“Open weights” no longer means one… — resolves 2027-07-28

“Open weights” no longer means one thing: it covers licensing thresholds (Moonshot, MiniMax), withheld flagships (Alibaba, gpt-oss), and fully open releases monetized elsewhere (Zhipu, DeepSeek). China's price compression survives industry-wide only where a near-frontier vendor stays in the cheap tier. K3's license is documented; its top-tier price is not readable.

Moonshot AI (via HuggingFace)
「If the Licensee or any of its affiliates operates …」

ChinAI Newsletter (Jeff Ding, GWU)
「Using the blended rate (essentially, a typical usa…」

X / @natolambert (Nathan Lambert, Ai2/Interconnects)
「Kimi K3 license. It's inspired by MIT but distinct…」

llm-stats.com + DevTk.AI + pricepertoken.com + Yotta Labs(獨立定價聚合站,與 Moonshot/ChinAI/Lambert 均無關聯)
「GLM-5.2 (via DeepInfra): Input $0.95/1M tokens, Ou…」

BG2 Pod (Brad Gerstner + Bill Gurley)
「in the in the last one in the 14th they literally …」

Moonshot AI(官方定價頁)
「¥2.00 / MTok」

DeepSeek(官方定價頁)
「1M INPUT TOKENS (CACHE MISS) $0.435」

SemiAnalysis
「Anthropic's ARR has exploded from $9B to over $44B…」

SemiAnalysis
「AWS margins inflected this past quarter driven pri…」

AI Snake Oil / Normal Technology (Arvind Narayanan & Akash Kapur)
「If we assume a 5% net margin — much higher than ai…」

arXiv (Satoshi Matsuoka)
「a depreciation conveyor delivers newly amortized f…」

Five things to watch: (1) K3's effective price falling back into DeepSeek's band, blended under $0.50, before mid-2027, or Moonshot cutting its price or loosening its license, voids the monetization reading; (2) Moonshot holding at the top of the band after expanding capacity, with the resumption of subscription sales as the signal that capacity has expanded, weakens the rationing reading; (3) Zhipu or DeepSeek also gating their next flagship reopens the industry-level conclusion about the compression mechanism; (4) public evidence of cloud vendors signing separate agreements, or of certified inference partners, means the threshold is moving into enforcement; (5) the license attached to Qwen3.8 Max at release, which the company so far describes only as coming soon, is the nearest test of whether gating is an isolated case or a turn.

Jul 28, 2027

Qwen3.8 Max 權重釋出(官方稱 soon,無日期);Moonshot 港股(據報 6 個月內→2027-01 前後);K3 恢復訂閱時點

Not due yet — no public outcome to report.

Not resolved yet — here is the condition we pre-committed to that would overturn this call (check it yourself, you don't have to wait):

If K3's licensing threshold is removed before it expires, or Moonshot restores unrestricted licensing, the split reading collapses back into a single open-weights story and the license-as-hard-evidence call is overturned.