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21/07/2026
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...
Codacy Platform Company New Features Trends AI in Software Engineering Customers Showcase Guardrails AI Giants AI Inventory Software Risk & Compliance The Future of Code Review AI Reviewer AI Risk Hub AgentLinter Engineering Fundamentals Clean Code
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    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...
    15/07/2026
    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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