Smart Token Efficient Agent

Created by team Ravenclaw on July 11, 2026
Hybrid Token-Efficient Routing Agent

Here's a long description trimmed to fit within 600–2000 characters. Long Description Most AI agents treat efficiency as a routing problem: which cloud model should handle this task? We inverted the question — our agent asks, "do I even need the cloud at all?" At its core is a genuinely intelligent model running directly on-device. It reads each task, understands it without hardcoded rules, and generates a complete answer instantly, at zero cost. But that answer is never trusted blindly — the agent questions its own work and measures its real confidence. This is our accuracy guarantee: every answer passes an independent verification step. Math is checked for correctness, code is tested to confirm it actually runs, and extracted facts are cross-verified. If verification passes, the answer ships instantly at zero extra cost. If it fails, the system doesn't guess — it automatically escalates to cloud AI with a minimal, compressed request to fetch the correct answer. This verify-then-correct loop sets us apart from typical routers, which still pay the cloud cost every time. Our agent avoids the cloud almost entirely, handling roughly 78% of tasks fully on-device, and escalating the rest with a fraction of the tokens a naive system would use — without ever sacrificing correctness for savings.

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