llms.blog
Software Engineering3 articles

Software Engineering

Articles

  • Automated AI Code Review in Production: Architecture, AST Context Assembly, Linter Hybridization, and Multi-Stage Noise Reduction

    Naively piping unified git diffs into a large language model and posting the raw output to GitHub or Bitbucket is a reliable way to degrade engineering velocity. While frontier models demonstrate high zero-shot reasoning capabilities, unconstrained code review bots suffer from high false-positive rates, superficial formatting nitpicks, hallucinated API misuse, and context blindness. When an automated bot generates twenty low-value comments per pull request, developers suffer review fatigue and r

    1 min

  • Harness Ships AI Security Agents to Automate Vulnerability Scanning and Pipeline Remediation

    Software delivery platform Harness released a suite of specialized AI security agents designed to automate vulnerability detection, triage, and code remediation directly within continuous integration pipelines. The release targets the growing operational disparity between automated vulnerability discovery and manual patch deployment. According to the Edgescan 2026 Vulnerability Statistics Report, organizations average 55 days to remediate reported software vulnerabilities. Conversely, automated

    1 min

  • Anthropic lets Claude Code run daily maintenance on its own apps

    Anthropic is running an experiment in which Claude Code performs daily maintenance on the company's own software, and the results are already measurable. Across the first few weeks, the system opened 388 pull requests and had 180 merged after review, a roughly 46 percent acceptance rate. Boris Cherny, the Anthropic engineer who created Claude Code, described the setup in a LinkedIn post. Through Anthropic's internal Tag integration, Claude runs a set of scheduled routines every day inside a de

    1 min