07 / Journal

Thoughts from buildingreal AI systems.

Notes on LLM and RAG systems, MLOps, data engineering and the craft of shipping software that has to keep working.

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2 articles of 38

AI Agents in Production: Architecture, Tools, Memory and Guardrails
AI Agents9 min read

AI Agents in Production: Architecture, Tools, Memory and Guardrails

AI agents in production need clear tool boundaries, durable state, scoped memory and tested recovery. Build an architecture that makes failures understandable.

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Multi-Agent Systems with LangGraph: Orchestration Patterns That Scale
AI Agents9 min read

Multi-Agent Systems with LangGraph: Orchestration Patterns That Scale

Choose multi-agent orchestration patterns by dependency, ownership and failure behavior. Learn how LangGraph state, routing and checkpoints support reliable workflows.

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