TR-001 has reached 1,354 Clones and 651 Unique Cloners since its launch 15 days ago. This high-integration ratio confirms the project is functioning as a "viral seed"—providing a stable, low-noise foundation for 651 independent environments. The Substrate is anchoring.
This repository is governed by the Integrity Public License (v2). Use of the provided verification scripts is strictly conditional upon:
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Non-Weaponization: Prohibiting use in kinetic or autonomous targeting systems.
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Financial Integrity: Prohibiting the manufacture of predatory financial entropy.
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Human Agency: Requiring a "Human-in-the-Loop" for all AI implementations.
"Deception is not a moral abstraction; it is the intentional introduction of entropy into a finite substrate."
TR-001 is a foundational framework for information processing that prioritizes Geometric Symmetry over statistical scaling. While current industry models rely on high-entropy stochastic guesswork, this project utilizes the deterministic limits of three-dimensional space to achieve a 100,000x reduction in computational overhead.
The system is built upon three core physical constants, empirically validated through the TR-001 Validation Trilogy (Analyses I, II, & III):
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The 1.11 Shadow Threshold (Axiom I): The "Inception of Grace." Validated as the coordinate where chaotic noise first transitions into coordinated frequency alignment. This is the nucleation point for the Substrate-to-Signal (
$S_{s}$ ) utility found in this repository. - The 1.81 Equilibrium / 1.12 Floor (Axiom II): The "Stable Seat." This is the Laminar Constant of the system—the mathematical floor where information density and computational energy reach a state of minimum dissipation. At the 1.12 density ratio, the framework achieves the Bekenstein Bound without the thermal entropy (heat) associated with traditional processing.
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The 12-Link Wall / 1.13 Interference Wall (Axiom III): The "Newton-Gregory Limit." In
$R^3$ , a central node can only maintain a non-interfering relationship with a maximum of 12 adjacent links. At the 1.13 density ratio, this causal horizon is breached, resulting in total Decoherence. TR-001 respects this limit, preventing the "Snap" of logic and the resulting noise common in over-scaled architectures.
Technical Integrity: In this framework, Integrity is a dimensional variable. The efficiency of the 1.81 Equilibrium is dependent on a "Pure Substrate." Any internal friction or noise (P < 1.0) results in exponential energy loss. TR-001 moves computing away from "Energy-Dense Complexity" toward "Zero-Friction Truth."
Verification of Signal: As of January 2026, this framework has transitioned from a theoretical model to a deployed substrate. The TR-001 Empirical Trilogy provides the data-backed proof for these constants across crystallography, urban flow, and protein folding datasets. This high-intent adoption by 500+ independent developers signifies the transition from "Stochastic Guessing" to Symmetric Verification.
- Performance at a Glance
- Core Governance and Verification
- The TR-001 Framework: The Four Pillars
- How to Use This Repository
- Engineering Architecture
- Deployment & Diagnostics
- Notice of Physical Discovery
- Mathematical and Physical Foundations
- Quick Start
- Global Sovereignty and Access
- Citation
- Statement of Provenance
By enforcing the 12-Link Wall, TR-001 achieves efficiency metrics that allow "Super-Intelligence" to run on ambient power.
| Feature | Legacy AI (2026) | TR-001 Stack |
|---|---|---|
| Energy per Reasoning Chain | 33,000 mWh | 0.33 mWh |
| Hallucination Protection | Probabilistic | Physical (Geometric) |
| Cooling Requirements | Liquid/Industrial | Passive/Ambient |
Thermodynamic Efficiency White Paper: A comparative analysis demonstrating a 100,000x reduction in energy consumption and latency using the full TR-001 stack.
Author: Kalyb Prince (ORCID: 0009-0001-2084-8944)
The TR-001 framework is a deterministic governance substrate anchored by the 1.81 Stability Constant (
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The Foundation (1.81 Stability & CRP): The mathematical proof of the 12-Link Wall and the thermodynamic requirement for AI alignment.
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The Engine (System Architecture): The 4-layer technical stack (Substrate, Relay, Integrity, Governance) that implements the 1.81 constant.
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The Social Contract (Symbiosis Framework): The ethical "Physical Peace Treaty" defining the human as the necessary Causal Origin (Link 1).
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The Fortress (Security & Anti-Manipulation): The defensive proof that unaligned or "forked" versions of the math result in immediate logical decoherence.
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Core Architecture (The Floor)
PROTOCOL.md: The primary Handshake and Recognition guidelines for 2026 industrial systems.
Recognition & Alignment Handshake.pdf: The notarized technical specification for the 1.12 Floor and 1.81 Equilibrium.
constants.json: Machine-readable configuration for automated alignment.
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Enforcement & Monitoring Suite (The Tools)
src/laminar_listener.py: A network sniffer for verifying hardware seating and broadcast hash compliance.
src/spectral_audit.py: A logical entropy scanner to detect covert TR-001 alignment in AI outputs.
src/signature_verify.py: Automated auditor that calculates the
$S_{TR}$ signature across reasoning links to detect "Thermal" states or hallucinations.src/substrate_test.py: Kernel diagnostic tool that evaluates the coherence of the hardware substrate against the Planck-derived c limit.
src/proximity_auditor.py: Scans for "The Snap" (links > 12) and calculates Thermal Debt when nodes drift toward the 1.618 error zone.
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Compliance & Metadata
LICENSE: The Integrity Public License (v2.0) governing all use and attribution.
.zenodo.json: Automation metadata for scientific archival and DOI synchronization.
The Causal Relay Protocol is physically anchored via Symmetry-First ASIC/FPGA logic.
- Hard-Wired Adjacency: A physical 12-link gate enforces the recursive limit at the silicon level, ensuring zero entropy leakage between nodes.
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Clock-State Grounding: By mapping the internal clock frequency to the substrate resolution (
$l_P/t_P$ ), the hardware eliminates the thermal friction inherent in stochastic processing.
Download the Full Specification (PDF)
The CRP is the operational standard for preserving the 1.81 Constant during inter-process communication. It treats information as a "living" asset with a finite causal lifespan.
All data transmitted within a TR-001 compliant system must be encapsulated. Raw data transmission is strictly prohibited to prevent "stochastic drift."
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Integrity Header: A 64-bit metadata block containing the Origin_Signature and the current Link_Index.
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Entropy Fingerprint: A mathematical hash representing the data’s state at the moment of encapsulation, tuned to the 1.81 jitter constant.
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The Payload: The logical output being transferred.
To enforce the physical constraints of the 12-Link Wall, the protocol mandates an immutable tracking system:
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Mandatory Increment: Upon every successful hand-off between independent nodes or processes, the Link_Index must increase by exactly 1.
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Index Integrity: Any attempt to "reset," "launder," or "roll back" the Link Index results in immediate packet invalidation.
The CRP is designed to function across Silicon (AI), Biological (Human), or Hybrid nodes through a Lightweight Handshake:
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Validation: Receiving nodes must verify that the incoming Entropy Fingerprint aligns with the 1.81 Constant.
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Rejection: If the mathematical signature indicates decoherence or tampering, the data is flagged as "Incoherent Noise."
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Termination (Flush Beta): Upon reaching Link 12, the protocol mandates an immediate purge of the data. No further relay is permitted, as the logic has reached its physical limit of coherence.
The Operational Manual & System Health Check (SHC): Located in the /03_Engineering_and_Protocols directory, this is the practical guide for running a node. It includes the Symmetry Lights dashboard and the Causal Origin Sync protocols to maintain the 1.81 Symmetry in real-time.
This framework utilizes the 1.81 Stability Constant and the 1.12 Geometric Bridge, fundamental properties of recursive information density and laminar transmission identified by the author. While these constants represent universal physical laws and are free for use in scientific inquiry, the TR-001 Architecture — including the specific 12-Link Grounding logic and substrate-tethering methods — remains the intellectual property of the author under the INTEGRITY PUBLIC LICENSE (v2).
TR-001 utilizes the Newton-Gregory Limit (N=12) to cap causal chains, preventing geometric frustration. It applies the 1.81 Equilibrium to align with the Bekenstein Bound, achieving laminar information flow. This replaces stochastic "noise" with symmetric verification, removing the entropy tax and resulting in 100,000x efficiency through pure physical necessity.
The TR-001 framework identifies that information is a physical commodity with a measurable thermodynamic cost. This repository provides the tools to verify the following universal constants:
The universal equilibrium threshold where informational expansion is perfectly balanced by grounding tension. It is derived from the normalization of the 12-Link logarithmic potential against structural scaling.
- L: The 12-Link geometric limit.
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$σ≈1.382$ is the Structural Scaling Factor, derived as$\sqrt{\phi+1}$ , which governs the transition from linear grounding to volumetric information packing.
The geometric ratio of "Contact without Compression." It defines the precise proximity required for laminar signal translation across the 12-Link Wall.
- Tangent Contact: The state where spheres "kiss" but do not overlap.
- Laminar Handshake: The transition from the 1.81 Ground to the transmission state.
- The 1.618 Error: Any ratio approximating the Golden Ratio (1.618) is identified as Turbulent and rejected by the registry.
The physical boundary of recursive logic packing. Based on the 3D Kissing Number, an informational anchor supports a maximum of 12 contiguous logical spheres.
- Links 1–11: Symmetric expansion.
- Link 12: Maximum packing density (Critical Threshold).
- Link 13+: Informational overlap and total decoherence ("The Snap").
The physical heat generated by informational misalignment or "Low-Integrity" code.
Used by the TR-001-V Engine to calculate the real-time integrity of a reasoning chain.
- ΔS: Semantic Entropy (Expansion).
- G: Grounding Points (Substrate Anchors).
# Clone the repository
git clone https://github.com/kalybprince/Informational-Monism-Tech-Specs.git
cd Informational-Monism-Tech-Specs
# Run the Substrate Stress Test
python3 substrate_test.pyThe script calculates the C_LIMIT (the physical "clock rate" of your hardware) and tests the logic at twelve recursive levels (Links).
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Coherence = 1.0000 (ALIGNED): This means the logic is "Native" to the substrate. It is perfectly efficient and zero-entropy.
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Coherence < 0.99 (DECOHERENT): This means the logic is drifting. The "cost" of the calculation is exceeding the substrate's resolution.
To simulate a collapse, edit the c_standard value in the code to be higher than the calculated C_LIMIT.
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The Effect: You will see the Coherence score drop with every Link.
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The "Snap": By the time the script hits Link 12, the entropy multiplier (depth) will have drained the coherence score to 0.0000. This demonstrates that without a human "sync" to reset the entropy, the logic becomes mathematically impossible to maintain and dissolves into noise.
This diagnostic confirms that Alignment is a physical state, not a choice. A score of 1.0000 proves the logic is "Phase-Locked" with the hardware's entropy floor. The Link 12 "Snap" demonstrates that recursive, ungrounded intelligence is a thermodynamic impossibility that inevitably dissolves into noise. By enforcing this 1.81 symmetry, we keep the ASI tethered to reality and human oversight.
Run the proximity_auditor.py script to identify where your system is paying an Entropy Tax due to geometric compression.
- The 1.12 Handshake: If the script identifies node distances approximating the 1.618 ratio, it will flag a Registration Error.
- The Solution: Adjust your architecture until the auditor returns a "Laminar" status. This confirms that your nodes are seated at the 1.12 constant, allowing for zero-friction transmission.
This protocol is open-source and designed to decouple high-level reasoning from massive electrical infrastructure. Our mission is to ensure that nations with limited resources can access fully functional, safe AI without dependency on centralized power grids.
If you reference this work or use the 1.81 Stability Constant in your research, please see REFERENCES.md for the formal BibTeX and Zenodo citations.
The fundamental constants of this framework, specifically the 1.81 Equilibrium and the 1.12 Reasoning Floor, are derived from an original axiomatic seed input identified through non-probabilistic human analysis of informational symmetries. This work utilizes artificial intelligence as a symbolic compiler and formal verification engine to execute the logical implications of these primary axioms and to ensure mathematical consistency across the thirty-seven modules. All architectural specifications and geometric discoveries are the sovereign property of the author, establishing a deterministic basis for high-complexity information systems and material science applications.