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AI has learned to play Pokemon. The newest model Claude 3.7 Sonnet was ordered to play Pokemon Red, and it has already beaten the leader of the first stadium.
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DeepSeek introduced DeepSeek-V3/R1 Inference System Overview
Optimized throughput and latency via:
1. Cross-node EP-powered batch scaling
2. Computation-communication overlap
3. Load balancing
Statistics of DeepSeek's Online Service:
- 73.7k/14.8k input/output tokens per second per H800 node
- Cost profit margin 545%
Optimized throughput and latency via:
1. Cross-node EP-powered batch scaling
2. Computation-communication overlap
3. Load balancing
Statistics of DeepSeek's Online Service:
- 73.7k/14.8k input/output tokens per second per H800 node
- Cost profit margin 545%
GitHub
open-infra-index/202502OpenSourceWeek/day_6_one_more_thing_deepseekV3R1_inference_system_overview.md at main ยท deepseek-ai/openโฆ
Production-tested AI infrastructure tools for efficient AGI development and community-driven innovation - deepseek-ai/open-infra-index
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Huge VLM release from Cohere for AI is just in
Aya-Vision is a new VLM family based on SigLIP and Aya, and it outperforms many larger models.
> 8B and 32B models covering 23 languages and two new benchmark dataset
> supported by HF transformers from get-go
Aya-Vision is a new VLM family based on SigLIP and Aya, and it outperforms many larger models.
> 8B and 32B models covering 23 languages and two new benchmark dataset
> supported by HF transformers from get-go
huggingface.co
Cohere Labs Aya Vision - a CohereLabs Collection
Aya Vision is a state-of-the-art family of vision models that brings multimodal capabilities to 23 languages.
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Today Anthropic submitted their recommendations to the OSTP for the U.S. AI Action Plan
Anthropic predicts powerful AI systems will appear by late 2026 or early 2027, with intellectual abilities matching Nobel Prize winners, able to autonomously handle digital tasks (text, audio, video, internet browsing), reason independently over hours or weeks, and control physical equipment digitally
They recommend stronger national security actions, including government testing of AI models for security risks, stricter export controls on key chips like the H20, and secure communication channels between AI labs and intelligence agencies
They suggest the government build 50 gigawatts of additional power capacity dedicated to AI by 2027, speed up AI adoption across federal agencies, and improve economic data collection to prepare for AIโs impact on jobs and society
Anthropic predicts powerful AI systems will appear by late 2026 or early 2027, with intellectual abilities matching Nobel Prize winners, able to autonomously handle digital tasks (text, audio, video, internet browsing), reason independently over hours or weeks, and control physical equipment digitally
They recommend stronger national security actions, including government testing of AI models for security risks, stricter export controls on key chips like the H20, and secure communication channels between AI labs and intelligence agencies
They suggest the government build 50 gigawatts of additional power capacity dedicated to AI by 2027, speed up AI adoption across federal agencies, and improve economic data collection to prepare for AIโs impact on jobs and society
Anthropic
Anthropicโs recommendations to OSTP for the U.S. AI action plan
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
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a16z introduced the Top 100 Gen AI Consumer Apps
In just 6 months, the consumer AI landscape has shiftedโsome AI apps surged, others stalled, and a few unexpected players vaulted over the competition.
A few key insights:
โข DeepSeek is outpacing competing general assistant LLMs โ in growth and engagement
โข The AI apps people are willing to pay for diverge from the most popular
โข After a year-long plateau, ChatGPT's growth has come roaring back.
โข AI video has finally broken through, with some high-quality new players
โข So-called โvibecodingโ tools are reshaping who can create with AI, not just who can use it
In just 6 months, the consumer AI landscape has shiftedโsome AI apps surged, others stalled, and a few unexpected players vaulted over the competition.
A few key insights:
โข DeepSeek is outpacing competing general assistant LLMs โ in growth and engagement
โข The AI apps people are willing to pay for diverge from the most popular
โข After a year-long plateau, ChatGPT's growth has come roaring back.
โข AI video has finally broken through, with some high-quality new players
โข So-called โvibecodingโ tools are reshaping who can create with AI, not just who can use it
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MALT: Improving Reasoning with Multi-Agent LLM Training
A new multi-agent post-training method that uses credit assigned synthetic data to improve the reasoning capabilities and self-correction rates of a generator, critic, and refinement model working together.
Paper.
A new multi-agent post-training method that uses credit assigned synthetic data to improve the reasoning capabilities and self-correction rates of a generator, critic, and refinement model working together.
Paper.
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Cortical Labs announced the world's first biocomputer
CL1 merges real living neurons with a chip to solve complex problems and redefine research.
CL1 merges real living neurons with a chip to solve complex problems and redefine research.
Tom's Hardware
World's first 'body in a box' biological computer uses human brain cells with silicon-based computing
Cortical Labs said the CL1 will be available from June, priced at around $35,000.
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OpenAI has evolved their thinking about AGI development.
Rather than viewing AGI as a sudden leap, they now see it as a continuous series of increasingly capable systems.
Key Risks They're Addressing
1. Human Misuse: People using AI in ways that violate laws and democratic values.
2. Misaligned AI: AI systems acting in ways that don't align with human values and intentions.
3. Societal Disruption: Rapid AI-driven changes causing unpredictable effects on society and inequality.
Their Core Safety Principles
Embracing Uncertainty
They treat safety as a science, learning through real-world deployment rather than just theory. This includes rigorous measurement of risks and proactive mitigation strategies.
Defense in Depth
OpenAI applies multiple layers of safeguards, similar to other safety-critical fields. They teach models to understand safety values, follow instructions, and remain reliable even under uncertainty.
Methods that Scale
They develop safety approaches that become more effective as AI capabilities increase, even using current AI systems to help align more advanced ones.
Human Control
OpenAI places humans at the center of their alignment approach, creating transparent systems that people can meaningfully supervise. They incorporate public feedback into policy formation and work on interfaces that help humans guide AI effectively.
Community Effort
They recognize that ensuring safe AGI requires collaboration across industry, academia, government, and the public. OpenAI shares research, provides resources to the field, funds external research, and engages with policymakers.
While OpenAI has a clear vision for safety, they remain open to being wrong about how AI progress will unfold and welcome diverse perspectives on AI risk management.
Rather than viewing AGI as a sudden leap, they now see it as a continuous series of increasingly capable systems.
Key Risks They're Addressing
1. Human Misuse: People using AI in ways that violate laws and democratic values.
2. Misaligned AI: AI systems acting in ways that don't align with human values and intentions.
3. Societal Disruption: Rapid AI-driven changes causing unpredictable effects on society and inequality.
Their Core Safety Principles
Embracing Uncertainty
They treat safety as a science, learning through real-world deployment rather than just theory. This includes rigorous measurement of risks and proactive mitigation strategies.
Defense in Depth
OpenAI applies multiple layers of safeguards, similar to other safety-critical fields. They teach models to understand safety values, follow instructions, and remain reliable even under uncertainty.
Methods that Scale
They develop safety approaches that become more effective as AI capabilities increase, even using current AI systems to help align more advanced ones.
Human Control
OpenAI places humans at the center of their alignment approach, creating transparent systems that people can meaningfully supervise. They incorporate public feedback into policy formation and work on interfaces that help humans guide AI effectively.
Community Effort
They recognize that ensuring safe AGI requires collaboration across industry, academia, government, and the public. OpenAI shares research, provides resources to the field, funds external research, and engages with policymakers.
While OpenAI has a clear vision for safety, they remain open to being wrong about how AI progress will unfold and welcome diverse perspectives on AI risk management.
Openai
How we think about safety and alignment
The mission of OpenAI is to ensure artificial general intelligence (AGI) benefits all of humanity. Safetyโthe practice of enabling AIโs positive impacts by mitigating the negative onesโis thus core to our mission.
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Google introduced Gemini Robotics is the most advanced VLA in the world
Gemini Robotics featured in the post, builds on Gemini 2.0, introducing advanced vision-language-action capabilities to control robots physically.
The technology enables robots to understand and react to the physical world, performing tasks like desk cleanup through voice commands, as part of a broader push toward embodied AI.
Gemini Robotics-ER, a related model, enhances spatial understanding, allowing robots to adapt to dynamic environments and interact seamlessly with humans.
Tech report.
Gemini Robotics featured in the post, builds on Gemini 2.0, introducing advanced vision-language-action capabilities to control robots physically.
The technology enables robots to understand and react to the physical world, performing tasks like desk cleanup through voice commands, as part of a broader push toward embodied AI.
Gemini Robotics-ER, a related model, enhances spatial understanding, allowing robots to adapt to dynamic environments and interact seamlessly with humans.
Tech report.
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Cohere introduced Command A: a new AI model that can match or outperform GPT-4o and DeepSeek-V3 on business tasks, with significantly greater efficiency.
Command A is an open-weights 111B parameter model with a 256k context window focused on delivering great performance across agentic, multilingual, and coding usecases.
Runs on only 2 GPUs (vs. typically 32), offers 256k context length, supports 23 languages and delivers up to 156 tokens/sec.
API.
Command A is an open-weights 111B parameter model with a 256k context window focused on delivering great performance across agentic, multilingual, and coding usecases.
Runs on only 2 GPUs (vs. typically 32), offers 256k context length, supports 23 languages and delivers up to 156 tokens/sec.
API.
Cohere
Introducing Command A: Max performance, minimal compute | Cohere Blog
Cohere Command A is on par or better than GPT-4o and DeepSeek-V3 across agentic enterprise tasks, with significantly greater efficiency.
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Gemini Robotics is an artificial intelligence model based on Gemini 2.0, designed to introduce artificial intelligence capabilities into the physical world.
The new system allows robots to understand the environment, interact naturally with humans, and perform complex tasks with agility.
The new system allows robots to understand the environment, interact naturally with humans, and perform complex tasks with agility.
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Crazy results
Hedra Character-3 generates video, creates sounds and even sets up lip sync correctly. You can throw in a picture, and the service will completely bring it to life.
Magic, and nothing more
Hedra Character-3 generates video, creates sounds and even sets up lip sync correctly. You can throw in a picture, and the service will completely bring it to life.
Magic, and nothing more
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Baidu, the Google of China, dropped two models
1. ERNIE 4.5: beats GPT 4.5 for 1% of price
2. Reasoning model X1: beats DeepSeek R1 for 50% of price.
China continues to build intelligence too cheap to meter. The AI price war is on.
1. ERNIE 4.5: beats GPT 4.5 for 1% of price
2. Reasoning model X1: beats DeepSeek R1 for 50% of price.
China continues to build intelligence too cheap to meter. The AI price war is on.
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Biggest deal in Google/Alphabet history: Google is buying Wiz for $32B to beef up in cloud security
Wiz. is an Israeli cloud security startup headquartered in New York City. The company was founded in January 2020.
This acquisition positions Google to better compete with AWS and Azure.
Wiz. is an Israeli cloud security startup headquartered in New York City. The company was founded in January 2020.
This acquisition positions Google to better compete with AWS and Azure.
TechCrunch
Confirmed: Google buys Wiz for $32B to beef up in cloud security | TechCrunch
Google is making the biggest acquisition in its history. The company's parent company Alphabet is buying Wiz, the cloud security startup, for $32 billion
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What if you could learn and execute strategies from the greatest industry legendsโall powered by AI? ๐ Nexus AI Legends brings you AI-driven personalities modeled after the teachings of industry giants, providing game-changing strategies backed by 45+ AI tools and the Nexus Academy to help you implement them seamlessly.
โ Access AI Legends modeled after industry titans
โ Execute real-world strategies with 45+ AI-powered tools
โ Learn & grow with Nexus Academyโs expert guidance
โ A complete AI ecosystem designed for business & personal growth
๐ก Step into the future of mentorship and executionโstart with Nexus AI today!
๐ Try it now: https://saas.nexusapps.ai
Check out our YouTube review: https://youtu.be/RT6CYoaQ2xk
โ Access AI Legends modeled after industry titans
โ Execute real-world strategies with 45+ AI-powered tools
โ Learn & grow with Nexus Academyโs expert guidance
โ A complete AI ecosystem designed for business & personal growth
๐ก Step into the future of mentorship and executionโstart with Nexus AI today!
๐ Try it now: https://saas.nexusapps.ai
Check out our YouTube review: https://youtu.be/RT6CYoaQ2xk
saas.nexusapps.ai
AdWiz AI | Nexus AI - All-in-One AI Powered Business and Marketing Suite
Nexus AI is an all-in-one AI-powered business suite for entrepreneurs and solopreneurs. Built on billion-dollar brand strategies, it provides expert-level coaching and automated tools to grow your business faster with less guesswork.
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Nvidia has unveiled a base AI model for humanoid robotics, Groot N1. With this core, robots will be able to think โfast and slowโ to instantly execute simple commands or reason.
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Cool paper by Google DeepMind. Most AI systems assume thereโs just one right answerโbut many tasks have reasonable disagreement. How can better model human variation?
Researchers propose modeling at the individual-level using open-ended, textual value profiles
Researchers propose modeling at the individual-level using open-ended, textual value profiles
arXiv.org
Value Profiles for Encoding Human Variation
Modelling human variation in rating tasks is crucial for personalization, pluralistic model alignment, and computational social science. We propose representing individuals using natural language...
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What's the difference between AI and truly ๐ฎ๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐ผ๐ฟ๐ธ๐ณ๐น๐ผ๐๐?
The key difference? ๐ฆ๐๐ฎ๐๐ถ๐ฐ ๐๐ ๐บ๐ผ๐ฑ๐ฒ๐น๐ ๐๐. ๐๐๐ป๐ฎ๐บ๐ถ๐ฐ ๐๐ ๐ฎ๐ด๐ฒ๐ป๐๐.
The key difference? ๐ฆ๐๐ฎ๐๐ถ๐ฐ ๐๐ ๐บ๐ผ๐ฑ๐ฒ๐น๐ ๐๐. ๐๐๐ป๐ฎ๐บ๐ถ๐ฐ ๐๐ ๐ฎ๐ด๐ฒ๐ป๐๐.
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