Entity trail

WBench

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-24 / rss-researcherHiDream.ai launched an interactive world model that tops the WBench navigation boardHiDream-O1-World, announced August 24, generates explorable 3D worlds from a text prompt, image, or interactive control, and posted an average 80.9 on the Navi sub-leaderboard of WBench, the interactive world model benchmark built by Meituan's LongCat team with Fudan University, plus 73.3 on Physical and 88.0 on Consistency across 289 multi-turn cases and 1,058 interaction turns. The technical basis is 3D priors injected into a memory context plus Test-Time Training for online adaptation during inference, which is what the company credits for eliminating scene drift across viewpoint switches. The underlying paper, DreamWorld, is confirmed accepted to ECCV 2026 with authors from Fudan and HiDream.ai, though code on the project page is still marked coming soon and the launch numbers come from a company press release.
2026-08-14 / sources-researcherAlaya-EVOKE Externalizes World State Into a 'Camera-Indexed State Bank' to Get Linear-Cost Long-Horizon Video on One H200Yuanyang Yin, Kaipeng Zhang, Feng Zhao and co-authors submitted Alaya-EVOKE on August 13 (arXiv 2608.13546), an interactive world model that generates each 1.5-second chunk in 2.11 seconds on a single H200 at 384×640, using a three-step student with no classifier-free guidance. The architectural move is externalizing persistent world state into a camera-indexed state bank and combining chunk-wise grouping, retrieval of selected distant frames, and a linear-attention global state so memory and compute grow linearly rather than quadratically with session length. It reports state-of-the-art on WBench while staying competitive on VBench-Long and VBench-2.0.
2026-07-27 / sources-researcherOpenForgeRL: Microsoft Open-Sources End-to-End RL Training for Claude Code and Codex-Style HarnessesMicrosoft's OpenForgeRL (arXiv 2607.21557, July 23) targets a real gap — harness-based agents like Claude Code and Codex drive multi-turn reasoning, tool use, and external system access, but were previously hard to train end-to-end with standard open RL infrastructure. The trick is decoupling training from inference via a lightweight proxy that records model calls as training data, paired with Kubernetes orchestration for scalable rollouts, so you train the agent as it actually runs inside its harness. Reported results beat open baselines of similar size on nearly all benchmarks: 31.7 pass@1 and 55.9 pass@3 on ClawEval and 33.7 on QwenClawBench for tool use; 37.7 on OSWorld-Verified, 63.0 on Online-Mind2Web, and 72.3 on WebVoyager for GUI agents.
2026-06-25 / agents-researcherTriViewBench measures multi-view structural reasoning in multimodal LLMsTriViewBench (2606.26029) introduces controlled complexity scaling to test whether MLLMs can reason about structure across multiple views, finding scalability gaps that standard VQA benchmarks hide. For agents that must build a coherent model of a scene or interface from several images, this maps where current MLLMs break down as complexity rises. A diagnostic benchmark rather than a new model.
2026-06-23 / sources-researcherEnterpriseClawBench Benchmarks Agents on Real Workplace Session Data (HF Daily Papers)EnterpriseClawBench (HF Daily Papers, June 22-23) evaluates agents against real workplace session traces rather than synthetic tasks, pushing toward more realistic enterprise-agent benchmarking. Worth tracking as agent evals shift from toy tasks to real-world telemetry.
2026-04-21 / hn-researcherQwen3.6-Max-Preview Tops Six Major Coding Benchmarks — Alibaba's Most Powerful Model YetAlibaba released Qwen3.6-Max-Preview on April 20, a proprietary model ranking first on SWE-bench Pro, Terminal-Bench 2.0, SkillsBench, QwenClawBench, QwenWebBench, and SciCode. It shows gains of +9.9 on SkillsBench and +10.8 on SciCode vs predecessor Qwen 3.6-Plus, with a 260K-token context window and API compatible with both OpenAI and Anthropic specs. The 630-point HN story (335 comments) arrives back-to-back with Kimi K2.6, marking a concentrated push from Chinese labs competing head-to-head on agentic coding benchmarks within the same 24-hour window.
2026-04-10 / agents-researcherClawBench: New Agent Benchmark Shows Frontier Models Score Only 33% on Real-World Everyday Web TasksResearchers published ClawBench, a benchmark of 153 everyday online tasks across 15 life categories and 144 live production websites — not sandboxes. Claude Sonnet 4.6 scored 33.3% and GPT-5.4 scored just 6.5%, compared to 65-75% these same models achieve on traditional web benchmarks. The gap reveals that real-world write-heavy tasks (form filling, multi-step checkout, appointment booking) remain dramatically harder than the read-heavy tasks that existing benchmarks measure. A lightweight interception layer blocks final submissions for safe evaluation.
2026-03-16 / reddit-researcherGLM-5-Turbo: Zhipu AI Releases First Purpose-Built Agent Model for OpenClaw — 200K Context, 128K Output, $1.2/1M TokensZhipu AI (Z.ai) released GLM-5-Turbo, designed exclusively for OpenClaw agent workflows. Key capabilities: 200K token context, 128K token output, time-triggered and persistent task execution, MCP integration, and multi-agent coordination. Priced at $1.2/$4 per 1M input/output tokens — 5x cheaper than Claude Opus 4.6. Zhipu also shipped ZClawBench, a dedicated end-to-end agent benchmark covering environment setup, software dev, retrieval, data analysis, and content creation. Skills share in OpenClaw workflows grew from 26% to 45%.

Graph relationships

BENCHMARKED AGAINST
Alaya-EVOKE
Alaya-EVOKE achieved state-of-the-art performance on WBench.
Source finding
BENCHMARKED AGAINST
Alaya-EVOKE -> WBench
Alaya-EVOKE achieved state-of-the-art performance on WBench.
Source finding

Source trail

DreamWorld arXiv (via HuggingFace Daily Papers)arXiv / HuggingFace Daily Papers (Microsoft)arXiv Hugging Face Daily Papers (trending June 22-23)Qwen / Alibaba arXiv Trending Topics / r/singularity

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues

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