Writing

Simple, readable archive of posts on LLM patterns, AI UX, and EvalOps.

Pinned

• The Missing Piece in Graph RAG: Graph Attention Networks — Nov 21, 2024 · ~6 min · Topics: GraphRAG

• Tackle Complex LLM Decision-Making with Language Agent Tree Search (LATS) & GPT-4o — Aug 26, 2024 · ~7 min · Topics: Agents, Decision-making

• Boost RAG Performance: Enhance Vector Search with Metadata Filters in Azure AI Search — Aug 1, 2024 · ~6 min · Topics: Azure, RAG

AI Products

• Generative UI: From Static Screens to Adaptive Systems — Oct 4, 2025 · ~8 min · Topics: Generative UI, Adaptive Systems, Design Systems
• Local PII Pre-Filter with Microsoft Presidio + Qwen 2.5 — Oct 3, 2025 · ~2 min · Topics: PII, AI Safety, Guardrails

Earlier Pieces

• The Missing Piece in Graph RAG: Graph Attention Networks — Nov 21, 2024 · ~6 min · Topics: GraphRAG
• Tackle Complex LLM Decision-Making with Language Agent Tree Search (LATS) & GPT-4o — Aug 26, 2024 · ~7 min · Topics: Agents, Decision-making
• Boost RAG Performance: Enhance Vector Search with Metadata Filters in Azure AI Search — Aug 1, 2024 · ~6 min · Topics: Azure, RAG
• Incrementally Indexing documents with AzureAI Search Integrated Vectorisation — Mar 11, 2024 · ~5 min · Topics: Azure, Indexing
• How to improve RAG peformance — Advanced RAG Patterns — Part2 — Oct 18, 2023 · ~7 min · Topics: RAG
• Why do RAG pipelines fail? Advanced RAG Patterns — Part1 — Oct 16, 2023 · ~7 min · Topics: RAG, Failure modes
• Azure’s new Guard: Content Safety and PromptFlow for Responsible AI — Jul 25, 2023 · ~6 min · Topics: Azure, Responsible AI
• Run your AzureOpenAI apps Azure Functions — Jul 19, 2023 · ~5 min · Topics: Azure, Functions
• The Open Source Model Zoo: A Spirited Journey Towards GPT-Level Performance — Jun 27, 2023 · ~6 min · Topics: Open Source, Models
• ReACT — Reason & ACT implementations for LLM Agency — Jun 5, 2023 · ~6 min · Topics: Agents, Reasoning
• How to build a basic recommender system using Azure OpenAI Embeddings… — Apr 4, 2023 · ~6 min · Topics: Embeddings, Recommender
• Building a SaaS Application on Azure AKS with GitHub Actions — Feb 8, 2023 · ~6 min · Topics: Azure, DevOps

Startups

• Software ate the world (and seems to be creating new worlds now)… — Dec 31, 2022 · ~3 min · Topics: Trends, Product
• The Cold Start Problem: Using Network Effects to Scale Your Product — Dec 31, 2022 · ~5 min · Topics: Networks, Product
• What should a startup build? — Dec 31, 2022 · ~5 min · Topics: Product, Strategy