2026-08-17 / Signal #6
The new 27B local model is excellent — and defaults to spectacular overthinking
“The best model you can run at home just spent 21 minutes deciding how to draw a pelican on a bicycle.”
The Story
Alibaba’s Apache-licensed 27B vision model runs on high-end laptops and produces strong code, images, and agent behavior. Its default extra-high reasoning setting can overthink even a simple drawing request, burning tens of thousands of tokens and minutes on elaborate output.
Why It Matters
A concrete local-AI artifact that is both useful and delightfully strange: your laptop AI can now have an existential crisis about geometry.
Evidence
Simon Willison, Aug. 16, hands-on with Qwen 3.8 27B.
Sources
Daily scan: 2026-08-17