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developer-productivity
4 postsFOMO-Driven AI Coding: Speed Illusion, Hidden Review Debt
GitHub's 55% speedup versus METR's 19% slowdown finding reveals how FOMO-driven AI coding adoption hides the real cost of review and verification in mature codebases.
Beyond Context Engineering: A Discipline for Reliable LLMs
A position paper argues LLM reliability requires channel engineering, not just context engineering, and introduces the Socium collaboration model.
AI Agents Favor Vertical Slices Over Platform-First Architecture
Why vertical slice architecture, not horizontal platforms, is the pattern AI coding agents need to ship reliable software.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comSignal vs Noise in Code Evaluations: Measuring Developer Skill
How to separate meaningful signal from misleading noise in code evaluations, with practical guidance on designing better technical interviews.