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News
DeepSeek 3T Model Leak: A 3-Trillion-Parameter Plan on Hold
3+ day, 8+ hour 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, 16+ 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, 20+ 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…...
AuK: Tencent's Quiet Open-Weight 1.5B Speech Editor
4+ day, 20+ hour ago (705+ words) • The weights live on Hugging Face under the tencent org and are mirrored on ModelScope under Tencent-Hunyuan — two mirrors, same MIT licence. • Each model repo holds a single safetensors checkpoint plus a config and a VAE: auk_base.safetensors at 6.12 GB and…...
MAI-Image-2.5-Pro vs Bernini-Diffusers-v2: Measured vs Open Bet
3+ week, 4+ day ago (271+ words) • MAI-Image-2.5-Pro — a hosted API model in public preview on Azure AI Foundry and the MAI Playground. Proprietary, token-metered, no fine-tuning, no self-hosting. You get an endpoint and pay per token; Microsoft runs the infrastructure. • Bernini-Diffusers-v2 — Apache-2.0 weights you download…...
How to Use DeepSeek DSH: Install, Presets, Trajectory, MCP
4+ week, 9+ hour ago (1005+ 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…...
Comment utiliser DeepSeek DSH: Installation, Préréglages, Trajectoire, MCP
4+ week, 9+ 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…...
Jak używać DeepSeek DSH: Instalacja, Presety, Trajektoria, MCP
4+ week, 9+ hour ago (996+ 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, 9+ 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…...
Qwen3.8-27B on Apple Silicon: MLX Setup, VRAM & Reality
4+ week, 1+ day ago (773+ words) Qwen3.8 27B is Alibaba's dense 27-billion-parameter model, released August 13–14, 2026 under Apache 2.0 — the weights landed on Hugging Face and ModelScope on the 13th, with the LICENSE file appearing the next morning. It is the deployable dense sibling of the 2.4T-parameter Qwen3.8-Max. From the…...