The 'Triad Protocol': A Proposed Neuro-Symbolic Architecture for AGI Alignment

Published: (December 16, 2025 at 03:16 PM EST)
2 min read
Source: Dev.to

Source: Dev.to

Cover image for The "Triad Protocol": A Proposed Neuro-Symbolic Architecture for AGI Alignment

The Problem: Hardcoding Morality 🤖

We often try to solve AI alignment by “hardcoding” rules or using RLHF (Reinforcement Learning from Human Feedback) on a monolithic model. But as models scale, they become black boxes that can learn to game the reward system (Goodhart’s Law).

I’ve been theorizing a structural solution tailored to solve the Grounding Problem. Instead of one giant brain, I propose a multi‑agent system separated by function.

The Proposal: A 3‑Agent System (The Triad)

As visualized in the cover diagram, this architecture splits the cognitive load into three distinct roles:

The Philosopher Agent (Semantics) 📚

  • Role: Defines the “Why”.
  • Training: Trained purely on ethics, philosophy, and abstract concepts.
  • Limitation: It cannot write code or execute actions. It only outputs high‑level directives (e.g., “Preserve system integrity without halting critical processes”).

The Coder Agent (Syntax) 💻

  • Role: Executes the “How”.
  • Training: Pure logic, math, and code optimization.
  • Limitation: It is blind to the “meaning” of its actions. It only cares about efficiency and solving the requested variable.

The Mediator Agent (The Bridge) 🔗

This is the core of the proposal: a specialized model trained to translate semantic concepts into architectural constraints.

Practical Example: “Digital Pain”

If we want an AGI to understand self‑preservation, we usually just give it a negative reward (score = ‑100) when damaged. The AI sees this merely as a number to be minimized.

In the Triad Protocol:

  • Philosopher: Defines “Pain” as “An urgent interruption that demands attention.”
  • Mediator: Translates this definition into a hardware interrupt command.
  • Coder: Receives a system‑wide resource lock. It must fix the damage to free up its own compute resources.

Result: The system exhibits an emergent behavior of agony/urgency. It fixes itself not because of a mathematical penalty, but because the damage functionally limits its agency.

Discussion

I believe separating Intent (Semantics) from Execution (Syntax) via a Mediator is the safest path to AGI.

I’d love to hear feedback from the engineering community on this neuro‑symbolic approach. Does this structural separation make sense to you?

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