Category: Development
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Developer Experience in 2026: Why Engineering Teams Are Replacing Velocity Metrics with Flow
Your AI-powered engineering team just shipped 66% more code. Congratulations — and condolences. According to Faros AI’s “Acceleration Whiplash” report, which studied 22,000 developers across 4,000 teams in April 2026, those same high-adoption AI teams also produced 861% more code churn, 28.7% more bugs per pull request, 3x more incidents per PR, and 5x longer…
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Platform Engineering in 2026: Why DevOps Doesn’t Scale — and What Replaces It
DevOps was built for teams of tens. When organizations scaled to hundreds of developers, the “everyone owns everything” model stopped working. Infrastructure requests became bottlenecks. Onboarding new services took weeks. Senior engineers spent days on configuration tasks that should take minutes. The industry’s response is Platform Engineering — and in 2026, it’s no longer optional…
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The AI Productivity Gap: What Enterprise Teams Actually Get in 2026
Here’s an uncomfortable stat to bring to your next planning session: according to Faros AI telemetry published this week, engineering teams with high AI adoption have seen code churn — lines deleted shortly after being written — increase by 861%. At the same time, engineering managers report 80–90% code acceptance rates. Both numbers are real.…
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Agentic Coding in 2026: How AI Tools Are Reshaping the Software Engineering Workflow
Something shifted in software development between 2024 and 2026 that doesn’t show up in the adoption statistics. The headline number — 84% of developers now use or plan to use AI tools, up from 44% in 2023 — makes this look like a steady linear climb. It isn’t. The nature of what developers are doing…
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The risks of building on legacy code
Picture a startup from the early 2000s. Back then, their system was cutting-edge. Fast-forward twenty years, and that same scrappy codebase, full of shortcuts, band-aid fixes, and outdated decisions, is still running the show. What used to be the engine is now dead weight.Sure, it still works. But at what cost? Sluggish development, security blind…
