilOpenClaw integration for the human-meaning-membrane doctrine — apply the inference protocol when reviewing human-facing code (chatbots, UIs, social features). USE WHEN: "review this chatbot PR", "audit user-facing copy", "check consent logic", "message tone analysis code", "social feature review", "human-interaction code review". NOT for OpenClaw ops/health — use openclaw skill. NOT for token audit — use FORGE-telegram-audit.
- ▌ Qwencloud Update Check · ariffazil bundle[QwenCloud] Check for qwencloud-ai updates and notify the user when a new version is available. TRIGGER when: user asks to check for updates, check version, asks 'is there a new version', 'latest version', 'update skills', 'check update', or any other qwen skill delegates to this skill, or user explicitly invokes this skill by name (e.g. use qwencloud-update-check). DO NOT TRIGGER when: non-update-related tasks, general version questions about other software.