5 min read
The Pull Request Can Now Rewrite Its Own AI Reviewer
Why pull-request-controlled AI review instructions collapse a trust boundary, and how teams can restore it without giving up useful repository context.
Blog posts tagged
SOFTWARE ENGINEERING Page 1
8 min read
The Laravel action pattern deserves to escape Laravel
Why modelling each business operation as a reusable action keeps controllers, jobs, commands, listeners and other delivery mechanisms thin.
13 min read
My Current AI Coding Setup
How I use Codex, JetBrains IDEs, Copilot review, AGENTS.md, reusable skills, and CI checks to make AI coding reliable.
7 min read
What the State of AI 2026 Survey Says About Developer Work
A developer-focused summary of the State of AI 2026 survey, covering adoption, coding agents, paid usage, costs, risks, and what engineering teams should take from it.
13 min read
Why AI Adoption Is Still Hard For Engineering Teams
Why AI coding tools only create lasting velocity when leaders fix trust, feedback loops, governance, and engineering fundamentals.
10 min read
Apple MLX vs NVIDIA CUDA: Same Problem, Different Machines
A practical comparison of Apple MLX and NVIDIA CUDA, where they overlap, where they differ, and how those differences should shape your choice.
14 min read
When AI Writes Most of the Code, Quality Has to Become Infrastructure
AI coding agents are moving the bottleneck from code production to verification. That means the SDLC needs stronger evidence, testing, risk controls, and maintainability signals.
7 min read
Why Single Agents Often Beat Multi-Agent Systems
Why many apparent multi-agent gains are really test-time compute gains, and when extra agents are still worth the complexity.