Show status of RLM task tree execution

Update existing project WARP.md with latest AIWG orchestration guidance

Analyze an artist's discography to identify eras, catalog structure, and collection plan

Orchestrate end-to-end media curation from analysis through acquisition, tagging, and verification

Improve regression detection over time through cross-task pattern recognition, test prioritization, and historical analysis

Generate comprehensive regression analysis reports combining bisect, baseline, and metrics data with actionable recommendations

Detect visual and UI regressions through screenshot comparison and pixel-diff analysis across browsers and viewports

Analyze gaps in research coverage

SHA-256 checksum manifest generation, self-verification, and PREMIS fixity patterns

Regenerate CLAUDE.md for Claude Code with hook file architecture

AUTO-INVOKE for ANY AIWG capability question, framework/addon/extension query, steward routing, MCP profile, or when unsure where to start. ALWAYS consult before filesystem search on .claude/.factory/.codex/.warp/etc. AIWG core utilities quick reference — always-on framing, steward, index, meta operations.

Research-grounded validation of a target (file, directory, or topic) against external best practices and vendor docs. Produces a cited, evidence-grounded comparison.

Analyze collection completeness against canonical discography and generate prioritized gap report

Infer measurable completion criteria for an agent-loop task from project docs, code, and AIWG standards when the user has not supplied --completion explicitly

Simulate project outcomes with variable modeling, risk assessment, and resource optimization scenarios.

Detect requests for recursive decomposition and large-scale operations that benefit from RLM processing

AIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs

Update project CLAUDE.md with AIWG framework context and configuration

Discover and rank media sources across platforms for an artist or specific content

Classify incidents by severity, assemble response teams, and coordinate initial response actions and comms

Induct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.

Add structured comments to issues using templates for progress, feedback, or blockers

Show research corpus health and statistics

Transform standard technical content into ROKO voice — dense technical mythology wrapped in cypherpunk cultural narrative

Patterns for finding, processing, and embedding cover artwork into media files

Accept/reject logic and quality scoring heuristics for media content

Build a Proof of Concept (PoC) to validate technical feasibility and retire architectural risks

Decision aid for bootstrap and verification chains — forces the 'what authenticates the authenticator' question; patterns for signed bootstrap, measured boot, recovery.

Threat library for physical-access threats STRIDE and OWASP Top 10 miss — evil-maid, DMA, hostile peripheral, travel-host, coercion, cold-boot, side-channel.

Execute multi-stage research workflows

Spawn sub-agent to process focused context and return structured result

Generate a `setup.manifest.yaml` file for a project using the `setup.aiwg.io/v1`

Update existing project CLAUDE.md with latest AIWG orchestration guidance

Synthesize audience data from multiple sources into unified personas, segments, and targeting strategies

Gather and analyze competitive intelligence across channels to surface positioning shifts and market opportunities

Document missing content in media archives with standardized GAP-NOTE markers that guide acquisition and measure completeness

Setup Warp Terminal with AIWG framework context (preserves existing content)

Route marketing assets through multi-stakeholder approval chains with status tracking and escalation

Validate phase gate criteria with multi-agent review and generate pass/fail reports

Validate manually-created campaign intake forms and kick off Strategy phase with agent assignments

Detect issue references in commits and artifacts and automatically update or close linked tracker issues

Mark an issue as complete with comprehensive summary and verification

Automatically detect and update linked issues based on commits, artifacts, and task events

Route natural language requests to appropriate skills and workflows by parsing intent and matching trigger patterns

Track and analyze regression statistics, trends, hotspots, and health indicators across test suites

AUTO-INVOKE when user mentions cryptography, AEAD, KDF, chain of trust, signing key, auth factor, MFA, secret hygiene, supply chain trust, physical threat, DFIR readiness, or incident evidence handoff. Security-engineering quick reference — decision domains for crypto primitives, chain-of-trust, auth factors, degraded modes, supply-chain trust, physical-threat modeling, and DFIR readiness routing.

Decision aid for supply-chain trust beyond CVE/SBOM — pinning depth, reproducible builds, snapshot pins, firmware locking, and vendor+hash-lock for critical-path deps.

Verify archive integrity with self-verifying SHA-256 checksums, generate VERIFY.md, and optionally create W3C PROV provenance

opustags and ffmpeg patterns for applying metadata to audio and video files

Regenerate platform context file with preserved team directives

Manage architecture changes with impact analysis, ADR generation, migration planning, and breaking change tracking

Decision aid for authentication factor architecture — have/know/are mapping, coercion resistance, FIDO2 PIN/UV policy, and PRF hot-path anti-patterns.

Orchestrate marketing data collection, transformation, aggregation, and reporting workflows across platforms

Crawl repository for scattered docs and consolidate into categorized reference index in .aiwg/docs/

Orchestrate autonomous issue-to-code implementation using existing tools and agents with bounded iteration

Config-driven release orchestration — reads .aiwg/release.config and walks the project's declared gates (local build, CI green, doc-sync, changelog/announcement, README, release entry, post-release housekeeping)

Full multi-agent investigation workflow

Create and maintain regression test baselines for comparison and drift detection across versioned snapshots

Identify the commit that introduced a regression using git bisect with automated test execution and blame context

Aggregate multi-reviewer feedback into consolidated, prioritized, and actionable recommendations

Continuously identify, assess, track, and retire risks throughout the SDLC with register and RAG reporting

Generate SDLC reports including iteration status, metrics dashboards, and executive summaries across phases

Decision aid for runtime secret hygiene — fd passing, scratch surface, error-path safety, identifier hygiene, and avoiding the SECRETS_ENV aggregation anti-pattern.

Execute STRIDE threat modeling, vulnerability scanning, and security control validation with risk scoring

Steward-assisted prep for filing issues and PRs — environment capture, template selection, duplicate detection, delivery-policy compliance check

Audit CI workflow files for supply-chain risk — unpinned actions, unpinned container images, pull_request-triggered jobs with secret access, curl-pipe-shell installers, and bare :latest tags. Produces a structured markdown report with file:line refs.

Audit codebase for dead code, unused exports, orphaned files, and stale manifests

Analyze large source files and produce decomposition plans, optionally executing refactoring with import updates and test verification

Synchronize documentation and code to eliminate drift with parallel audit and auto-fix

Export media collection to platform-specific formats (Plex, Jellyfin, MPD, mobile, archival)

Orchestrate continuous security validation, threat modeling, vulnerability management, and security gate enforcement across SDLC phases

Generate executive-ready marketing performance summaries with insights, trends, and prioritized recommendations

Run multi-stage quality assurance on marketing assets with channel-specific validation and approval-ready reports

Query provenance chains and artifact relationships

Analyze test coverage reports, identify gaps by priority, and recommend test improvements with trend tracking

Update AIWG CLI and redeploy frameworks/tools to current project without leaving the session

Regenerate AGENTS.md with vendor-neutral content for multi-platform support

Execute iterative task loop until completion criteria are met - iteration beats perfection

Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern

Audit Rust/Cargo crates for supply-chain exposure: crates.io metadata + checksum verification against Cargo.lock, .crate tarball hash and .cargo_vcs_info.json provenance, previous-vs-patched .crate source diff, Cargo.toml dependency + build-script review, cargo audit / cargo deny / cargo vet trust policy, and publisher / trusted-publishing / yank / release-anomaly checks.

Forensic investigation of Docker, containerd/CRI-O, and Kubernetes — inventory, escape detection, eBPF runtime monitoring, RBAC and etcd audit. Use when investigating container compromise.

Facilitate data-driven technical decisions using weighted decision matrices, trade-off analysis, and ADR generation

Decision-aid skill for fail-closed vs fail-open behavior. Forces a degraded-mode matrix and rejects "type Y to override" prompts in favor of multi-step ceremonies

Quick triage investigation following RFC 3227 volatility order

Conduct comprehensive PR review from multiple perspectives (PM, Developer, QA, Security)

Compare current behavior against baseline to detect regressions

AUTO-INVOKE when user mentions SDLC, requirements, architecture, ADR, use case, user story, test plan, phase gate, inception, elaboration, construction, transition, intake, deploy. SDLC framework quick reference — phase model, capability domains, and curated discovery phrases for aiwg discover.

The canonical, extensible source-type registry for a research corpus — paper, preprint, blog, repo, book, chapter, standard, doc, discussion, encyclopedia, expert-material, internal-review. Replaces the drifting type / source_type / "Source Type" vocabularies with one registry that declares per-type template, required sections, citation format, acquisition method, storage, quality rules, and radar cadence. Surfaced via `aiwg corpus source-types`; consumed by the by-source-type index view, per-type induction audit, and acquisition dispatch.

Apply metadata tags, embed artwork, and organize media files with consistent naming

Verify bidirectional traceability from requirements to code to tests and identify coverage gaps and orphan artifacts

Crash-resilient external agent loop with state persistence and CI/CD integration

AIWG project issue filing only — templates, environment capture, duplicate detection, and import flow for AIWG tracker reports; not for general issue audits or address-issues processing

Assemble media into thematic compilations, concert films, era playlists, and narrative experiences

Validate brand compliance across visual, verbal, and legal dimensions with actionable reports

Interactive wizard that wires up @playwright/mcp end-to-end — detects the user's browsers, walks through Playwright MCP Bridge extension install, captures the per-install token, registers the MCP server in the AIWG registry with --extension and the env block, injects into the active provider's config, and verifies the connection.

Validate AIWG configuration files and project setup for correctness and completeness