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News
LLaDA-UI: inclusionAI Quietly Shipped a Diffusion GUI Agent
5+ day, 2+ hour ago (119+ words) The search bar is at the top of the page, below the logo.Click(box=(742, 186)) The technical report's headline results are a set of claims about a diffusion GUI model beating autoregressive ones at their own game. Reproduced here exactly…...
MiniCPM5-2B-DSpark: OpenBMB Quietly Open-Sources MiniCPM5-2B
6+ day, 16+ hour ago (380+ words) The 2B family went public as a rolling, unannounced drop, newest entries first: • 2026-09-06 — the flagship MiniCPM5-2B repo, then MiniCPM5-2B-DSpark twenty-one minutes later. • 2026-09-07 — MiniCPM5-2B-GPTQ, the quantized serving format. The draft model's card reports one figure that matters — acceptance length, the average number of…...
UI-Venus-2-9B vs Microsoft Mage-VL: Agent vs Watcher
2+ week, 22+ min ago (701+ words) UI-Venus-2-9B vs Microsoft Mage-VL: The Screenshot Agent vs the Codec-Stream Watcher OrcaRouter - QAlibabaNEWQwen: Qwen3.8 Flash2026-08-26$0.15 / $0.47 per 1M tokens - DDeepSeekNEWDeepSeek: 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 UI-Venus-2-9B and Microsoft Mage-VL both shipped quietly within a month of each other — Mage-VL's repo…...
How to Evaluate a Code Review Agent: the c-CRAB Playbook
2+ week, 2+ day ago (673+ words) Building the oracle is a four-stage funnel, and every stage throws things away: • Review filtering — 410 PRs, 595 comments. An LLM classifier, calibrated against a gold set of 100 manually annotated comments, keeps only objectively verifiable issues and drops conversational or subjective feedback....
c-CRAB Benchmark: How Code Review Agents Are Really Scored
2+ week, 2+ day ago (546+ words) c-CRAB is built on top of the existing inclusionAI/SWE-CARE dataset, which supplies pull-request instances with commit metadata; c-CRAB’s own contribution is the oracle, not the PR corpus. The curation pipeline runs four filters, and each one costs instances. The…...
How to Use DeepSeek DSH: Install, Presets, Trajectory, MCP
4+ week, 16+ 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, 16+ 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, 16+ 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, 16+ 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…...