Detecting Malicious Intent Across AI-Generated Pull Requests: A Governance Framework for Engineering Leaders
No single pull request has to look malicious to create a serious security problem. One adds logging. Another introduces a background job. A third...
14/07/2026
AI Code Review Is Not Enough: How Engineering Leaders Should Gate AI-Generated Code
The easiest pull requests to approve are often the ones that deserve the closest inspection. AI-generated code tends to arrive well formatted, well...
14/07/2026
A Global CX Software Company Closed 1,200 Security Issues with 90% Accuracy Using Codacy
This customer operates in a security-sensitive environment and has requested anonymity; all figures and quotes are as provided. The company scales...
14/07/2026
Why this Fintech Chose Codacy Over SonarQube, Semgrep, and GitHub Advanced Security
Given the compliance-sensitive nature of financial services, this customer chose to share their story anonymously. Learn how this fintech platform...
13/07/2026
Deterministic Static Analysis for AI Coding Workflows: How to Cut Token Cost Without Weakening Code Review
An AI coding agent opens a pull request. Another agent reviews it, searches the repository, reads a few irrelevant files, pulls more context into the...
09/07/2026
Why Engineering Teams Keep Building In-House AI Code Review Tools, and What It Really Costs
LLMs made internal AI code review tools easy to prototype. They did, however, not make them easy to operate.
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