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Performance Improvement Potential
Reported increase in model win-rates using the AutoScientist approach compared to traditional methods.
Primary Sources
Adaption aims big with AutoScientist, an AI tool that helps models ...
For years, AI researchers have anticipated the moment when AI systems will be able to improve themselves better than humans could. With investors pouring money into a new generation of research-driven AI labs, there are more resources than ever available to pursue the goal. Now, one of those neolabs has taken a major step towards making it real. On Wednesday, Adaption introduced a new product called AutoScientist that helps models learn specific capabilities quickly by using an automated approach to conventional fine-tuning. The techniques are applicable to a wide range of fields, but the Adaptation team is particularly focused on the potential for speeding up and easing the process of training and fine-tuning a frontier-level AI model. According to co-founder and CEO Sara Hooker, who previously worked as VP of AI research at Cohere, AutoScientist represents a new way to approach the AI training process. “What’s super exciting about it is that it co-optimizes both the data and the model, and learns the best way to basically learn any capability,” Hooker told TechCrunch. “It suggests we can finally allow for successful frontier AI trainings outside of these labs” AutoScientist builds on the company’s existing data offering, Adaptive Data, which aims to make it easier to build high-quality datasets over time. AutoScientist, meanwhile, is designed to turn those continuously improving datasets into continuously improving AI models. “Our view at Adaption is that the whole stack should be completely adaptable, and should basically optimize on the fly to whatever task you have,” Hooker says. Of course, that approach will only be as good as the results. In its launch materials, Adaption boasts that AutoScientist has more than doubled win-rates across different models — impressive numbers, but difficult to put into context. Since the system is built to adapt models to specific tasks, conventional benchmarks like SWE-Bench or ARC-AGI aren’t applicable. Still, Adaption is confident that users will see the difference once they try AutoScientist out — so confident that the lab is making the tool free to use for the first 30 days after its release. “The same way that code generation unlocked a lot of tasks, this is going to unlock a lot of innovation at the frontier of different fields,” Hooker says. When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence. Russell Brandom has been covering t...
Top 10 AI Models of 2025 - sigmabrowser.com
Artificial Intelligence continues to reshape the way we work, create, and interact with the Web. From AI chat tools to content creation and advanced problem-solving, the latest AI models are smarter and faster than ever before.Discover Top 10 AI Models of 2025 — a definitive list of the most innovative tools that will elevate your productivity, creativity, and decision-making. 1. ChatGPT-4oThe latest breakthrough from OpenAI, ChatGPT-4o, responses in less than a second with improved accuracy and context understanding. Whether for text generation, coding, or task automation, this model delivers exceptional AI Сhat capabilities for both casual and professional users.2. Flux 1.1 ProDesigned for high-level creativity, Flux 1.1 Pro combines AI chat with content-creation tools to help writers, designers, and marketing specialists generate ideas effortlessly. Its focus on story development and detailed plot building makes it ideal for creative tasks.3. Claude 3.5 SonnetClaude’s AI chat bot focuses on providing long-form content creation. Its ability to analyze large texts and maintain logical consistency makes it a top choice for story writing and research.4. Gemini 1.5 ProDeveloped by Google, Gemini AI tools offer unmatched speed and versatility. Gemini 1.5 Pro focuses on in-depth conversations, making it ideal for professional and educational use. 5. Gemini 1.5 FlashThe Gemini 1.5 Flash excels at quick, real-time responses. Lighter version than Gemini 1.5 Pro.6. Llama 3.2Meta’s Llama model excels in the AI generator market, offering strong language skills and open-source flexibility for custom AI and creative uses.7. ChatGPT-o1-miniThis lightweight yet powerful AI chat GPT model is perfect for fast, concise answers. It’s an excellent choice for users seeking real-time assistance without compromising on response quality.8. Gemma 2Gemma is optimized for efficiency and precision, delivering impressive Free AI Chat capabilities. Efficiently answers diverse queries, ideal for any tools.9. OpenAI o1As a pioneer in the field, OpenAI o1 integrates AI chat bots into various tools, offering accurate and coherent outputs for both casual queries and complex AI Story Generator tasks.10. SoraSora takes AI a step further with multimedia integration. While excelling in AI chat, it also works with video and image generation, making it a holistic AI tool for creatives.Sigma AI Chat: One Platform. All the Power of AI ModelsWith Sigma AI Chat, you no longer need to jump...
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The AI scientist: now academic papers can be fully automated, what does this mean for the future of research?
Until recently, AI’s role in research felt like having a useful assistant. It could summarise a paper, clean up a dataset or draft an abstract. Researchers were still in charge of the thinking · That changed in late 2025 when cutting-edge “frontier” AI models became capable of reasoning ...
