Python

When I’m in AI Studio mode (rapid prototyping, lots of experiments), I want to spend my time on prompts, evals and breaking the code — not on re-learning yet another SDK. That’s why I use aisuite for most of my AI projects: One client API across providers Switching models is usually just changing a string like openai:gpt-5-mini → minimax:MiniMax-M2.1-lightning or even local ollama It stays close to the OpenAI-style shape, so it’s easy to adopt Lately I use quite a bit Minimax for coding tasks because it hits a great ratio of price vs quality....

A salesman must visit a set of cities exactly once and return home, minimizing total travel distance. This deceptively simple puzzle—the Traveling Salesman Problem (TSP)—has haunted mathematicians, computer scientists, and logistics planners for nearly two centuries. It remains one of the most studied problems in computational optimization. Historical Origins The TSP’s roots trace to the 1830s, when Irish mathematician William Rowan Hamilton and British mathematician Thomas Kirkman studied related mathematical problems involving traversing graph vertices....