We share knowledge about AI, smart home and QA.
A blog about quality - in AI, in smart home, in testing. Practical guides, experiments and lessons from the field. No paywalls, no marketing fluff.
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- Jun 12
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All posts →AI in Everyday Life: LLMs as Board Game Assistants
An LLM can be a very practical helper during board games: explaining rules, resolving ambiguities, searching rulebooks, creating turn summaries, and keeping house rules consistent. The condition is simple: treat it as an assistant, not an infallible judge.
Why skipping QA on a project almost always costs more than it seems
QA isn't an add-on. Skipping quality assurance leads to delays, bugs, chaos and lost user trust. Here's why it almost never pays off.
The /goal command in Claude Code - a session contract that won't let the agent give up
How /goal in Claude Code enforces completion through a session-scoped Stop hook. Pros, cons, when to use it, how to phrase the condition, and why it matters for QA.
Issues per Release - a code-maturity gauge
How to roll out Issues per Release from scratch, why it's a metric of the development process and not just QA, and how it reshapes the conversation with the Engineering Manager. Article 4 of 9.
AI in Smart Home, Part 1: A Home That Can See - LLM Vision in Practice
The first part of a mini-series about connecting AI with smart home systems. We move from simple motion detection to visual interpretation: who is at the gate, what happened on the driveway, and when a notification is actually worth sending.
Where the Holak Scale Fails - Self-Criticism
Every model is a tool, not a truth. Six places where the Holak Scale actually fails when working with teams, plus reader feedback to address in version 3.