jmagly
- 236 skills
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- 19 hours ago last updated
- ▌ Induct Research 2 · jmaglyInduct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.
- ▌ Induct Research · jmaglyInduct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.
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- ▌ Dataset Version · jmaglyCreate a versioned training dataset with manifest, fixity, provenance, and archive snapshot
- ▌ Dataset Reproduce · jmaglyDeterministically rebuild a dataset from its manifest and verify fixity equivalence
- ▌ Flow Dataset Build · jmaglyEnd-to-end training dataset pipeline — acquire sources through publication
- ▌ Example Synthesizer · jmaglyGenerate SFT training examples from raw sources using Self-Instruct / Evol-Instruct / SQuAD / STaR patterns
- ▌ Format Adapter Jsonl · jmaglyConvert canonical training examples to JSONL format for training frameworks
- ▌ Preference Generator · jmaglyGenerate preference pairs (chosen/rejected) for DPO/KTO/ORPO/SimPO training
- ▌ Decontamination Check · jmaglyDetect training-eval overlap against benchmark sets before dataset publication
- ▌ Format Adapter Alpaca · jmaglyConvert canonical training examples to Alpaca format for training frameworks
- ▌ Format Adapter Chatml · jmaglyConvert canonical training examples to ChatML format for training frameworks
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- ▌ Format Adapter Parquet · jmaglyConvert canonical training examples to Parquet format for training frameworks
- ▌ Acquire Training Source · jmaglyAcquire a training data source with license validation and delegate ingest to the semantic memory kernel
- ▌ Format Adapter Sharegpt · jmaglyConvert canonical training examples to ShareGPT format for training frameworks
- ▌ Synthetic Data Generator · jmaglyLarge-scale synthetic training data generation with Model Collapse recursion guard
- ▌ Use · jmagly bundleDeploy AIWG frameworks and addons to the current workspace across supported providers
- ▌ Aiwg Pr · jmagly bundleGuide for opening high-quality pull requests — template, verification gates, delivery-policy compliance, no-attribution rule, and CI-green-before-done discipline
- ▌ Steward · jmagly bundleProvide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate
- ▌ Aiwg Help · jmagly bundleDisplay all available AIWG CLI commands, their arguments, and usage examples
- ▌ Aiwg Issue · jmagly bundleGuide for filing high-quality issues — template selection, environment capture, duplicate detection, and import flow for cross-tracker reports
- ▌ Aiwg Doctor · jmagly bundleRun a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps
- ▌ Aiwg Status · jmagly bundleDisplay workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators
- ▌ Aiwg Refresh · jmagly bundleUpdate AIWG CLI and redeploy frameworks/tools to current project without leaving the session
- ▌ Ops Quickref · jmagly bundleAUTO-INVOKE when user mentions ops, runbook, inventory, audit trail, ops repo, sysops, devops, itops, infrastructure operations, fleet management. Ops framework quick reference — capability domains, extension model, and discovery phrases for runbooks, inventory, audit trail, verification.
- ▌ Sdlc Quickref · jmagly bundleAUTO-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.
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- ▌ Aiwg Language Map · jmagly bundleAIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs
- ▌ Research Quickref · jmagly bundleAUTO-INVOKE when user mentions research, paper, citation, GRADE, corpus, provenance, literature review, induct paper, evidence, bibliography. Research framework quick reference — discovery phrases for corpus inception, paper acquisition, GRADE quality, citation graphs, provenance-tracked synthesis.
- ▌ Forensics Quickref · jmagly bundleAUTO-INVOKE when user mentions forensics, incident response, IOC, log analysis, evidence preservation, breach investigation, threat hunting, attack timeline. Forensics framework quick reference — discovery phrases for incident response, log analysis, evidence preservation, IOC extraction.
- ▌ Marketing Quickref · jmagly bundleAUTO-INVOKE when user mentions marketing, campaign, brand, content production, audience persona, copy, social media, marketing intake, approval workflow. Marketing framework quick reference — discovery phrases for campaign intake, brand compliance, content production, audience synthesis, approval workflows.
- ▌ Aiwg Utils Quickref · jmagly bundleAUTO-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.
- ▌ Media Curator Quickref · jmagly bundleAUTO-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.
- ▌ Knowledge Base Quickref · jmagly bundleAUTO-INVOKE when user mentions knowledge base, wiki, KB, semantic memory, llm-wiki, knowledge ingest, document corpus. Knowledge-base framework quick reference — discovery phrases for KB ingest/health, semantic-memory kernel skills, llm-wiki profiles.
- ▌ Security Engineering Quickref · jmagly bundleAUTO-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.