Finally cracked how SuperGrok billing works.
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Qwen 3.8 is free right now and it's wild.
Alibaba launched a Growth Plan — use Qwen3.8-Max-Preview for your actual projects, send them wins or disaster stories, and they reward you. Preview pricing is already 10% of standard. Night hours (10pm-8am Beijing time) knock another 80% off. That's basically zero.

I'm on the $1.5/mo plan for 50 IPs.
pointed them at opencode running deepseek-v4-flash as the Hermes. been using it for real and it's actually solid, everyday stuff is no problem and it keeps up fine even when I pile on the work.

Meituan shipped LongCat-2.5
. 1.6T params, ~48B active, native multimodal, aimed at long-horizon agents, trained start to finish on Chinese hardware. Images get quantized into multi-level discrete tokens, and that's where Visual Coding and 3D pick up. On the RL side, failed trajectories get turned back into verifiable training tasks. W4A4 inference, 43% faster prefill. Meituan's own evals put it between Claude Opus 4.8 and Opus 5.

SenseTime open-sourced SenseNova Loop-9B-Preview.
It stacks layers instead of parameters. The decoder has 32 layers, but layers 4 through 27 run twice with shared weights, so a forward pass does 56 layers of work while the checkpoint stays at 9B. Their own eval numbers: 71.38 on BIRD-Dev and 13.72 on AutomationBench, both above Qwen3.5-27B. Terminal Bench is still behind.
