Murali Gour

Digital Marketing Manager

About

Developer advocate passionate about Agentic AI, AI developer tools, and building products that empower engineers to ship faster. I love exploring autonomous AI systems, developer ecosystems, growth strategies, and emerging AI workflows while connecting with builders across the tech community.

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p/datagrout-ai

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5d ago

We built a diff analyzer that scores whether a code change matched the stated goal

One of the core tools in Invariant is diff_analyzer.

You give it:

p/datagrout-ai

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6d ago

Your coding agent ships code that works but does the wrong thing. How are you catching it?

We kept running into this while building DatGrout Invariant.

The agent makes a change. Tests pass. No errors. But the behaviour doesn't match what you actually asked for. No crash to debug, no obvious failure, just silent goal drift that shows up later.

We called this the "plausible but wrong" problem.

The frustrating part is that existing tools don't catch it, linters check syntax, test suites check output, but nothing checks whether the change matched the original intent.

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