Parallel fan-out processing - spawn multiple sub-agents for chunked context processing

Orchestrate cross-team synchronization with dependency mapping, sync cadence, blocker escalation, integration planning, and cross-team demos

Orchestrate continuous performance optimization with baseline establishment, bottleneck identification, optimization implementation, load testing, and SLO validation

Orchestrate Team Onboarding flow with pre-boarding, training, buddy assignment, and 30/60/90 day check-ins

Orchestrate Concept→Inception phase transition with intake validation and vision alignment

Detect performance regressions by comparing benchmarks across versions with latency, throughput, and statistical significance analysis

Orchestrate handoff validation between SDLC phases and tracks (Discovery→Delivery, Delivery→Ops, phase transitions)

Orchestrate dual-track iteration with synchronized Discovery (next) and Delivery (current) workflows

End-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions

Update AGENTS.md with project-specific context for Factory AI based on codebase analysis

Update existing ticket/issue with status changes, comments, or field updates

Cross-framework project status aggregator — discovers contributors from installed frameworks, runs declarative detection, produces a unified status report.

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

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

Analyze gaps in research coverage

Analyze collection completeness against canonical discography and generate prioritized gap report

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

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

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

Execute multi-stage research workflows

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

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

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

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

Regenerate platform context file with preserved team directives

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

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

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

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

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

Query provenance chains and artifact relationships

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

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

Quick triage investigation following RFC 3227 volatility order

Compare current behavior against baseline to detect regressions

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

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 AIWG configuration files and project setup for correctness and completeness

Run a development-focused health check on the AIWG repository structure

Correlate auth.log, syslog, journald, application, and web logs to detect brute force, privilege escalation, and lateral movement.

Manage Al semantic memory entries — list, query, and clear lessons learned across loop iterations

Assess source quality using GRADE methodology

Run the full Recursive Language Model pipeline — prep, fan out across chunks, and recursively synthesize until results fit one context window

Analyze and summarize a transcript, meeting notes, or discussion thread into a clear actionable document

Clean up .aiwg/working/ by promoting, archiving, or deleting temporary files

Reorganize and update .aiwg/ documentation to reflect current project reality

Wipe .aiwg/ directory and optionally restart with fresh intake

Verify the full refinement chain from use cases through behavioral specs, pseudo-code specs, code, and tests — report coverage at each layer and identify gaps

Package corpus subsets as distribution archives. Filter by cluster, topic, REF range, or custom expression; bundles PDFs, analysis, citations, and BibTeX into tar.gz.

Chain of custody and evidence preservation procedures covering log collection, hash verification, custody documentation, and evidence packaging per RFC 3227

Evidence acquisition with chain of custody and hash verification

Validate skill quality, completeness, and adherence to standards. Use before packaging to ensure skill meets quality requirements.

Package research artifacts for long-term archival

Analyze team retrospectives for insights

Create a complete framework package structure inside agentic/code/frameworks/

Create, update, list, or run scheduled remote agents (triggers) that execute on a cron schedule

Generate system definition file for ToolSmith with tested OS commands

Generate troubleshooting documentation

Contextual AIWG help — explains current version features, answers how-to questions, routes live queries to the steward

AIWG-specific pull request delivery workflow for AIWG product/workspace changes; not the generic repository PR process

Rebuild bidirectional citation edges in a research corpus. Scans outgoing citations, computes the inverse map, rewrites incoming tables. Fixes one-directional graphs.

Generate a corpus snapshot report — computes dimensions, topology, degree distribution, delta from previous. Helps with cluster, chain, and gap analysis sections.

Dispatch the same query to multiple subagents in parallel across chunks in a manifest and aggregate results with source provenance

AUTO-INVOKE when user mentions media curation, discography, archive, music collection, source acquisition, metadata tagging, Plex, Jellyfin, MPD. Media-curator framework quick reference — discovery phrases for discography analysis, source discovery, acquisition, quality filtering, metadata, archive integrity.

Volatility 3 memory forensics workflows covering acquisition with LiME and WinPmem, and structured analysis using Volatility 3 plugin reference

Analyze token usage efficiency against the MetaGPT baseline and surface per-step optimization opportunities

Configure pnpm's minimumReleaseAge gate (7-day default, 10-day high-sensitivity) plus blockExoticSubdeps for workspace-scope dep-source enforcement. Includes Corepack detection and lockfile-caveat warning.

Analyze overall project health and metrics

Build the mutual citation graph, find connected components, identify isolated clusters, and optionally search for bridge candidates and file gap issues.

Search the local research corpus, read matching findings, and synthesize an answer with inline citations to REF-XXX sources. The "query" operation for the research pipeline.

Execute a `setup.aiwg.io/v1` SetupManifest, performing cross-platform installati

AI-powered enhancement of skill SKILL.md files. Use to transform basic templates into comprehensive, high-quality skill documentation.

Provide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate

Scaffold a new behavior definition with BEHAVIOR.md and optional scripts inside an existing addon or framework

Configure Bun's install.minimumReleaseAge gate (7-day default, 10-day high-sensitivity) for JavaScript projects on Bun. Includes Corepack-equivalent version detection and lockfile-caveat warning.

Split a file into overlapping chunks suitable for parallel fanout processing and emit a manifest describing each chunk

Validate documentation for unsupported claims, made-up metrics, and unverifiable statements

Validate that an AIWG skill chain has all requires inputs satisfied by upstream ensures outputs. Catches missing dependencies at wiring time, not runtime.

Extract and enrich indicators of compromise

Generate forensic investigation report

Build correlated event timeline from multiple sources