Scalable data processing for ML workloads.
Upload images or files to Cloudflare R2 and get back a permanent public URL.
Aggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE /…
Performs command-line binary analysis, reverse engineering, and security research using the radare2 toolchain.
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…
Batch embedding generation with caching, rate limiting, and multiple provider support
Expert in building Retrieval-Augmented Generation systems.
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.
Use when adding polymorphic activity timelines with live Turbo Stream updates to any Rails model.
When to activate: Rails, MVC conventions, ActiveRecord associations, service objects, strong parameters, concerns, callbacks, form…
Railway deployment via GraphQL API and GitHub integration.
Deploys and manages Qdrant vector databases on Railway for AI-powered semantic search and RAG applications.
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.