LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.
tool use — A model's ability to call external functions — run code, search the web, edit files — instead of only generating text.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
Why it matters
A lightweight agentic diffusion LLMA large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.Full definition → that can edit its own output mid-generation (insert/delete tokens) instead of only appending, aimed specifically at more robust long-context windowThe maximum amount of text a model can consider at once — its working memory for the current conversation or task.Full definition →tool useA model's ability to call external functions — run code, search the web, edit files — instead of only generating text.Full definition → and multi-turn AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → loops, with day-one vLLM/SGLang serving support.
