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Birgitta Böckeler

4 articles by Birgitta Böckeler.

Engineering — Maintainability sensors for coding agents

Maintainability sensors for coding agents

In a recent article about harness engineering for coding agent users, I laid out a mental model for expanding a coding agent harness: a system of guides and sensors that increase the probability of good agent outputs and enable self-correction before issues reach human eyes. This article is a more practical follow-up where I walk through my experience with using sensors that help keep the codebase

BBBirgitta Böckeler·May 27, 2026Engineering
AI & ML — Harness engineering for coding agent users

Harness engineering for coding agent users

To let coding agents work with less supervision, we need ways to increase our confidence in their result. As software engineers, we have a natural trust barrier with AI-generated code - LLMs are non-deterministic, they don't know our context, and they don't really understand the code, they think in tokens. This article explores a mental model that brings together emerging concepts from context and

BBBirgitta Böckeler·April 2, 2026AI & ML
AI & ML — How far can we push AI autonomy in code generation?

How far can we push AI autonomy in code generation?

We ran a series of experiments to explore how far Generative AI can currently be pushed toward autonomously developing high-quality, up-to-date software without human intervention. As a test case, we created an agentic workflow to build a simple Spring Boot application end to end. We found that the workflow could ultimately generate these simple applications, but still observed significant issues

BBBirgitta Böckeler·August 5, 2025AI & ML
AI & ML — Exploring Generative AI

Exploring Generative AI

Generative AI and particularly LLMs (Large Language Models) have exploded into the public consciousness. Like many software developers Birgitta is intrigued by the possibilities, but unsure what exactly it will mean for our profession in the long run. She has taken on a role in Thoughtworks to coordinate our work on how this technology will affect software delivery practices. On this page she post

BBBirgitta Böckeler·AI & ML