Can an open source MoE truly support agent coding workflows at a fraction of the cost of the flagship model, while maintaining long-term tool usage across MCP, shell, browser, retrieval, and code? The MiniMax...
Can we render long text as an image and use VLM to achieve 3-4x token compression, scaling 128K context to a 1M token workload while maintaining accuracy? A team of researchers from Zhipu AI...
Pyversity is a fast, lightweight Python library designed to increase the diversity of results in retrieval systems. Retrievals often return very similar items, leading to redundancy. Pyversity effectively reorders these results to display relevant...
In this tutorial, we create a fully interactive, visually compelling data visualization dashboard using Bokeh. We first transform raw data into insightful charts, then enhance them with features like linked brushes, color gradients, and...
In this tutorial, we build an advanced agent retrieval augmented generation (RAG) system that goes beyond simple question answering. We designed it to intelligently route queries to the correct knowledge source, perform self-checks to...
Serving large language models often wastes GPU memory because the engine pre-reserves large static KV cache areas for each model, even when requests are bursty or idle. Meet ‘kvcached’‘, a library that provides virtualized,...
Large language models (LLMs) provide several parameters that allow you to fine-tune their behavior and control how they generate responses. If the model does not produce the desired output, the problem usually lies in...
In this tutorial, we’ll explore advanced applications of: Stable baseline 3 in reinforcement learning. We designed a fully functional custom trading environment, integrated multiple algorithms such as PPO and A2C, and developed our own...
AI companies use model specifications to define target behaviors during training and evaluation. Does the current specification describe the expected behavior accurately enough, and do cutting-edge models exhibit different behavioral characteristics under the same...
In this tutorial, we build from scratch a high-level computer usage agent that can reason, plan, and execute virtual actions using a local open weight model. We created a miniature simulated desktop, equipped it...