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Notes from production

Ideas worth
automating.

Practical writing on AI agents, retrieval, automation, and getting found by AI search — from systems we actually run.

Topics RAG Custom LLM AI Agents

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RAG

Building a RAG System That Survives Production: Chunking, Retrieval and Evaluation

Retrieval demos are easy and retrieval in production is not. The three decisions that determine whether your RAG system is trustworthy, and how to measure it before your users do.

14 Aug 2026 · 4 min read

All articles

Custom LLM

Context Engineering: Why Your AI Agent Forgets, and What to Do About It

Agents do not have memory by default — they have a context window, which is a different thing. The four kinds of memory a production agent needs and how to give it each one.

14 Aug 2026 · 4 min read

AI Agents

Agentic AI in 2026: Why Most Projects Stall Before Production

Adoption is everywhere and production is rare. What agentic AI actually is, why Gartner expects 40% of projects to be cancelled, and what separates the agents that ship from the ones that die in a pilot.

14 Aug 2026 · 7 min read

Meanwhile

Read the work instead.

The case studies go deeper than most articles would — real systems, real numbers.

Case studies

Five builds with the challenge, the architecture, and the measured outcome.

AI agents

What an agent actually is, the eight types we build, and how they're architected.

AEO & GEO

How businesses end up inside AI answers instead of below them.

By industry

The repetitive work we see in nine sectors, and what we automate first.

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