Practical knowledge for software teams
Answers to the questions that come up most often in first conversations: When does test automation pay off? What does a team have to set up technically for the Cyber Resilience Act? What does a coding agent need so the team ships measurably faster?
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5 min read
Coding agents in production: what an agentic harness does
A coding agent that knows your project rules, runs its own tests and hands over only verified code for review saves the team time. The same agent without that frame delivers code that people have to check at length. The difference is the agentic harness. This article shows what belongs in it and how to measure the benefit.
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Implementing the CRA technically: SBOM, patch process, reporting within 24 hours
The EU Cyber Resilience Act asks manufacturers for things no legal department can deliver: a machine-readable bill of materials for the software, a continuous vulnerability process, security updates for years and an early warning within 24 hours. This article describes what a development team actually sets up in build, supply chain and operations to get there.
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When test automation pays off
Automated regression tests cost money before they save any. This article sets out which items belong in the calculation and gives a simple break-even formula with a fully worked example. It also explains why hotfix capability and the Cyber Resilience Act change the result.
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