jmagly

Build the bipartite funder↔paper analytics — per-funder paper/A-grade/mean-grade rollup, mean CD-index + novelty bias, and co-funding clusters. Runs via `aiwg corpus funder-network`.

Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.

Compute corpus-local influence/centrality metrics — per-paper CD-index + PageRank, and per-PROF-P h-index / mean-CD / mean-PageRank / betweenness / eigenvector + influence grade. Runs via `aiwg corpus profile-metrics`.

Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.

Scaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.

Report research-corpus discovery curators (PROF-S) ranked by yield (return-to score = inducted-ref-count × avg GRADE), with revisit-cadence staleness and a discovery-orphan check. Runs via `aiwg corpus curator-status`.

Record the source-tracking `discovery` block on a research-corpus citation sidecar — where/how a paper was found (surface, via, curator). Runs via `aiwg corpus discovery-log`.

Scaffold compact PROF-P entity profiles for unprofiled hub authors — ranks corpus REFs by citation in-degree, takes each top REF's primary author, skips institutional/group names and already-profiled people. Runs via `aiwg corpus profile-generate`.

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

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

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

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.

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.