AI model fatigue is a business rhythm
AI model fatigue is a business rhythm. The deltas are small, the cadence serves the labs, not you. Own your workflow, gate every switch on your own evals.
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Practical notes on building, deploying, and shipping real products for solo devs and small teams.
MiniMax H3 for local video
MiniMax H3 ships open weights for video generation with native stereo audio. What you actually get running it on your own GPU, and what stays in the cloud.
Qwen3.8 Max for builders
Qwen3.8-Max is Alibaba's 2.4T MoE flagship - #2 in Vision Arena, $2/$6 per million tokens, open weights next week. The catches that decide.
Kimi K3 for builders who ship
Kimi K3 is the largest open model, fourth on the independent index. The verified numbers, and the catches that decide whether you switch your coding agent.