jmagly

Orchestrate type-flexible media curation from assessment and planning through acquisition, tagging/transcription, provenance, and…

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

Contribute a user's AIWG customization back upstream as a PR — reviews for general applicability, creates branch, opens PR

Rebuild and redeploy AIWG from local customization source — makes recent edits live

Set up personal AIWG customization mode from a local clone or fork — makes your clone the live global AIWG instance so edits go live…

Pull the latest upstream AIWG updates into the user's fork and rebuild — preserves user customizations

Initialize AIWG daemon mode configuration from a named profile for persistent background sessions

Show daemon health, active sessions, task queue, and subsystem status

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

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

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

Orchestrate Delivery Track flow with test-driven development, quality gates, and iteration assessment