The nice thing here is that the rule-based rewards scale better. And for things like code and math, they also make a lot more sense. I.e., you care more about correctness than style preference. Btw @natolambert 's team's OLMo 2 also used verifiable rewards in the RLHF stage for
CODE
-

GitHub’s Self-Improving Copilot Signals AI’s Evolution
By
–
GitHub's self-improving agents and LinkedIn's smart job matching show AI shifting from static tools to dynamic helpers, while companies restructure teams around AI-first products. Here's your daily AI news briefing for February 7th, 2025: GitHub Launches Self-Improving Copilot
-

Google Launches Gemini 2.0 Pro: Strongest Model with 2M Token Context
By
–
3/ Google’s Gemini 2.0 Pro arrived—their strongest model yet It’s Google's best model for coding performance and complex prompts, with a 2M token context window, the longest in its category. Available now in Google AI Studio, Vertex AI, and Gemini App Advanced.
-

OpenAI Launches o3-mini: Cost-Efficient Reasoning Model for Science and Math
By
–
4/ OpenAI launches o3-mini, its most cost-efficient reasoning model yet o3-mini is optimized for science, math, and coding with fast speed and precision. Many in the community find it impressive, even better than o1 in some use cases. o3-mini is available in ChatGPT.
-

GitHub Copilot Agent Mode: Auto-Iteration and Error Fixing
By
–
1/ GitHub Copilot gets major upgrade: Agent Mode Why is it important? It can:
– Iterate on its own code.
– Identify and fix runtime errors automatically.
– Suggest terminal commands and guide through execution.
– Infer additional subtasks beyond your initial prompt. -

Mistral Launches Le Chat with Advanced Features and Speed
By
–
2/ Mistral's new Le Chat has been released:
— AlphaSignal AI (@AlphaSignalAI) 7 février 2025
– Blazing speed: Processes up to 1,100 tokens/sec.
– New tools: Canvas, web search, image generation, code interpreter.
– Advanced OCR: Analyzes PDFs, spreadsheets, and scanned docs.
Available for free on iOS, Android, and web. pic.twitter.com/LESJluesFX2/ Mistral's new Le Chat has been released: – Blazing speed: Processes up to 1,100 tokens/sec.
– New tools: Canvas, web search, image generation, code interpreter.
– Advanced OCR: Analyzes PDFs, spreadsheets, and scanned docs. Available for free on iOS, Android, and web. -
Community leaderboard for ARC Prize on Hugging Face Spaces
By
–
Anyone wants to create a leaderboard on http://
hf.co/spaces for https://
arcprize.org by @mikeknoop @fchollet
? Would love to have a community space where you can ask questions/follow/discuss… cc @clefourier -

MCP Protocol Upgrades and Authentication Support Coming Soon
By
–
I'm very excited about all the upgrades that are about to land as well. We recently added auth support to the spec and there's much more to come very soon. I wouldn't be surprised if MCP turns out to be one of the biggest things to happen to LLM app development in 2025.
-

Replit Enhances Object Storage with Search and Pagination Features
By
–
This week, we rolled out updates to Object Storage to improve discoverability and access for your buckets. You can now search and paginate across all your objects. If you're late to the party, yes—we have native GCS Object Storage on Replit without ever leaving the workspace.
-
Using Ollama for Testing and vLLM for Production Serving
By
–
I use ollama most of the times for testing and prototyping and then vLLM when i need to serve it.