TokenSentinel - V Final

Most agents answer every question the same expensive way, burning the same budget on a trivial lookup as on a hard proof. TokenSentinel doesn't. It treats cost as a first-class objective, matching each task to the leanest path that still gets it right, so simple questions stay cheap and hard ones get exactly the effort they need, never more. The result is an agent that is genuinely general-purpose but relentlessly frugal: accurate across factual knowledge, math and logical reasoning, sentiment analysis, summarization, entity extraction, and code generation and debugging, while using a fraction of the tokens a conventional pipeline would burn on the same work. Every answer is terse, correct, and delivered in a single, tightly-scoped pass, with no restating of the question, no thinking out loud, and no wasted words, just the answer, in the exact form the task asked for. Fast to start, comfortably inside every runtime limit, and deterministic by design, TokenSentinel is what you get when you stop treating tokens as free and start treating efficiency as the whole game. It is engineered so that accuracy is never traded away for savings: correctness comes first, and everything cheaper is won underneath it.