A developer built dry-mcp, an MCP server that detects duplicated code by semantic similarity rather than token matching, ranking findings by maintenance cost and delivering results to AI agents instea…
A comparison of 14 AI code review tools found that most cannot safely block a merge, with three offering no native merge-blocking mechanism at all, according to Codacy's 2026 analysis. The comparison …
Aikido Security is the strongest Qodo alternative for AI-powered code review, according to a comparison of six tools that also includes CodeRabbit, Greptile, Graphite, SonarQube, and CodeAnt AI. The c…
A hybrid AI code security review workflow, in which large language models flag potential vulnerabilities such as SQL injection or broken access control and a human developer manually verifies and patc…
A developer has proposed applying circuit breaker patterns to agentic AI code review workflows to limit the blast radius of autonomous agents that can interpret, execute, and commit code. The approach…
A large-scale empirical study of 265,363 Python notebooks submitted to Kaggle competitions found that general Python code quality is decoupled from machine learning performance, showing negligible or …
AI coding agents introduce security vulnerabilities both by writing insecure code directly and by installing third-party dependencies with known CVEs, often buried in sub-dependencies the agent never …
Codacy has completed more than 300 customer migrations from SonarQube, with the share of new Codacy customers coming from SonarQube rising from roughly half historically to about two-thirds in 2026, a…
NoWreck, a deterministic structural verifier for AI-generated code-change claims, has released v0.13.0 with CI/CD integration. The new version adds machine-readable output formats (SARIF and JUnit) an…
A 2026 guide from nlocoding.com highlights that AI code tools frequently introduce bugs, with 61% of developers reporting weekly issues and 74% of errors going undetected until manual review. The arti…
SiliconANGLE has named Kilo a finalist in the AI Coding & Developer Assistants category of its 2026 TechForward Awards, alongside Postman API Platform and SonarQube, with winners announced September 1…
Z.AI's GLM-5.3 desktop auditor, launched in partnership with Z.AI, offers free unmetered access to the GLM-5.3 API until October 2026, and has autonomously discovered 2,436 zero-day and legacy vulnera…
A 2025 Veracode analysis of over 100 large language models found that 45% of AI-generated code causes known security issues and vulnerabilities, while human review effectiveness drops after 400 lines …
A developer built BugZ AI, an open-source vulnerability scanner and automated patching engine that generates exact Git patch files to fix security issues. The tool uses Next.js, Convex, Clerk, and AI …
A developer's comparison of AI code review tools for GitHub in 2026 highlights Qodo as a standout for automated pull request reviews with repository-wide context, while noting CodeRabbit's diff-only a…
A developer describes using Claude as an unofficial senior developer to catch logic, architecture, and performance issues in code reviews. The developer's workflow involves pasting code and asking spe…
AI-written code can be shipped to production only after rigorous human review and automated testing, according to industry best practices. While AI models can accelerate development by 20% to 50%, ris…
Claude 3.5 Sonnet currently outperforms GPT-4o and DeepSeek-V2.5 in refactoring tasks due to better long-context logic handling and structural adherence, according to a developer's analysis. The model…
Aikido's 2026 State of AI in Security & Development report finds nearly 70% of organizations uncovered flaws tied to AI-generated code, with 1 in 5 reporting serious incidents linked to AI code. Engin…
Birgitta Boeckeler, a Distinguished Engineer at Thoughtworks focused on AI-assisted software delivery, discusses harness engineering for AI agents on the SE Radio podcast. She explains that harnesses …