Use when working with Radio Mast Cloud Transcoder: converting an Icecast, Shoutcast, RSAS or HLS audio stream to a different codec or…
Use when working with the Radio Mast Streaming Network: hosting Icecast-compatible internet radio streams, choosing codecs (MP3, AAC…
Produce or audit a radiomics / tabular clinical-ML study — imaging or clinical features → any classical learner (penalised logistic [LASSO…
Chunking strategies, embedding model selection, hybrid search, reranking, eval metrics
Retrieval-Augmented Generation patterns for grounded LLM responses.
Automate Ragic tasks via Rube MCP (Composio).
Review code changes against project conventions, specs, and definition-of-done — parallel review directions merged into one station review.
When to activate: Rails, MVC conventions, ActiveRecord associations, service objects, strong parameters, concerns, callbacks, form…
Use when adding Tiptap rich text editing with debounced autosave to Rails models.
Railway deployment via GraphQL API and GitHub integration.
This skill should be used when the user wants to push code to Railway, says "railway up", "deploy", "ship", or "push".
Commit, rebase, and merge the current branch.
Rebase the current branch with smart conflict resolution.
Queue processing with fresh context per phase.
Initialize a PRD (Product Requirements Document) for structured ralph-loop execution
Explain the Ralph Wiggum iterative loop methodology, configuration flags, prompt writing patterns, and available commands.
Run an autonomous, iterative development loop using the Ralph Wiggum technique.
Automate Dice.com Easy Apply searches and applications with Puppeteer/Chromium, resume and cover-letter uploads, remote-role filtering…
Student semester onboarding — clinic procedures, tool walkthrough, practice exercises before real cases.
Build a verified, idempotent Ramp webhook receiver with raw-body HMAC validation, fast acknowledgement, durable processing, and…