Fable 5.1 is Anthropic’s strongest model yet for coding and design, and the /design command gives Claude a full visual canvas inside the Claude desktop app. I can also trigger the same workflow from Claude Code in the terminal. That sounds like a shortcut to great design. It isn’t, at least not by itself. If … Read more
AI systems can fail while every normal engineering signal looks fine. The app is online. Error logs are clean. Tests pass. No exception gets thrown. Yet the answer is wrong, the agent used the wrong tool, response quality has dropped, or the monthly model bill has suddenly tripled. That is the awkward reality of software … Read more
Boris Cherny, the creator of Claude Code, recently made three big claims that caught my attention. He said modern Claude models can run autonomously for days or weeks. He said Claude Code is no longer demonstrably prompt injectable. And he said his team deleted more than 80% of Claude Code’s system prompt after the launch … Read more
AI coding agents are becoming a normal part of software work. I use them to explain unfamiliar code, draft changes, find bugs, and move much faster through repetitive tasks. Yet every time I point an agent at a folder, I need to ask a more basic question first: what data is leaving my machine, where … Read more
People often treat an AI model as if it is the entire product. They compare Claude, Codex, Gemini, and local models, then assume the biggest model produces the best result. That misses a major part of what makes an AI coding agent useful. I can take the exact same model, give it the same task, … Read more
Unsloth has released a new 4-bit version of Qwen3.6 that it describes as up to 2.5 times faster. The release uses NVIDIA’s NVFP4 format, and it can run locally on a single Blackwell GPU. That immediately caught my attention, because the headline number sounds excellent, but data center benchmark figures don’t always map cleanly to … Read more
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