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News
Test Creation Was Never the Bottleneck
4+ day, 22+ hour ago (377+ words) AI is making code generation cheaper while verification stays expensive, shifting the software delivery bottleneck toward review and judgment....
GitHub Workflows Strain Under AI Agent Development
5+ day, 1+ hour ago (18+ words) Commits, pull requests, issues and branch changes now arrive at machine speed, and the systems that scaled fine....
AI Has Turned Verification Into the New DevOps Bottleneck
5+ day, 6+ hour ago (209+ words) The next DevOps challenge is proving, quickly and repeatedly that a growing volume of machine-generated change is fit to ship....
From Operator to Agent Manager: The Real Shift in Network Engineering
2+ week, 2+ hour ago (23+ words) I've been saying for ten years that network automation was three years away from being the only way to do things....
Certificate Renewal Is a Deployment Workflow, Not a Cron Job
2+ week, 3+ day ago (491+ words) Certificate renewal is more than an ACME task. Reliable workflows must deploy, reload and verify certificates across production systems....
The AI Agent Race Is On. But Are We Watching the Right Race?
2+ week, 6+ day ago (804+ words) Claude Code, OpenAI Codex, GitHub Copilot, Cursor and a growing field of challengers are competing to define the future of software....
Why API Test Generation Is a Judgment Problem, Not a Code Generation Problem
3+ week, 3+ day ago (1066+ words) AI-generated API tests can be fast without being useful. Better results come from separating QA judgment from test mechanics....
UiPath Test Cloud: Robots Handle Repetition, Agents Adapt and Humans Lead
3+ week, 4+ day ago (28+ words) I spent time in three UiPath sessions on it and want to walk through what actually held up, what I pushed on, and where I think this lands....
GitHub Sharpens CodeQL's Eye on Actions Workflows and Modern JavaScript
3+ week, 4+ day ago (19+ words) CodeQL 2.26.3 sharpens GitHub Actions security queries and adds Vue-aware JavaScript modeling, cutting false positives in CI/CD scans....
Why Self-Healing Tests Need a Deployment Gate
3+ week, 4+ day ago (412+ words) Self-healing automation can produce false confidence. Learn how independent deployment gates verify AI-generated test repairs before merge....