There’s a classical intuition in computer science that verifying a solution is easier than finding one. For NP-complete problems, this
Continue readingWhy Verification Is Harder Than Generation for AI Coding Agents
The dominant scaling narrative in large language models has been straightforward: more parameters, more data, more compute. But there’s a
Continue readingLoopCoder-v2: Why Two Loops Beat Four in Test-Time Compute Scaling
The landscape of developer tools is shifting faster than ever. In just the past two weeks, we’ve seen major releases
The open-weight AI landscape has shifted dramatically in recent weeks. Three major releases — DeepSeek V4, Kimi K2.6, and Qwen
Continue readingThe Open-Weight AI Race Heats Up: DeepSeek V4, Kimi K2.6, and Qwen 3.6