How does Dynamic Sufficiency prevent agent errors?

It acts as a mandatory pre-action gate. If the agent's current 'skill signature' doesn't meet the sufficiency threshold for a task's causal state, the action is blocked until the required skills are loaded.

What is an ε-machine in the context of this skill?

An ε-machine is the minimal statistical model used by this skill to determine the exact set of capabilities required to successfully execute a specific task state.

What is the 'Trit' system mentioned in the skill?

The Trit system is a balancing logic (GF(3)) where skills are categorized as Validators (-1), Coordinators (0), or Generators (+1) to ensure system equilibrium during tool usage.

Does this skill help with hallucination?

Yes, by requiring a 'sufficient witness' before any action, it prevents Claude from attempting to use tools or perform logic it hasn't formally verified as being within its current capability set.

Dynamic Sufficiency

Name: Dynamic Sufficiency
Author: plurigrid

byplurigrid

•

安全与测试

Prevents agent actions by verifying minimal skill coverage using ε-machine causal state modeling.

Dynamic Sufficiency is a sophisticated validation skill rooted in the Santa Fe Institute’s Computational Mechanics. It acts as a 'Coworld observer' that gates AI actions, ensuring Claude never attempts a task without the mathematically sufficient set of skills required for success. By mapping tasks to causal states and building minimal ε-machine models, it provides a variational bound on actions—balancing safety with maximum parallelism while preventing errors caused by missing domain-specific capabilities.

主要功能

01Variational Bound calculation to ensure safety and parallel execution

02ε-Machine construction for minimal sufficient task-to-skill mapping

03Fisher Information Metrics to measure skill configuration distances

04Causal State Gating to prevent actions without verified skill witnesses

05GF(3) Trit-based conservation for balanced skill triad loading

068 GitHub stars

使用场景

01Automating the identification and dynamic loading of missing domain capabilities

02Preventing autonomous agents from executing high-risk commands without required verification skills

03Implementing formal safety protocols in complex, multi-step agentic workflows

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi dynamic-sufficiency

For use in Claude.ai and ChatGPT

Download Skill