$170 claude bill. They bought a mac mini.
Same logic for girl humanoids. cloud is magic · the invoice isn't · local stack so back ollama + m4 · firmware + airgap · same philosophy frontier only when it earns the spend
The harness multiplier: same AI.
Same Tasks. 20-Point Swing. A public test just proved something huge: Your SETUP is quietly deciding half your AI results. The test: one model — DeepSeek V4 Flash. Eight different harnesses. 30 hard agentic tasks. The scores: Pi Agent: 20/30
A 4090 running through the full stack of AI video calls: Qwen3.8-27B local deployment, conversation delay of 2 seconds
Qwen3.8-27B has just been open sourced. I spent one night deploying it to the local 4090. I changed the LLM brain of the self-developed open source framework VoxEMW from the DeepSeek API to this local 27B. The measured delay dropped from 2.4 seconds to 2.0 seconds.
Kimi K3 seems to be cooked for me, and honestly, Grok 4.6, Gemini 3.7, DeepSeek V4 are way better.
Built Football Frenzy, a playable mini soccer game demo, and saved the version (ID: db774d2). What's in the game: • 5-a-side match on a striped canvas pitch with full
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