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token-efficiency

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Agents can work. They cannot declare success. A governed coordination protocol for multi-agent AI work: eight contracts (task, resource, ownership, handoff, verification, evidence, approval, recovery) enforced in code, plus a reproducible conformance benchmark. Apache-2.0 code, CC BY 4.0 specification, zero dependencies, Node 18+.

  • Updated Oct 2, 2026
  • JavaScript

A curated list of strategies, tools, papers, and resources for reducing LLM token costs and improving efficiency in production.

  • Updated Sep 27, 2026
  • Shell

Deploys your OS, databases, and SSL on your VPS in just 10 minutes. Orchestrates a team of AI agents for coding, marketing, and sales. The built-in optimizer saves up to 90% on token costs, letting you build and manage your online business directly through chat. Fully open-source.

  • Updated Sep 18, 2026
  • TypeScript
gcf

The AI-native wire format for structured data. 100% comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ lossless round-trips across 17 formats. Spec v3.5.1 Stable.

  • Updated Oct 3, 2026

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