sponsio

What problem does it solve?

This Skill provides deterministic contracts for LLM agents, blocking unsafe tool calls and enforcing output quality against declared rules.

Core Features & Use Cases

• LLM Agent Safety: Blocks unsafe tool calls and logs violations, ensuring the integrity of LLM agent procedures.
• Contract Enforcement: Enforces contracts in under 0.01 ms with zero LLM cost at runtime.
• Full Lifecycle Management: Covers initial setup, contract authoring, observe-mode tuning, and flipping to enforce mode.
• Use Case: For a developer working on an LLM-powered application, use this Skill to enforce contracts and guardrails for the LLM agent, preventing unsafe actions and ensuring output quality.

Quick Start

Use the sponsio skill to set up Sponsio in observe mode for the first time in a project by running: sponsio init --apply 'mode=observe'.