The Human in the Loop

What happens when a platform engineer hands the pager to agents — experiments, war stories, and the occasional human override.

Aug 30, 2026•8 min read•aiagentsllmframeworks

The story so far: from chatbots to agents

Every few months a new agent framework lands, and the same question fills my feed: which one should I pick? LangChain, LangGraph, CrewAI, ADK, OpenAI's SDK — the names rotate, the anxiety doesn't.

Aug 21, 2026•4 min read•aikubernetessreevals

Nine of Ten Steps: Why Agent Reliability Is an Evals Problem

It's 2 AM. Production is down. Error rates are spiking across regions, transactions are failing, and the incident has auto-escalated. A SWAT bridge spins up — fifty people on the call: SREs…

Jul 19, 2026•6 min read•aihistoryessay

The Hundred-Year Conversation: A Century of Speaking Machine — Until Machines Spoke Human

For a hundred years, using a computer meant learning its language — levers, punch cards, cursors, menus, apps. Then, in 2022, the direction of that conversation reversed. This is the story of how we…

May 3, 2026•3 min read•aiagentsresearch

Autoresearch: How Deep-Research AI Agents Are Actually Built

Everyone is shipping "deep research" agents, but the architectures underneath are surprisingly different. This post maps the autoresearch pattern, the state of the art, the benchmarks, the critiques…

Oct 31, 2025•2 min read•aiagentscontext-engineering

Evolution of Prompt Engineering to Context Engineering

Interacting with large language models used to be a craft of wording. Now, with million-token windows and AI assistants living inside Outlook, Teams and VS Code, the game has quietly moved from…