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Qwen 3.8 overthinks on the default reasoning setting
Qwen 3.8 overthinks on the default xhigh setting. A pelican SVG ate 22,276 thinking tokens and 21 minutes. Start on low or off, then raise it for hard jobs.
OpenCode vs Claude Code on the Same Tasks: Same Passes, Different Paths
OpenCode vs Claude Code on four graded tasks. Both hit 4/4. Paths diverged on tools, wall time, and reported tokens. Product lane, not a same-model lab.
Eleven vendors back ai-catalog.json manifests under their own domains
Agentic resource discovery launched in June with eleven vendor backers. A scan of 44 domains six weeks later found a working catalog on exactly one of them.
Independent verification of Bun memory usage claims
Bun's Rust rewrite claims lower memory usage. A firsthand build-loop test on the exact version Bun benchmarked checks whether those numbers actually hold up.
Open Source Has a Distribution Problem, Not a Building Problem
Open source distribution decides whether your project gets found. A one-week census of 106 launches, and the title that scored 154 in one sub and 1 in another.
The Open Weights Rules Nobody Can Comply With
Every open weights rule on the table stops working the moment a download finishes. Sort the three asks by when they act and see which ones still hold.
Gemma 4 Is Google's Best Open Model Yet (Here's How to Use It)
Gemma 4 ships Apache 2.0, 256K context, and four model sizes. Benchmarks beat Llama 4 across the board. Quick use cases with Ollama and Transformers code.