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ADAPT: Agentic Diff-Aware Patch Testing for Pull Requests

Modern software development relies on pull requests (PRs) that introduce small, targeted code changes. Once merged, these changes should be protected by focused tests that exercise the behavior the PR introduces, yet developers often submit PRs without such tests, leaving the new behavior unguarded against future regressions. Most test generation techniques target entire software units and…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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Google Brings Gemini Live to Apple CarPlay

Google is bringing its Gemini artificial intelligence (AI) assistant to Apple CarPlay, extending the company’s conversational AI experience to Apple’s in-car platform and giving iPhone users another…

OpenAI Codex on Amazon Bedrock

A practical guide for enterprises rolling out OpenAI Codex to developers on AWS, with Amazon Bedrock as the model backend, covering the access, governance, and cost decisions that platform, security…

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