implement

Generate C4 software-architecture diagrams in Structurizr DSL from a codebase, folder(s), a description, docs, or an existing diagram, then render them in the…

Submit a paper to arXiv as a preprint.

Extract key, actionable insights from knowledge resources and save as structured markdown files in the knowledge/insights/ folder.

Evaluate a skill with the GitHub Copilot SDK — measure its triggering accuracy and compare its output quality against a no-skill baseline.

Create new skills, modify and improve existing skills, and measure skill performance.

Test-driven development.

Turn the current conversation into a spec and publish it to the project issue tracker — no interview, just synthesis of what you've already discussed.

Break a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured tracker —…

Scaffold and build LLM-powered applications -- RAG pipelines, agentic workflows, structured output chains, tool-calling agents, and chatbot interfaces.

Generate deployment artifacts for ML models -- FastAPI serving code, Dockerfiles, cloud configs, batch prediction scripts, and monitoring setup.

End-to-end machine learning model training for tabular data -- from baseline to optimized model with proper cross-validation, metric logging, and…

Design and implement neural network architectures in PyTorch or Keras from task descriptions.