A developer built an unattended Claude Code plugin, ultracode-live-engineer, that automatically reviews Slack-mentioned PRs, follows up on its own PRs, and picks up Jira tickets. After 163 wake-ups, i…
Blacksmith, a San Francisco startup building CI infrastructure for GitHub Actions, raised $45 million in a Series B led by Peak XV Partners at a $550 million valuation, up 10x from a year ago, to addr…
Anthropic's Opus 5 model improves self-verification but shifts the bottleneck to code review, as developers face larger diffs and longer review times. Telemetry from Faros AI and LinearB shows median …
A GitLab survey of 1,528 developers and technology buyers across six countries found that 78% of respondents write and commit code faster since adopting AI tools, yet overall software delivery pace re…
LinearB's 2026 benchmarks reveal that roughly 2-in-3 AI-written pull requests are never merged, creating a 'triage tax' that forces senior engineers to act as human routers. CodeRabbit's blog argues t…
AI coding agents now generate pull requests in seconds, but human review takes 4.6 times longer than for human-written code, creating an 'Audit Tax' that bottlenecks software delivery. Anthropic recom…
A developer argues that AI coding agents, while fast at generating pull requests, impose an 'Audit Tax' that slows down software delivery because human review of agent-written code takes disproportion…
AI-assisted development has increased pull request queues by 59% year over year, but main-branch throughput fell 7% and success rates dropped to 70.8%, according to CircleCI's 2026 data. The bottlenec…