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.
Blog posts tagged
AIPage 3
13 min read
Docker Compose setups for parallel AI agents
How to structure Docker Compose so several AI coding agents can run the same multi-container Laravel app at the same time without clashing over ports, volumes, databases, or seed data.
11 min read
AI Coding Adoption Depends on the Engineering System
AI coding tools improve delivery only when teams have clear rules, fast feedback, small changes and enough review capacity.
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.
6 min read
Require Evidence for AI-Generated Code
Use explicit acceptance criteria, test results, risk-based review and production feedback before accepting AI-generated changes.
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.
3 min read
We Had This Argument in 1995: Restricting Cybersecurity AI Is a Losing Game
Gated cyber models may buy defenders time, but history suggests the advantage will not last.
10 min read
The Automation Avant-Garde
When machines master the ordinary, humans are freed to pursue the extraordinary. From photography to AI music to vibe coding, the same pattern repeats.