Notes & ideas

# Thinking out loud.

Experiments, questions, and things worth writing down.

- 24 Aug 2026

  ### [Evaluation Inside the Agent Loop](https://boiko.ai/writing/evaluation-inside-the-agent-loop/)

  A prediction before each action can turn an ordinary execution trace into a stream of graded claims.

  Agent evaluation · 3 min read

- 14 Aug 2026

  ### [AI Text Watermarks in Practice](https://boiko.ai/writing/ai-text-watermarks-in-practice/)

  A closer look at statistical watermarks, detection, and the practical limits of rewriting AI-generated text.

  AI & governance · 3 min read

- 28 Jul 2026

  ### [When Client Data Has to Stay Local](https://boiko.ai/writing/when-client-data-has-to-stay-local/)

  What a 100,000-document archive taught me about local models and the constraints that shape AI adoption.

  Local AI · 1 min read

Source: [https://boiko.ai/writing/](https://boiko.ai/writing/)