NVIDIA Dynamo deployment recipes add Korea’s leading open models and claim up to 2x inference performance on B200 GPUs. The recipes cover four named models.
Key points
A.X K2: SKtelecom’s model included
K-EXAONE 2.0: LG_AI_Research’s model included
Solar Open 2: UpstageAI’s model included
Performance: up to 2x inference speed on NVIDIA B200 GPUs
Sources
Anthropic cost increase 8x over 2 years
Anthropic is now 8× as expensive to boost AI capabilities as it was 2 years ago, according to a quoted tweet. The post calls this a profound result indicating unsustainable fiscal scaling.
Key points
Cost per capability: 8× higher than 2 years ago.
Trend: Exponentially less capability per billion dollars spent.
Sources
NVIDIA AI Day Seoul Highlights Korea’s Advances in Sovereign, Agentic and Physical AI
NVIDIA AI Day Seoul gathers 2,000+ developers, startups and researchers in Seoul on Nov 9-10. NVIDIA announced new investments in Korean AI startups and released Dynamo-optimized deployment recipes for four leading Korean open models.
Key points
Investment announced in Korean startup Point2, with additional investments planned in Motif Technologies, RLWRLD and Upstage.
Dynamo-optimized deployment recipes released for A.X K2 (SK Telecom), K-EXAONE 2.0 (LG AI Research), Solar Open 2 (Upstage) and Motif-3 (Motif Technologies).
Sources
NVIDIA NemoClaw, OpenShell, K-EXAONE-2.5 API access announced
Hyundai Motor Group is exploring NVIDIA NemoClaw and OpenShell. AIMSafety is integrating OpenShell for secure AI agents. LG AI Research is opening API access to K-EXAONE-2.5 trained on NVIDIA Nemotron datasets.
Key points
Hyundai Motor Group exploring NVIDIA NemoClaw and OpenShell
AIMSafety integrating OpenShell for secure AI agent use
LG AI Research opening API access to K-EXAONE-2.5 trained on NVIDIA Nemotron datasets
Sources
Anthropic IPO roadshow begins week of November 9
Anthropic is expected to start its IPO roadshow the week of November 9, the earliest window available. SEC rules require at least 15 calendar days between a public filing and the start of investor meetings, and the company filed its.
Key points
IPO roadshow week of November 9, per CNBC.
SEC mandates 15-day gap between filing and investor meetings.
Sources
Flow Reversal Steering presented at CoRL on Tuesday
Flow Reversal Steering is a method for passing VLM “hints” to a diffusion VLA and will be presented at CoRL on Tuesday. Andy and Will will host a poster session at poster 39 on the 3rd floor.
Key points
Andy and Will will talk about Flow Reversal Steering at CoRL on Tuesday.
They will be at poster 39 at Lone Star (3rd floor).
Sources
RLT oral at CoRL2026, adds RL token to π-0.6
RLT will present an oral at CoRL2026 and describe adding an RL token to π-0.6 for quick fine-tuning. The talk is at 9 am and the poster is at 5 pm.
Key points
Oral O4 scheduled 9am-9: 30am
Poster #64 scheduled 5-6: 30pm
RL token output added to π-0.6 for a tiny actor and critic to learn quickly with RL