Code review has always been a little slow (if you’ve ever watched a one-line fix sit in a queue for three days, you know what I mean). Someone opens a pull request, a teammate gets to it when they can, and the change waits in between. That was tolerable when a developer opened a few pull requests a week. With …
Technical Debt Statistics: 2026 Benchmarks for Cost, Engineering Time, and AI-Era Accumulation
Technical debt statistics for 2026: share of IT budget, engineering time lost, industry breakdowns, and the measured effect of AI coding tools on code quality.
Coding Faster Won’t Save the Bank: What AI Agents Mean for How Banks Build Software
Bank AI coding gains range from 5% to 35%. What regional and community banks should build next: agent identity, payment hubs and AI governance.
Developer Productivity Metrics: 2026 Benchmarks by Team Size and Industry
Developer productivity metrics for 2026: DORA levels, cycle time and PRs per developer by team size and industry, and the measured impact of AI coding agents.
When the Spreadsheet Is the System: Modernizing Excel-Run Business Processes
88% of audited spreadsheets contain errors. Here’s why replacing an Excel-run process isn’t like modernizing legacy code, and a practical way to do it.





