Insights & Field Notes
AI Systems Journal
Technical Blog
Deep dives on LLM integration, agentic AI systems, microservices, and semantic search.
Why your next product should be a Chat-Web Application
Traditional dashboards are giving way to conversational workflows. Design Chat-Web Apps with LangGraph, LLMs, and automation stacks that let users ask, act, and automate in one place.
Chat UXAgentic AIAutomation
How to integrate LLMs into enterprise microservices
A pragmatic guide to adding GPT/Claude-powered capabilities to existing services with patterns for security, latency, and cost.
LLM IntegrationMicroservicesOpenAIClaude
Agentic AI systems architecture with LangGraph
Designing multi-agent workflows for orchestration, routing, and reliable tool use across enterprise contexts.
Agentic AILangGraphOrchestration
Vector databases for semantic search: patterns and pitfalls
Choosing Pinecone/FAISS/Chroma, chunking strategies, metadata filters, and evaluation for production search.
Vector DBSemantic SearchRAG