jmagly

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

Detect requests for iterative autonomous agent loops and route to the appropriate loop executor

Orchestrate multi-loop background operations via the Mission Control dashboard — start sessions, dispatch missions, monitor, and stop

Launch an AIWG Mission — durable, audited dynamic agent orchestration toward a completion criterion. AIWG owns the conductor (activity-log, gates, best-output, checkpoint/resume, cost); native primitives drive worker mechanism. Surfaces as /aiwg-mission in Codex (AIWG-owned, no plugin dependency).

Config-driven release orchestration — reads .aiwg/release.config plus optional .aiwg/releases/<plan-id> sidecars and walks the selected release plan's gates

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

Tier-3 steward routing reference lookup for full CLI tables, deploy paths, issue/project-local routing, orchestration routes, diagnostics, and provider capability examples

Tier-3 steward worked examples, report scaffolds, session reload guidance, deploy errata, Hermes composition notes, and AIWG badge helper reference

Run a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps

Display all available AIWG CLI commands, their arguments, and usage examples

Guide for filing high-quality issues — template selection, environment capture, duplicate detection, and import flow for cross-tracker reports

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

Guide for opening high-quality pull requests — template, verification gates, delivery-policy compliance, no-attribution rule, and CI-green-before-done discipline

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

Regenerate platform context file with preserved team directives

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

Generate Datasheet, Model Card, and Data Statement from a dataset manifest

Deterministically rebuild a dataset from its manifest and verify fixity equivalence

Create a versioned training dataset with manifest, fixity, provenance, and archive snapshot

End-to-end training dataset pipeline — acquire sources through publication

Detect training-eval overlap against benchmark sets before dataset publication

Generate SFT training examples from raw sources using Self-Instruct / Evol-Instruct / SQuAD / STaR patterns

Convert canonical training examples to Alpaca format for training frameworks

Convert canonical training examples to ChatML format for training frameworks

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

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

Regenerate platform context file with preserved team directives

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

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.

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

Build or refresh the agentic-sandbox QEMU base image so it ships the current agent-client binary, the self-enrolling agent-client.service, the virtio-vsock guest transport, and an up-to-date kernel/libs/tool set. Use when the base image is stale, after an agent-client change, or when wiring the vsock transport (ADR-023/026,