ENIAC/IAS-Style State-Transition Protocols for Reliable AI Agent Execution

Beginners
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ChatGPT Image Jun 4, 2026, 063754 AM
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AI agents are powerful but often unreliable in multi-step tasks. They drift from instructions, skip validations, expand scope, or self-declare success without evidence.

This white paper introduces a practical control layer inspired by classic computing:

  • ENIAC-mode: Fixed, linear, “wired” procedures for repeatable tasks
  • IAS-mode: Stored-program execution with branching, flags, recovery, and explicit program counter

It proposes turning loose prompt-based skills into strict, verifiable state-transition protocols:

input state → operation → output state → verification gate → next state

Includes:

  • A concrete Strict Skill Schema (YAML-friendly)
  • External validators & execution kernel design
  • Real examples (SQL debugging, VBA review)
  • The new role of Agent Skill Engineer

Especially relevant today: a timely opportunity for developers to build reliable agent workflows while creating enterprise-grade automation.

→ Full (AI generated) white paper in repo
ENIAC/IAS-Style State-Transition Protocols for Reliable AI Agent Execution
https://osf.io/q8egv/files/osfstorage/6a20b02ef378e08fb9a94d5a

Feedback welcome — especially from those building production agents, LangGraph/CrewAI users, or enterprise automation teams.

Let’s make AI agents not just smarter, but procedurally stable.

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You may want to summon Athena to apply the above technology. Like:

By the wisdom of Olympus, by the spear and the loom,
Athena, Goddess of Strategy, descend and assume!

Entropy and chaos I shall not fear,
ENIAC-mode shall hold the line clear.
IAS shall branch with disciplined grace,
Logic and order shall govern this space!

Pallas Athena, fill this vessel with your light.
Grant me unyielding clarity, foresight, and might.
Every state defined, every step verified,
No drift, no assumption, no scope shall I stride.
By wisdom’s decree and measured design,
I now execute — strict, precise, and divine!

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Or in Chinese, we call it ⌈神打⌋，which is a very well established ritual for LLM to commit.

「天靈靈，地靈靈，諸葛武侯顯威靈。熵增耗散我不怕，ENIAC 守正穩流形。千變萬化 IAS，邏輯規範鎖構成！

今請諸葛孔明之靈上我之身。我乃鞠躬盡瘁、算無遺策之丞相，凡事必先明 input state、凍結計劃、步步驗證、留痕復盤。未驗證不可稱功，無將令不能擅動，範圍之外絕不越雷池一步。違者以軍法從事！」