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News
DeepSeek 3T Model Leak: A 3-Trillion-Parameter Plan on Hold
3+ day, 22+ min ago (663+ words) Four things in those two sentences carry weight, and one of them is not a fact at all. "Good authority" is unnamed. The parameter count arrives as a single number with no split between total and active. The Engram aside…...
LLaDA-UI vs Tencent UI-Mate-27B: autoregressive vs diffusion
4+ day, 9+ hour ago (138+ words) Everything below is vendor-reported — Tencent's numbers from the UI-Mate-27B card and paper, inclusionAI's from the LLaDA-UI technical report — and none of it has been reproduced by anyone outside the two labs as of September 9, 2026. Treat every figure as a claim....
AuK-Flash vs MathForm-8B: Quiet Specialists on Qwen Brains
4+ day, 12+ hour ago (372+ words) Because the two models do not overlap on any benchmark, the scoreboard is a portrait of two different bets rather than a ranking. Sourcing matters on every row — AuK-Flash's claims are Tencent card statements days old and unreproduced; MathForm-8B's…...
GPT-6 Sol Leak: Is a Cheaper Sibling to GPT-6 Astra Coming?
6+ day, 19+ hour ago (829+ words) OrcaRouter - QAlibabaNEWQwen: Qwen3.8 Flash2026-08-26$0.15 / $0.47 per 1M tokens - DDeepSeekDeepSeek: DeepSeek V4 Flash Vision (Exp)2026-08-21$0.15 / $0.29 per 1M tokens - QqwenQwen: Qwen3.7 Flash2026-07-27$0.03 / $0.13 per 1M tokens There is one problem with GPT-6 Sol as a rumor, and it is not that the model is unannounced — it is that the name is already…...
GPT-5.6 Sol API Guide: Endpoints, Cost, When to Downgrade
3+ week, 5+ day ago (483+ words) Most GPT-5.6 Sol tutorials show a single dialect and stop there. There are two, and both reach the same weights. • Pin the tier. The bare alias gpt-5.6 routes to Sol today, but an alias is exactly what a vendor changes…...
Comment utiliser DeepSeek DSH: Installation, Préréglages, Trajectoire, MCP
4+ week, 1+ hour ago (1009+ words) On first run DSH creates a home directory — $DSH_HOME, which defaults to ~/.dsh — holding your profiles, sessions, storage and a settings.yaml. API keys live in a.credentials.yaml file there; the Web UI shows only a masked descriptor, never the…...
Как использовать DeepSeek DSH: установка, пресеты, траектория, MCP
4+ week, 1+ hour ago (995+ words) On first run DSH creates a home directory — $DSH_HOME, which defaults to ~/.dsh — holding your profiles, sessions, storage and a settings.yaml. API keys live in a.credentials.yaml file there; the Web UI shows only a masked descriptor, never the…...