Hy-Nomas video world generation model released with 8-step distilled inference at 720×1280 @ 24 fps. It uses Qwen2.5-VL-7B-Instruct for text encoding and runs on a single RTX 4090 with INT8 DiT, FP8 decoding and CPU offload.
Key points
Text encoder: Qwen2.5-VL-7B-Instruct language model part.
Distilled inference: 8 denoising steps, 720×1280 output at 24 fps.
Single-GPU config: INT8 DiT + FP8 decoder + CPU offload on RTX 4090.
Sources
- Original post
- tencent/Hy-Nomas - Linked page
TESSA Custom GPT for SME Guidance shows 90% alignment
TESSA Custom GPT for SME Guidance shows 90% governance alignment in evaluation. The tool was built in OpenAI Custom GPT, evaluated on 100 benchmark scenarios, and compared to baseline ChatGPT.
Key points
Governance alignment rate 90% for TESSA, 83% for baseline ChatGPT
Independent validation gave 71% for TESSA and 70% for baseline ChatGPT
Sources
Primal-Dual Representation Learning for Low-Rank CMDPs
Primal-Dual Representation Learning for Low-Rank CMDPs introduces REP-PD-TEG with a \tilde O(\sqrt K) return policy bound. The paper also presents REP-PD-H-TEG for hard cumulative-violation control and reports acceptance at NeurIPS 2026.
Key points
REP-PD-TEG achieves the optimal \tilde O(\sqrt K) return policy bound.
REP-PD-TEG yields a \tilde O(K^{3/4}) overall sample bound when exploratory actions are charged.
Sources
EMNLP2026 AI Reviewing Experiment report at 14:00
EMNLP2026 AI Reviewing Experiment preliminary report at 14:00. Panel on New Missions in NLP at 14:30. Orals/Posters B begin at 16:00.
Key points
AI Reviewing Experiment report: 14:00
New Missions in NLP panel: 14:30
Orals/Posters B start: 16:00
Sources
Pythia 410M checkpoint captures trajectory point
Pythia 410M checkpoint captures a specific trajectory point, scaled and normalized, for studying training dynamics in weight space. It offers a concrete snapshot of model weight evolution.
Key points
Checkpoint: Pythia 410M
Property: scaled and normalized snapshot of a trajectory point
Sources
Google AI Pro student plan – 8-point checklist
Google AI Pro student plan cancellations trigger a support request for an 8-point checklist. Support asks for screenshots of verification and refund emails, plus account age and location details. The post asks if anyone has restored their plan after providing this information.
Key points
Full screenshot of the original SheerID verification email (with sender & recipient visible)
Physical location, university name & university email
Sources
Helezones launch announcement tomorrow
Helezones by endless_mazin launches tomorrow. The collection features mountains woven from light and galaxies folding into valleys, with each landscape lasting briefly before changing.
Key points
Launch date: tomorrow
Creator: endless_mazin
Sources
- Original post
- daily.xyz - Linked in the post
IIoT Forum at electronicaFair 2026 examines Edge AI
IIoT Forum at electronicaFair 2026 examines Edge AI, Security, and Industrial Robotics. The forum is part of the electronica 2026 event.
Key points
Forum: IIoT Forum at electronicaFair 2026
Topics: Edge AI, Security, Industrial Robotics
Sources
- Original post
- embeddedcomputing.com - Linked in the post
