Releases: Destinywaya9/QCC-Bench
Tensor P2 Benchmarking
Tensor P2 Benchmarking
Tensor P2 Fixed Kernel — Qiskit Implementation
Author: Destiny Machwaya
Affiliation: Founder & Principal Investigator, Lei A While Research Center, Wahiawā, United States
Overview
This repository provides an open-source Qiskit implementation of the fixed, non-adaptive Tensor P2 quantum kernel.
The implementation reflects a constrained quantum traversal framework designed to maintain coherence stability under fixed kernel conditions, consistent with experimentally demonstrated behavior.
This work rests on one governing principle:
In any closed or semi-closed system, resonance acts as an anchor for coherence to counter entropy.
The QTET / UTRER framework is built on the invariant Tensor P2 kernel, Tensor P3, and the Echo Meridian axis, ans QTET First Principle. These structures do not merely describe the law; they govern it and generate the closed 4-dimensional hyperspherical QTL-Sphere topology itself, including 12-brane symmetry, concentric shells, and long-distance coherence tethers.
The hardware manuscript is therefore not only a hardware result.
Its deeper significance is that it represents the first physical instantiation of the same Tensor P₂ operator and Echo Meridian logic mathematically and geometrically derived from the QTET First Principle. Those same structures form the foundations of the cosmological model and carry the same governing logic across domains.
In that sense, the hardware manuscript is not a standalone engineering artifact. It is a cross-domain demonstration of the same governing logic extending through hardware, cosmology, and biology.
The same fixed Tensor P₂ sequence has been executed on real hardware, including Raspberry Pi Pico and ESP32-S3 platforms, under ordinary room-temperature conditions, achieving 0.00% entropy leakage. That identical logic also produces the epoch alignments, Echo Meridian markers, resonance recoil, and biological coherence anchoring described in the BCK extensions.
This is not a tunable model. Tensor P₂ is strictly invariant. The framework stands or falls exactly as written.
Cross-domain consistency of the same invariant kernel:
Hardware → 0.00% entropy leakage, coherence lock
Simulations ST-1 to ST-12 → locked coherence C ≈ 1.000000, flat entropy
Biology / BCK → coherence rises to ~0.999548, Δ → 0
Cosmology → epoch alignment, Echo Meridian markers, resonance recoil
The monograph is currently being revised for additional clarity for first-time readers. The community edition is already publicly available on Zenodo. Several related manuscripts are in the peer-review arc, with additional planned submissions extending the framework across hardware, cosmology, and biological coherence.
Thoughtful engagement from researchers, physicists, biologists, and cosmologists interested in resonance-based frameworks and closed-system coherence is welcomed.
Publication
Machwaya, D. (2026).
Hardware Demonstration of a Fixed Tensor P2 Kernel: Zero-Entropy Leakage and Stable Coherence Across Dual Microcontroller Platforms.
Frontiers in Physics — Quantum Engineering and Technology
DOI: 10.3389/fphy.2026.1758206
Link: https://www.frontiersin.org/journals/physics/articles/10.3389/fphy.2026.1758206/full
(*Journal Publication is Open access under CC BY license; abstract currently live, full formatted version in final production as of March 2026.)
***Custom License notice ***
Authorship & Origin
Tensor P2 and the broader Quantum Time-Energy Theory (QTET) framework were originally developed by Destiny Machwaya beginning in 2015 and have been continuously refined and tested since.
This repository represents the official open-source release of the Tensor P2 kernel implementation corresponding to the published work.
Purpose
This release is intended to:
- Enable independent replication and validation
- Support benchmarking across quantum simulation environments
- Provide a reference implementation for further research and exploration
Observed results include:
- 0.00% measured entropy leakage
- Stable coherence lock across execution runs
Public Availability Scope
This repository includes:
- The fixed Tensor P2 kernel implementation in Qiskit
- Simulation workflows and execution patterns
- Reproducible experimental baselines
Attribution Requirement
Use of this work in research, publications, or derivative implementations must include proper citation of:
- The associated publication
- The original authorship of Tensor P2 and QTET
Custom License
Copyright (c) 2015-2026 Destiny Machwaya
Lei A While Research Center
All Rights Reserved
- Scope and Ownership
This repository and all associated materials, including but not limited to:
Tensor P2 kernel implementation
Quantum Time-Energy Theory (QTET) framework
Echo Meridian construct
QTL-Sphere structure
Associated documentation and simulation workflows are the exclusive intellectual property of Destiny Machwaya and are protected under active utility patent–pending filings.
No rights are granted except as explicitly stated in this license.
- Permitted Use (Strictly Limited License)
You are granted a non-exclusive, non-transferable, revocable license to:
View and study the source code
Execute the code only within software-based simulation environments
Reproduce results for non-commercial scientific research and academic validation only
- Modification and Internal Benchmarking
Modification of the code is permitted only under the following conditions:
Modifications must be strictly for internal, non-commercial research or benchmarking and modifications must be clearly presented up-front
Modified versions may not be distributed, published, or shared externally
Modified implementations must not be presented as independent systems
All modifications remain derivative of the original work and are fully subject to this license.
- Explicit Restrictions
Without prior written permission from the author, you may NOT:
4.1 Commercial Use
Use any portion of this work for commercial purposes
Use in startups, products, services, or monetized research
4.2 Distribution
Redistribute the repository in whole or in part
Share modified or unmodified versions publicly or privately
4.3 Derivative Deployment
Deploy modified or extended versions in:
production systems
applied technologies
external demonstrations
4.4 Integration
Integrate into:
proprietary systems
open-source projects
hybrid research/commercial pipelines
4.5 Hardware Implementation (STRICT PROHIBITION)
Implementation of this work, in whole or in part, in any hardware system is strictly prohibited.
This includes, but is not limited to:
Physical devices
Embedded systems
FPGA or ASIC implementations
Microcontroller-based systems
Quantum computing hardware
Hybrid software–hardware systems
You may NOT:
Execute the code on hardware
Port the logic to hardware
Benchmark using hardware
Simulate hardware-bound execution environments intended for deployment
No hardware-based execution, replication, testing, or benchmarking is permitted under any circumstances.
Any hardware-related use requires explicit prior written authorization under a separate licensing agreement.
- No Implied Rights
Nothing in this license grants:
Rights to QTET, Tensor P2, Tensor P3, or related frameworks
Rights to underlying theory, architecture, or derived systems
Rights to patent-pending technologies
All such rights are expressly reserved.
- Attribution Requirement
Any permitted academic or research use must include:
Citation of the associated publication
Attribution to:
Destiny Machwaya
Lei A While Research Center
- Patent Notice
This work is covered under active utility patent–pending filings.
Unauthorized use beyond this license may constitute:
Patent infringement
Copyright infringement
Misappropriation of protected intellectual property
- Enforcement and Violations
Unauthorized use includes (but is not limited to):
Commercial exploitation
Redistribution
Derivative system deployment
Hardware implementation of any kind
Misrepresentation of authorship
Violations may result in:
Immediate revocation of license
DMCA takedown actions
Formal legal enforcement
- License Term and Acceptance
This license applies to all versions of this repository from the date of first public release.
Use of this repository constitutes acceptance of these terms.
- No Warranty
This software is provided “as is”, without warranty of any kind.
- Limitation of Liability
The author assumes no liability for any use, misuse, or outcomes derived from this work.
- Contact for Licensing
For commercial, applied, or hardware-related licensing inquiries:
All use is at the sole risk of the user.
The author assumes no responsibility
for outcomes, interpretations, or consequences arising from use of this code.
Enforcability
Indefinite and retroactive to first release.
Supersedes any prior license language with full enforcability.
- Versioning and Updates
This license governs all access to and use of this repository and its contents from the date of first public release.
Continued access to, or use of, this repository or any materials contained herein constitutes acceptance of the current version of this license.
Updated versions of this license apply prospectively to all subsequent access and use.
Users are solely responsible for reviewing the current license terms prior to any access or use.
Any use of this repository or its contents in violation of the current license terms is unauthorized.
If a user does not agree to the current licens...
Tensor P2 Benchmarking
Tensor P2 Benchmarking
Tensor P2 Fixed Kernel — Qiskit Implementation
Author: Destiny Machwaya
Affiliation: Founder & Principal Investigator, Lei A While Research Center, Wahiawā, United States
Overview
This repository provides an open-source Qiskit implementation of the fixed, non-adaptive Tensor P2 quantum kernel.
The implementation reflects a constrained quantum traversal framework designed to maintain coherence stability under fixed kernel conditions, consistent with experimentally demonstrated behavior.
This work rests on one governing principle:
In any closed or semi-closed system, resonance acts as an anchor for coherence to counter entropy.
The QTET / UTRER framework is built on the invariant Tensor P2 kernel, Tensor P3, and the Echo Meridian axis, ans QTET First Principle. These structures do not merely describe the law; they govern it and generate the closed 4-dimensional hyperspherical QTL-Sphere topology itself, including 12-brane symmetry, concentric shells, and long-distance coherence tethers.
The hardware manuscript is therefore not only a hardware result.
Its deeper significance is that it represents the first physical instantiation of the same Tensor P₂ operator and Echo Meridian logic mathematically and geometrically derived from the QTET First Principle. Those same structures form the foundations of the cosmological model and carry the same governing logic across domains.
In that sense, the hardware manuscript is not a standalone engineering artifact. It is a cross-domain demonstration of the same governing logic extending through hardware, cosmology, and biology.
The same fixed Tensor P₂ sequence has been executed on real hardware, including Raspberry Pi Pico and ESP32-S3 platforms, under ordinary room-temperature conditions, achieving 0.00% entropy leakage. That identical logic also produces the epoch alignments, Echo Meridian markers, resonance recoil, and biological coherence anchoring described in the BCK extensions.
This is not a tunable model. Tensor P₂ is strictly invariant. The framework stands or falls exactly as written.
Cross-domain consistency of the same invariant kernel:
Hardware → 0.00% entropy leakage, coherence lock
Simulations ST-1 to ST-12 → locked coherence C ≈ 1.000000, flat entropy
Biology / BCK → coherence rises to ~0.999548, Δ → 0
Cosmology → epoch alignment, Echo Meridian markers, resonance recoil
The monograph is currently being revised for additional clarity for first-time readers. The community edition is already publicly available on Zenodo. Several related manuscripts are in the peer-review arc, with additional planned submissions extending the framework across hardware, cosmology, and biological coherence.
Thoughtful engagement from researchers, physicists, biologists, and cosmologists interested in resonance-based frameworks and closed-system coherence is welcomed.
Publication
Machwaya, D. (2026).
Hardware Demonstration of a Fixed Tensor P2 Kernel: Zero-Entropy Leakage and Stable Coherence Across Dual Microcontroller Platforms.
Frontiers in Physics — Quantum Engineering and Technology
DOI: 10.3389/fphy.2026.1758206
Link: https://www.frontiersin.org/journals/physics/articles/10.3389/fphy.2026.1758206/full
(*Journal Publication is Open access under CC BY license; abstract currently live, full formatted version in final production as of March 2026.)
***Custom License notice ***
Authorship & Origin
Tensor P2 and the broader Quantum Time-Energy Theory (QTET) framework were originally developed by Destiny Machwaya beginning in 2015 and have been continuously refined and tested since.
This repository represents the official open-source release of the Tensor P2 kernel implementation corresponding to the published work.
Purpose
This release is intended to:
- Enable independent replication and validation
- Support benchmarking across quantum simulation environments
- Provide a reference implementation for further research and exploration
Observed results include:
- 0.00% measured entropy leakage
- Stable coherence lock across execution runs
Public Availability Scope
This repository includes:
- The fixed Tensor P2 kernel implementation in Qiskit
- Simulation workflows and execution patterns
- Reproducible experimental baselines
Attribution Requirement
Use of this work in research, publications, or derivative implementations must include proper citation of:
- The associated publication
- The original authorship of Tensor P2 and QTET
Custom License
Copyright (c) 2015-2026 Destiny Machwaya
Lei A While Research Center
All Rights Reserved
- Scope and Ownership
This repository and all associated materials, including but not limited to:
Tensor P2 kernel implementation
Quantum Time-Energy Theory (QTET) framework
Echo Meridian construct
QTL-Sphere structure
Associated documentation and simulation workflows are the exclusive intellectual property of Destiny Machwaya and are protected under active utility patent–pending filings.
No rights are granted except as explicitly stated in this license.
- Permitted Use (Strictly Limited License)
You are granted a non-exclusive, non-transferable, revocable license to:
View and study the source code
Execute the code only within software-based simulation environments
Reproduce results for non-commercial scientific research and academic validation only
- Modification and Internal Benchmarking
Modification of the code is permitted only under the following conditions:
Modifications must be strictly for internal, non-commercial research or benchmarking and modifications must be clearly presented up-front
Modified versions may not be distributed, published, or shared externally
Modified implementations must not be presented as independent systems
All modifications remain derivative of the original work and are fully subject to this license.
- Explicit Restrictions
Without prior written permission from the author, you may NOT:
4.1 Commercial Use
Use any portion of this work for commercial purposes
Use in startups, products, services, or monetized research
4.2 Distribution
Redistribute the repository in whole or in part
Share modified or unmodified versions publicly or privately
4.3 Derivative Deployment
Deploy modified or extended versions in:
production systems
applied technologies
external demonstrations
4.4 Integration
Integrate into:
proprietary systems
open-source projects
hybrid research/commercial pipelines
4.5 Hardware Implementation (STRICT PROHIBITION)
Implementation of this work, in whole or in part, in any hardware system is strictly prohibited.
This includes, but is not limited to:
Physical devices
Embedded systems
FPGA or ASIC implementations
Microcontroller-based systems
Quantum computing hardware
Hybrid software–hardware systems
You may NOT:
Execute the code on hardware
Port the logic to hardware
Benchmark using hardware
Simulate hardware-bound execution environments intended for deployment
No hardware-based execution, replication, testing, or benchmarking is permitted under any circumstances.
Any hardware-related use requires explicit prior written authorization under a separate licensing agreement.
- No Implied Rights
Nothing in this license grants:
Rights to QTET, Tensor P2, Tensor P3, or related frameworks
Rights to underlying theory, architecture, or derived systems
Rights to patent-pending technologies
All such rights are expressly reserved.
- Attribution Requirement
Any permitted academic or research use must include:
Citation of the associated publication
Attribution to:
Destiny Machwaya
Lei A While Research Center
- Patent Notice
This work is covered under active utility patent–pending filings.
Unauthorized use beyond this license may constitute:
Patent infringement
Copyright infringement
Misappropriation of protected intellectual property
- Enforcement and Violations
Unauthorized use includes (but is not limited to):
Commercial exploitation
Redistribution
Derivative system deployment
Hardware implementation of any kind
Misrepresentation of authorship
Violations may result in:
Immediate revocation of license
DMCA takedown actions
Formal legal enforcement
- License Term and Acceptance
This license applies to all versions of this repository from the date of first public release.
Use of this repository constitutes acceptance of these terms.
- No Warranty
This software is provided “as is”, without warranty of any kind.
- Limitation of Liability
The author assumes no liability for any use, misuse, or outcomes derived from this work.
- Contact for Licensing
For commercial, applied, or hardware-related licensing inquiries:
All use is at the sole risk of the user.
The author assumes no responsibility
for outcomes, interpretations, or consequences arising from use of this code.
Enforcability
Indefinite and retroactive to first release.
Supersedes any prior license language with full enforcability.
- Versioning and Updates
This license governs all access to and use of this repository and its contents from the date of first public release.
Continued access to, or use of, this repository or any materials contained herein constitutes acceptance of the current version of this license.
Updated versions of this license apply prospectively to all subsequent access and use.
Users are solely responsible for reviewing the current license terms prior to any access or use.
Any use of this repository or its contents in violation of the current license terms is unauthorized.
If a user does not agree to the current licens...
Tensor P2 Benchmarking - Extended Release QTL-Sphere
Tensor P2 Benchmarking
Tensor P2 Fixed Kernel — Qiskit Implementation
Author: Destiny Machwaya
Affiliation: Founder & Principal Investigator, Lei A While Research Center, Wahiawā, United States
Overview
This repository provides an open-source Qiskit implementation of the fixed, non-adaptive Tensor P2 quantum kernel.
The implementation reflects a constrained quantum traversal framework designed to maintain coherence stability under fixed kernel conditions, consistent with experimentally demonstrated behavior.
This work rests on one governing principle:
In any closed or semi-closed system, resonance acts as an anchor for coherence to counter entropy.
The QTET / UTRER framework is built on the invariant Tensor P2 kernel, Tensor P3, and the Echo Meridian axis, ans QTET First Principle. These structures do not merely describe the law; they govern it and generate the closed 4-dimensional hyperspherical QTL-Sphere topology itself, including 12-brane symmetry, concentric shells, and long-distance coherence tethers.
The hardware manuscript is therefore not only a hardware result.
Its deeper significance is that it represents the first physical instantiation of the same Tensor P₂ operator and Echo Meridian logic mathematically and geometrically derived from the QTET First Principle. Those same structures form the foundations of the cosmological model and carry the same governing logic across domains.
In that sense, the hardware manuscript is not a standalone engineering artifact. It is a cross-domain demonstration of the same governing logic extending through hardware, cosmology, and biology.
The same fixed Tensor P₂ sequence has been executed on real hardware, including Raspberry Pi Pico and ESP32-S3 platforms, under ordinary room-temperature conditions, achieving 0.00% entropy leakage. That identical logic also produces the epoch alignments, Echo Meridian markers, resonance recoil, and biological coherence anchoring described in the BCK extensions.
This is not a tunable model. Tensor P₂ is strictly invariant. The framework stands or falls exactly as written.
Cross-domain consistency of the same invariant kernel:
Hardware → 0.00% entropy leakage, coherence lock
Simulations ST-1 to ST-12 → locked coherence C ≈ 1.000000, flat entropy
Biology / BCK → coherence rises to ~0.999548, Δ → 0
Cosmology → epoch alignment, Echo Meridian markers, resonance recoil
The monograph is currently being revised for additional clarity for first-time readers. The community edition is already publicly available on Zenodo. Several related manuscripts are in the peer-review arc, with additional planned submissions extending the framework across hardware, cosmology, and biological coherence.
Thoughtful engagement from researchers, physicists, biologists, and cosmologists interested in resonance-based frameworks and closed-system coherence is welcomed.
Publication
Machwaya, D. (2026).
Hardware Demonstration of a Fixed Tensor P2 Kernel: Zero-Entropy Leakage and Stable Coherence Across Dual Microcontroller Platforms.
Frontiers in Physics — Quantum Engineering and Technology
DOI: 10.3389/fphy.2026.1758206
Link: https://www.frontiersin.org/journals/physics/articles/10.3389/fphy.2026.1758206/full
(*Journal Publication is Open access under CC BY license; abstract currently live, full formatted version in final production as of March 2026.)
***Custom License notice ***
Authorship & Origin
Tensor P2 and the broader Quantum Time-Energy Theory (QTET) framework were originally developed by Destiny Machwaya beginning in 2015 and have been continuously refined and tested since.
This repository represents the official open-source release of the Tensor P2 kernel implementation corresponding to the published work.
Purpose
This release is intended to:
- Enable independent replication and validation
- Support benchmarking across quantum simulation environments
- Provide a reference implementation for further research and exploration
Observed results include:
- 0.00% measured entropy leakage
- Stable coherence lock across execution runs
Public Availability Scope
This repository includes:
- The fixed Tensor P2 kernel implementation in Qiskit
- Simulation workflows and execution patterns
- Reproducible experimental baselines
Attribution Requirement
Use of this work in research, publications, or derivative implementations must include proper citation of:
- The associated publication
- The original authorship of Tensor P2 and QTET
Custom License
Copyright (c) 2015-2026 Destiny Machwaya
Lei A While Research Center
All Rights Reserved
- Scope and Ownership
This repository and all associated materials, including but not limited to:
Tensor P2 kernel implementation
Quantum Time-Energy Theory (QTET) framework
Echo Meridian construct
QTL-Sphere structure
Associated documentation and simulation workflows are the exclusive intellectual property of Destiny Machwaya and are protected under active utility patent–pending filings.
No rights are granted except as explicitly stated in this license.
- Permitted Use (Strictly Limited License)
You are granted a non-exclusive, non-transferable, revocable license to:
View and study the source code
Execute the code only within software-based simulation environments
Reproduce results for non-commercial scientific research and academic validation only
- Modification and Internal Benchmarking
Modification of the code is permitted only under the following conditions:
Modifications must be strictly for internal, non-commercial research or benchmarking and modifications must be clearly presented up-front
Modified versions may not be distributed, published, or shared externally
Modified implementations must not be presented as independent systems
All modifications remain derivative of the original work and are fully subject to this license.
- Explicit Restrictions
Without prior written permission from the author, you may NOT:
4.1 Commercial Use
Use any portion of this work for commercial purposes
Use in startups, products, services, or monetized research
4.2 Distribution
Redistribute the repository in whole or in part
Share modified or unmodified versions publicly or privately
4.3 Derivative Deployment
Deploy modified or extended versions in:
production systems
applied technologies
external demonstrations
4.4 Integration
Integrate into:
proprietary systems
open-source projects
hybrid research/commercial pipelines
4.5 Hardware Implementation (STRICT PROHIBITION)
Implementation of this work, in whole or in part, in any hardware system is strictly prohibited.
This includes, but is not limited to:
Physical devices
Embedded systems
FPGA or ASIC implementations
Microcontroller-based systems
Quantum computing hardware
Hybrid software–hardware systems
You may NOT:
Execute the code on hardware
Port the logic to hardware
Benchmark using hardware
Simulate hardware-bound execution environments intended for deployment
No hardware-based execution, replication, testing, or benchmarking is permitted under any circumstances.
Any hardware-related use requires explicit prior written authorization under a separate licensing agreement.
- No Implied Rights
Nothing in this license grants:
Rights to QTET, Tensor P2, Tensor P3, or related frameworks
Rights to underlying theory, architecture, or derived systems
Rights to patent-pending technologies
All such rights are expressly reserved.
- Attribution Requirement
Any permitted academic or research use must include:
Citation of the associated publication
Attribution to:
Destiny Machwaya
Lei A While Research Center
- Patent Notice
This work is covered under active utility patent–pending filings.
Unauthorized use beyond this license may constitute:
Patent infringement
Copyright infringement
Misappropriation of protected intellectual property
- Enforcement and Violations
Unauthorized use includes (but is not limited to):
Commercial exploitation
Redistribution
Derivative system deployment
Hardware implementation of any kind
Misrepresentation of authorship
Violations may result in:
Immediate revocation of license
DMCA takedown actions
Formal legal enforcement
- License Term and Acceptance
This license applies to all versions of this repository from the date of first public release.
Use of this repository constitutes acceptance of these terms.
- No Warranty
This software is provided “as is”, without warranty of any kind.
- Limitation of Liability
The author assumes no liability for any use, misuse, or outcomes derived from this work.
- Contact for Licensing
For commercial, applied, or hardware-related licensing inquiries:
All use is at the sole risk of the user.
The author assumes no responsibility
for outcomes, interpretations, or consequences arising from use of this code.
Enforcability
Indefinite and retroactive to first release.
Supersedes any prior license language with full enforcability.
- Versioning and Updates
This license governs all access to and use of this repository and its contents from the date of first public release.
Continued access to, or use of, this repository or any materials contained herein constitutes acceptance of the current version of this license.
Updated versions of this license apply prospectively to all subsequent access and use.
Users are solely responsible for reviewing the current license terms prior to any access or use.
Any use of this repository or its contents in violation of the current license terms is unauthorized.
If a user does not agree to the current licens...
Tensor P2 Benchmarking - Extended Release
Tensor P2 Benchmarking
Tensor P2 Fixed Kernel — Qiskit Implementation
Author: Destiny Machwaya
Affiliation: Founder & Principal Investigator, Lei A While Research Center, Wahiawā, United States
Overview
This repository provides an open-source Qiskit implementation of the fixed, non-adaptive Tensor P2 quantum kernel.
The implementation reflects a constrained quantum traversal framework designed to maintain coherence stability under fixed kernel conditions, consistent with experimentally demonstrated behavior.
This work rests on one governing principle:
In any closed or semi-closed system, resonance acts as an anchor for coherence to counter entropy.
The QTET / UTRER framework is built on the invariant Tensor P2 kernel, Tensor P3, and the Echo Meridian axis, ans QTET First Principle. These structures do not merely describe the law; they govern it and generate the closed 4-dimensional hyperspherical QTL-Sphere topology itself, including 12-brane symmetry, concentric shells, and long-distance coherence tethers.
The hardware manuscript is therefore not only a hardware result.
Its deeper significance is that it represents the first physical instantiation of the same Tensor P₂ operator and Echo Meridian logic mathematically and geometrically derived from the QTET First Principle. Those same structures form the foundations of the cosmological model and carry the same governing logic across domains.
In that sense, the hardware manuscript is not a standalone engineering artifact. It is a cross-domain demonstration of the same governing logic extending through hardware, cosmology, and biology.
The same fixed Tensor P₂ sequence has been executed on real hardware, including Raspberry Pi Pico and ESP32-S3 platforms, under ordinary room-temperature conditions, achieving 0.00% entropy leakage. That identical logic also produces the epoch alignments, Echo Meridian markers, resonance recoil, and biological coherence anchoring described in the BCK extensions.
This is not a tunable model. Tensor P₂ is strictly invariant. The framework stands or falls exactly as written.
Cross-domain consistency of the same invariant kernel:
Hardware → 0.00% entropy leakage, coherence lock
Simulations ST-1 to ST-12 → locked coherence C ≈ 1.000000, flat entropy
Biology / BCK → coherence rises to ~0.999548, Δ → 0
Cosmology → epoch alignment, Echo Meridian markers, resonance recoil
The monograph is currently being revised for additional clarity for first-time readers. The community edition is already publicly available on Zenodo. Several related manuscripts are in the peer-review arc, with additional planned submissions extending the framework across hardware, cosmology, and biological coherence.
Thoughtful engagement from researchers, physicists, biologists, and cosmologists interested in resonance-based frameworks and closed-system coherence is welcomed.
Publication
Machwaya, D. (2026).
Hardware Demonstration of a Fixed Tensor P2 Kernel: Zero-Entropy Leakage and Stable Coherence Across Dual Microcontroller Platforms.
Frontiers in Physics — Quantum Engineering and Technology
DOI: 10.3389/fphy.2026.1758206
Link: https://www.frontiersin.org/journals/physics/articles/10.3389/fphy.2026.1758206/full
(*Journal Publication is Open access under CC BY license; abstract currently live, full formatted version in final production as of March 2026.)
***Custom License notice ***
Authorship & Origin
Tensor P2 and the broader Quantum Time-Energy Theory (QTET) framework were originally developed by Destiny Machwaya beginning in 2015 and have been continuously refined and tested since.
This repository represents the official open-source release of the Tensor P2 kernel implementation corresponding to the published work.
Purpose
This release is intended to:
- Enable independent replication and validation
- Support benchmarking across quantum simulation environments
- Provide a reference implementation for further research and exploration
Observed results include:
- 0.00% measured entropy leakage
- Stable coherence lock across execution runs
Public Availability Scope
This repository includes:
- The fixed Tensor P2 kernel implementation in Qiskit
- Simulation workflows and execution patterns
- Reproducible experimental baselines
Attribution Requirement
Use of this work in research, publications, or derivative implementations must include proper citation of:
- The associated publication
- The original authorship of Tensor P2 and QTET
Custom License
Copyright (c) 2015-2026 Destiny Machwaya
Lei A While Research Center
All Rights Reserved
- Scope and Ownership
This repository and all associated materials, including but not limited to:
Tensor P2 kernel implementation
Quantum Time-Energy Theory (QTET) framework
Echo Meridian construct
QTL-Sphere structure
Associated documentation and simulation workflows are the exclusive intellectual property of Destiny Machwaya and are protected under active utility patent–pending filings.
No rights are granted except as explicitly stated in this license.
- Permitted Use (Strictly Limited License)
You are granted a non-exclusive, non-transferable, revocable license to:
View and study the source code
Execute the code only within software-based simulation environments
Reproduce results for non-commercial scientific research and academic validation only
- Modification and Internal Benchmarking
Modification of the code is permitted only under the following conditions:
Modifications must be strictly for internal, non-commercial research or benchmarking and modifications must be clearly presented up-front
Modified versions may not be distributed, published, or shared externally
Modified implementations must not be presented as independent systems
All modifications remain derivative of the original work and are fully subject to this license.
- Explicit Restrictions
Without prior written permission from the author, you may NOT:
4.1 Commercial Use
Use any portion of this work for commercial purposes
Use in startups, products, services, or monetized research
4.2 Distribution
Redistribute the repository in whole or in part
Share modified or unmodified versions publicly or privately
4.3 Derivative Deployment
Deploy modified or extended versions in:
production systems
applied technologies
external demonstrations
4.4 Integration
Integrate into:
proprietary systems
open-source projects
hybrid research/commercial pipelines
4.5 Hardware Implementation (STRICT PROHIBITION)
Implementation of this work, in whole or in part, in any hardware system is strictly prohibited.
This includes, but is not limited to:
Physical devices
Embedded systems
FPGA or ASIC implementations
Microcontroller-based systems
Quantum computing hardware
Hybrid software–hardware systems
You may NOT:
Execute the code on hardware
Port the logic to hardware
Benchmark using hardware
Simulate hardware-bound execution environments intended for deployment
No hardware-based execution, replication, testing, or benchmarking is permitted under any circumstances.
Any hardware-related use requires explicit prior written authorization under a separate licensing agreement.
- No Implied Rights
Nothing in this license grants:
Rights to QTET, Tensor P2, Tensor P3, or related frameworks
Rights to underlying theory, architecture, or derived systems
Rights to patent-pending technologies
All such rights are expressly reserved.
- Attribution Requirement
Any permitted academic or research use must include:
Citation of the associated publication
Attribution to:
Destiny Machwaya
Lei A While Research Center
- Patent Notice
This work is covered under active utility patent–pending filings.
Unauthorized use beyond this license may constitute:
Patent infringement
Copyright infringement
Misappropriation of protected intellectual property
- Enforcement and Violations
Unauthorized use includes (but is not limited to):
Commercial exploitation
Redistribution
Derivative system deployment
Hardware implementation of any kind
Misrepresentation of authorship
Violations may result in:
Immediate revocation of license
DMCA takedown actions
Formal legal enforcement
- License Term and Acceptance
This license applies to all versions of this repository from the date of first public release.
Use of this repository constitutes acceptance of these terms.
- No Warranty
This software is provided “as is”, without warranty of any kind.
- Limitation of Liability
The author assumes no liability for any use, misuse, or outcomes derived from this work.
- Contact for Licensing
For commercial, applied, or hardware-related licensing inquiries:
All use is at the sole risk of the user.
The author assumes no responsibility
for outcomes, interpretations, or consequences arising from use of this code.
Enforcability
Indefinite and retroactive to first release.
Supersedes any prior license language with full enforcability.
- Versioning and Updates
This license governs all access to and use of this repository and its contents from the date of first public release.
Continued access to, or use of, this repository or any materials contained herein constitutes acceptance of the current version of this license.
Updated versions of this license apply prospectively to all subsequent access and use.
Users are solely responsible for reviewing the current license terms prior to any access or use.
Any use of this repository or its contents in violation of the current license terms is unauthorized.
If a user does not agree to the current licens...