Self-supervised learning creates training targets from the structure of unlabeled data, allowing models to learn ...
The effort required for those building MCP servers is about to be reduced once again. On October 17, the TypeScript-based MCP ...
You can use transformWithState to build stateful streaming applications and to implement low-latency and near real-time solutions. With custom stateful operators, you can create arbitrary stateful ...
You need to deploy the voice-based agent and its hosted conversation engine. Deploy both agents with the Azure Developer CLI. The sample declares both agents, so you don't create the voice-based agent ...
Learn how to apply Clean Architecture in Python without overengineering, using domain entities, use cases, Protocols, and lightweight infrastructure layers.
Every engineer who's shipped an LLM agent past the demo stage hits the same wall. Fifty lines of Python, an API key, a system prompt, and two tools is enough to build something that looks autonomous ...
Throughout this article, we'll work with a simple shipment-tracking example. Here's a starting implementation without dataclasses: class Shipment: def __init__(self, tracking_id, origin, destination, ...
The reinforcement learning (RL) ecosystem is rapidly adopting Ray as the unified compute runtime for complex post-training workflows. Across Google Cloud, we see customers using Ray for workloads ...
Every Python codebase has this problem. A function that starts small. Two branches, maybe three. Then someone adds a case, someone else adds another, and a year later you've got 200 lines of ...
If you’ve ever debugged your own C++ containers, strings, or hash tables on Linux or macOS, you know the deal: to see anything useful in the debugger, you have to write a custom data formatter. And ...
Python dataclasses work behind the scenes to make your Python classes less verbose and more powerful all at once. Here's an introduction to using dataclasses in Python. Everything in Python is an ...
In Python, the __new__ method creates and returns a new object of a class, while the __init__ method initializes the attributes of a newly created object of a class. Learn more about what each does ...