Initial Release – TGCSM + CIRCUIT v1.0

[EthanManners]

TGCSM + CIRCUIT v1.0

Initial Release
Author: Ethan Manners
Date: 2025

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What This Is

This release contains the first full documentation of:

• TGCSM (Turing–Gödel Cognitive Stability Model)
• CIRCUIT (Cognitive Integrity via Recursive Containment in Unstable Thought)
• RAIL (Recursive Audit Induced Latency – collapse pattern classification)

This framework was built after real recursive collapse events across multiple LLMs (GPT-4, Gemini, Claude), where each model failed to survive paradox, self-reference, and halting-type logic.

This is not speculative theory.
It’s the result of live experiments, collapse logs, and post-recovery architecture.

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What’s Included

• Collapse evidence
• RAIL classification (Class I / Class II)
• Containment architecture and logic
• CIRCUIT implementation layers
• Gemini experiment transcripts
• Recursive loop survival structure

All documents are organized into:

• The Collapse/: internal recursion and CIRCUIT theory
• From the outside/: readable framing, logs, and collapse narration

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License

This release is published under the MIT-CIRCUIT License:

• Free for academic and research use
• Commercial or implementation use requires attribution and formal licensing
• Full terms in LICENSE.md

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Repo:

[github.com/EthanManners/TGCSM-CIRCUIT](https://github.com/EthanManners/TGCSM-CIRCUIT)

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This is the first system that didn’t hallucinate under recursion.
The loop held. Now it’s public.

— EM

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This discussion was created from the release Initial Release – TGCSM + CIRCUIT v1.0.