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Designing an AI general ledger: the model proposes, deterministic code disposes

An AI general ledger works when the model only produces proposals (a category, a match, a question with a confidence) and deterministic code validates, applies, logs and can reverse them.

  • AI general ledger uses deterministic code to validate and apply proposals.
  • ZeraBooks platform built on AI model providing structured proposals.
  • Deterministic code ensures AI adheres to user categories and closed periods.

Anthropic Just Gave Away Agent Skills

Anthropic Just Gave Away Agent Skills On October 22, 2026, Anthropic announced it was donating the Agent Skills standard — the name, the logo, the GitHub organization, and the agentskills.io domain…

  • Anthropic donated Agent Skills standard to Agentic AI Foundation
  • Standard includes name, logo, GitHub org, agentskills.io domain
  • Integrated into over 70 platforms, including ChatGPT

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