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News
MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon Simulation
9+ mon, 3+ week ago (428+ words) Most text to video models generate a single clip from a prompt and then stop. They do not keep an internal world state that persists as actions arrive over time. PAN, a new model from MBZUAI’s Institute of Foundation Models,…...
MiniMax Releases M2.1: An Enhanced M2 Version with Features like Multi-Coding Language Support, API Integration, and Improved Tools for Structured Coding
8+ mon, 2+ week ago (771+ words) Just months after releasing M2—a fast, low-cost model designed for agents and code—MiniMax has introduced an enhanced version: MiniMax M2.1. M2 already stood out for its efficiency, running at roughly 8% of the cost of Claude Sonnet while delivering significantly higher speed....
MiniMax Releases MMX-CLI: A Command-Line Interface That Gives AI Agents Native Access to Image, Video, Speech, Music, Vision, and Search
4+ mon, 4+ week ago (971+ words) MiniMax, the AI research company behind the MiniMax omni-modal model stack, has released MMX-CLI — Node.js-based command-line interface that exposes the MiniMax AI platform’s full suite of generative capabilities, both to human developers working in a terminal and to AI…...
How to Align Large Language Models with Human Preferences Using Direct Preference Optimization, QLoRA, and Ultra-Feedback
6+ mon, 3+ week ago (268+ words) We set up the execution environment and install all required libraries for DPO, PEFT, and quantized training. We define all global hyperparameters, dataset limits, and optimization settings in one place. We also initialize the random number generator and confirm GPU…...
Anthropic Releases Claude 4.6 Sonnet with 1 Million Token Context to Solve Complex Coding and Search for Developers
6+ mon, 3+ week ago (441+ words) Anthropic is officially entering its ‘Thinking’ era. Today, the company announced Claude 4.6 Sonnet, a model designed to transform how devs and data scientists handle complex logic. Alongside this release comes Improved Web Search with Dynamic Filtering, a feature that uses…...
MiniMax-M2: Technical Deep Dive into Interleaved Thinking for Agentic Coding Workflows
9+ mon, 1+ week ago (601+ words) Branded as ‘Mini Price, Max Performance,’ MiniMax-M2 targets agentic coding workloads with around 2x the speed of leading competitors at roughly 8% of their price. The key change is not only cost efficiency, but a different computational and reasoning pattern in how…...
Meet Pyversity Library: How to Improve Retrieval Systems by Diversifying the Results Using Pyversity?
10+ mon, 2+ week ago (704+ words) Pyversity is a fast, lightweight Python library designed to improve the diversity of results from retrieval systems. Retrieval often returns items that are very similar, leading to redundancy. Pyversity efficiently re-ranks these results to surface relevant but less redundant items....
Building a Human Handoff Interface for AI-Powered Insurance Agent Using Parlant and Streamlit
11+ mon, 6+ day ago (434+ words) Make sure you have a valid OpenAI API key before starting. Once you’ve generated it from your OpenAI dashboard, create a.env file in your project’s root directory and store the key securely there like this: This keeps your credentials…...
MiniMax Just Open Sourced MiniMax M2.7: A Self-Evolving Agent Model that Scores 56.22% on SWE-Pro and 57.0% on Terminal Bench 2
5+ mon, 18+ hour ago (652+ words) MiniMax has officially open-sourced MiniMax M2.7, making the model weights publicly available on Hugging Face. Originally announced on March 18, 2026, MiniMax M2.7 is the MiniMax’s most capable open-source model to date — and its first model to actively participate in its own development cycle,…...
Meet MaxToki: The AI That Predicts How Your Cells Age — and What to Do About It
5+ mon, 1+ week ago (354+ words) Researchers at Gladstone Institutes have built a temporal foundation model that forecasts cell state trajectories across the human lifespan — and experimentally verified its predictions in living mice. Most foundation models in biology have a fundamental blind spot: they see cells…...