oss-model-playbook
Enterprise playbook for running open-weight LLMs on on-prem Kubernetes, AKS, and Azure AI Foundry — model selection, capacity planning, gateway, security, and TCO.
Projects
2026
pi-bench
Composed-defense benchmark for prompt injection that grades entire defense stacks on attack success rate, false positives, latency, and cost.
Vector engineering for agents
Staff-level deep dive on embeddings, ANN, hybrid retrieval, agent memory, evaluation, and production ops for RAG and AI agents.
octerse
A token-saver bootstrap for repos that drops focused Copilot instruction files and VS Code defaults.
Usage-Based Billing estimator
Estimator and explainer for GitHub Copilot usage-based billing after the June 2026 pricing transition.
Copilot Agent Mode — code migration demo
The reference codebase + scripts I use when running GitHub Copilot Agent Mode workshops on real-world code migration.
GitLab CI to GitHub Actions migrator
Migration helper that translates GitLab CI pipelines into GitHub Actions workflows for faster platform consolidation.
2025
ABB AI Hackathon — accelerating the now
Microsoft × ABB hackathon — building enterprise AI use cases on Azure that actually leave the demo phase.