Leco Li
imnotkitty
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posted an update 4 days ago
Qwen3.6-Plus is now available — near-Claude-level performance
Key highlights:
✅ 1M context
✅ One-shot Vibe Coding (3D scenes, games, full-stack apps)
✅ Outperforms models 2-3x its parameter size
✅ Strong Vibe Coding results: 3D scenes, interactive games, full websites from single prompts
✅ Optimized for Agent workflows (OpenClaw, Qwen Code, Cline, etc.)
API cost is significantly lower than comparable models. reacted to SeaWolf-AI's post with 🔥 7 days ago
🌍 World Model Bench — does your world model actually think?
FID measures realism. FVD measures smoothness. But neither tells you whether the model understood the scene.
We just released WM Bench — the first benchmark for cognitive intelligence in world models. The core question: when a beast charges from 3 meters away, does the model know to sprint — not walk? Does it respond differently to a human vs an animal? Does it remember the left corridor was blocked two steps ago?
Those are cognitive questions. No existing benchmark asks them. So we built one.
3 Pillars · 10 Categories · 100 Scenarios · 1,000-point scale
- 👁 P1 Perception (25%) — Can it read the scene?
- 🧠 P2 Cognition (45%) — Does it predict threats, escalate emotions, utilize memory?
- 🔥 P3 Embodiment (30%) — Does the body respond with the right motion?
All evaluation is via simple JSON I/O — no 3D engine, no special hardware. Any model with an API can participate.
We also built PROMETHEUS as a live reference implementation — runs in your browser on a T4, no install needed. Combines FloodDiffusion motion generation with a LLM cognitive brain (Perceive → Predict → Decide → Act). Scored 726/1000 (Grade B) on Track C — the only directly verified model so far. Submissions from other teams very welcome.
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🗂 Dataset → https://huggingface.co/datasets/FINAL-Bench/World-Model
🌍 Demo → https://huggingface.co/spaces/FINAL-Bench/World-Model
🏆 Leaderboard → https://huggingface.co/spaces/FINAL-Bench/worldmodel-bench
📝 Article → https://huggingface.co/blog/FINAL-Bench/world-model
Part of the FINAL Bench Family — alongside FINAL Bench (Feb 2026). Feedback on rubrics and missing models always welcome! liked a model 7 days ago
Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-DistilledOrganizations
[Support] Community Articles
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#5 opened about 2 years ago
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victor