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22/07/2026
How to Get Security Approval for AI Coding Tools: A Technical Governance Blueprint (2026)
Getting security approval for AI coding tools requires replacing verbal assurances with repository-level evidence: a live inventory of which models,...
22/07/2026
Pre-Commit vs CI Quality Gates: When Fast-Shipping Moves The Checks Upstream
Teams that ship dozens of pull requests a week eventually run into the same wall: CI-stage quality gates turn into a queue. A developer opens a PR,...
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...
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
    AI Code Review is not enough
    22/07/2026
    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...
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    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 review
    22/07/2026
    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...
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