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Code agents: evaluating safety and performance

Microsoft reports a 14-billion-parameter coding agent scoring 45.3% on SWE-Bench Verified, and a training method that accounts for tests unintentionally broken while adding features.

By Wendelmaques ·

Source: Microsoft lança o agente de código FrogMini de 14B (x.com). Text prepared with AI from this source.

What happened and what to do

On January 13, 2026, Microsoft announced FrogMini, a 14-billion-parameter coding agent that scored 45.3% on SWE-Bench Verified. The publication also describes a training method in which agents unintentionally break tests while implementing new features.

For a company evaluating coding agents, a practical response is to build a controlled evaluation with representative tasks, isolated execution, and regression tests. A dashboard can track successes, failures, and changes that break tests, helping determine whether the agent is suitable for each stage of development.

How the consultancy can help

Wendelmaques can assess the development workflow and risks of using agents, define an evaluation suited to the company, and implement the testing, monitoring, and operational infrastructure.

Next step

Send a short description of your case to receive a proposal scoped for diagnosis and implementation.

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