Blog

Writing & experiments.

Aug 1, 2026

LangGraph: Graph-Based Orchestration of Agents with Durable State and Explicit Control Flow

What I learned while building an agentic retrieval pipeline with LangGraph: why an explicit control flow is more reliable than agent autonomy, and why the recursion limit is not a loop counter.

LangGraphLLM AgentsAgentic SystemsLangChainRAGPython

Apr 7, 2026

Can We Trust AI Agents? The 'Human-on-Top' Necessity

An experiment using Claude as the architect and local models for routine coding — and what went right and wrong.

ai-agentslocal-llmsbackendclaude