AI Tech Specialist @ Microsoft Innovation Labs | Ex-AWS | Building the future of LLM applications
I prototype AI systems, develop internal tooling, and help teams ship production LLM apps. Currently focused on LLM Inference Optimisation Reasoning post-training AI Agents LLM Memory AI UX patterns EvalOps, and AI Security.
- GenAI reference architectures for Azure OpenAI
- Developer tooling for LLM app observability
- Evaluation frameworks for production AI systems
| Repo | Description |
|---|---|
| agent-framework-ozg | Workshop-ready Microsoft Agent Framework samples — agents, workflows, memory & reasoning |
| emergency-payment | Multi-agent emergency payment processing with sanctions screening & liquidity assessment |
| treasury-shock-day-demo | Multi-agent AI workflow for intraday liquidity & FX stress response on Azure AI Foundry |
| agent-framework-backend-custom01 | Credit Desk Lite — multi-agent credit underwriting with typed workflows & HITL gates |
| microsoft-agent-framework-ozg | Jupyter-first curriculum for Microsoft Agent Framework with story-driven labs |
| fund-multi-agent | Multi-agent system for fund intelligence and investment analysis |
| Repo | Description |
|---|---|
| pii-fund-rag | AI-powered mutual fund analysis with PII protection — RAG over 490K+ fund holdings |
| ai-search-raptor | RAPTOR hierarchical indexing on Azure AI Search for advanced RAG retrieval |
| advanced-rag-ozg | Advanced RAG optimization with sparse retrieval, hybrid pipelines & RAPTOR patterns |
| graph-ai-tutor | Graph-based AI tutoring system with knowledge graph navigation |
| Repo | Description |
|---|---|
| startup-investments | Full-stack AI platform for tracking startup funding, news signals & market intelligence |
| aviation-demos-01 | Enterprise aviation data intelligence platform with RAG, PII detection & Azure AI Search |
| finsmart | AI CFO backend — financial anomaly detection with LLM-powered explanations |
| treasury | Enterprise AI solutions for oil & gas — predictive maintenance, production optimization |
| ai-hedge-fund-xx | AI-powered hedge fund simulation with multi-agent trading strategies |
| Repo | Description |
|---|---|
| inference-journal | Inference engineering lab notebook — vLLM, TensorRT-LLM, Triton benchmarks & experiments |
| reasoning-llms-ozg | Research on reasoning LLMs — multi-step decomposition, structured deliberation & tool use |
| rl-ozg | Reinforcement learning experiments for LLMs, world models & multimodal agents |
| generative-ui-ozg | Generative UI experiments — patterns, prototypes & LLM-driven interfaces |
| Repo | Description |
|---|---|
| presidio-pii-ozg | PII detection & anonymization service with Microsoft Presidio, FastAPI & Ollama fallback |
| ai-security-ozg | AI security research — adversarial attacks, red teaming & LLM safety |
| Repo | Description |
|---|---|
| openai-katas | Hands-on katas for learning the OpenAI API — from beginner to advanced |
| azureopenai-katas | Hands-on katas for Azure OpenAI, Semantic Kernel & AI Foundry |
| agent-memory | Hands-on workshop on building memory systems for AI agents |
| foundry-demo | Comprehensive demo of Azure AI Foundry capabilities announced at Ignite 2025 |
- Building Production AI with Microsoft's Agent Framework: Credit Underwriting Case Study
- Context Engineering with Microsoft Agent Framework's Context Provider API
- Fixing Sparse Retrieval with RAPTOR on Azure AI Search
- The Missing Piece in Graph RAG: Graph Attention Networks
- Tackle Complex LLM Decision-Making with Language Agent Tree Search (LATS) & GPT-4o
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