AI

In this tutorial, we build an advanced workflow with Deepgram Python SDK and explore how modern voice AI capabilities come together in one Python environment. Set up for authentication, we integrate both native and interactive Deepgram clients, and work directly with real audio data to understand how the SDK handles transcription, speech production, and text … Read more

In this lesson, we work Microsoft’s OpenMementos dataset and explore how thought tracking is built with blocks and mementos in an efficient, Colab-ready workflow. We dissect the dataset, analyze its special token format, examine how logic and abstractions are organized, and measure the compression provided by the memento representation across different domains. As we continue … Read more

DeepSeek-AI has released a preview version of the DeepSeek-V4 series: two Mixture-of-Experts (MoE) languages ​​designed for the single main challenge of making million-token windows usable and affordable during speculation. This series consists of DeepSeek-V4-Pro, with 1.6T total parameters and 49B activated per token, and DeepSeek-V4-Flash, with 284B total parameters and 13B activated per token. Both … Read more

The latest set of open source models from DeepSeek is here. While the industry expected to dominate “it is closed” replication similar to GPT-5.5, the arrival of DeepSeek-V4 marked the reign in favor of open source AI. By combining a 1.6-parameter MoE parameter with a large 1 million token context window, DeepSeek-V4 successfully sold intelligence … Read more

OpenAI is open! While the company had everyone leading the way with its new image production model, ChatGPT Images 2.0, it decided that now is not the time to stop. And lo and behold, another speaker comes out of its offices, and remember, this is a big one. A new version of the popular ChatGPT … Read more

Training frontier AI models is, at its core, a correlation problem. Thousands of chips must communicate continuously, synchronizing all gradient updates across the network. If one chip fails or slows down, the entire training run may stop. As models grow to hundreds of billions of parameters, those weaknesses become increasingly unworkable. Google DeepMind now proposes … Read more

There is a pattern playing out in almost every engineering organization right now. A developer installs GitHub Copilot to quickly deploy code. The data analyst starts querying the new LLM reporting tool. The product team quietly embeds the third-party model into the feature branch. By the time the security team hears about any of them, … Read more

There is a pattern playing out in almost every engineering organization right now. A developer installs GitHub Copilot to quickly deploy code. The data analyst starts querying the new LLM reporting tool. The product team quietly embeds the third-party model into the feature branch. By the time the security team hears about any of them, … Read more

Most AI agents today suffer from the basic problem of amnesia. Use one to browse the web, troubleshoot GitHub issues, or navigate the shopping mall, and it approaches every single task like it’s never seen anything like it before. No matter how many times he stumbles upon the same type of problem, he repeats the … Read more

The Xiaomi MiMo team has publicly released two new models: MiMo-V2.5-Pro again MiMo-V2.5. The benchmarks, combined with impressive real-world performance demos, make a compelling case that open agent AI is reaching the frontier sooner than expected. Both models are readily available via API, and are competitively priced. What Is the Agentic Model, and Why Is … Read more