The Beijing lab is seven months old and valued at $1.42 billion on one unnamed source's account, and its first model modifies someone else's open weights while the lab Dai Jifeng left says it licensed nothing.
Reality
- Evidence32
- Adoption
- Insufficient
- Hype gap+45
- Incentives70
- Confidence38
Moonshot told investors its annual recurring revenue passed $1bn in August and will double again by December, figures shared privately while it raises at about $50bn and Anthropic accuses it of routing Kimi prompts to Claude.
Reality
- Evidence30
- Adoption38
- Hype gap+45
- Incentives80
- Confidence42
Zhipu's open-weight MoE ties Claude Opus 4.8 on one composite index at roughly a fortieth of its list rate. At that price gap, the practical question stops being which model is better. It becomes how many attempts your router can afford.
Reality
- Evidence24
- Adoption31
- Hype gap+28
- Incentives62
- Confidence30
The 5 trillion token ceiling only binds if every allocation is claimed and then spent. Until it is, this is a short window to test a rival coding agent on someone else's inference bill.
Reality
- Evidence32
- Adoption24
- Hype gap+28
- Incentives82
- Confidence46
Intern-S2-Preview-397B puts page-level paper reading and tool use into Apache 2.0 weights. The download listing says 810 GB, and every benchmark number so far is the lab's own.
Reality
- Evidence52
- Adoption20
- Hype gap+22
- Incentives68
- Confidence50
Z.ai says its new model tops CyberGym and leads open-source models on Terminal Bench 3.0. The weights go to Hugging Face within two weeks, which is the part security teams should read twice.
Reality
- Evidence28
- Adoption18
- Hype gap+38
- Incentives78
- Confidence34