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Good-faith access - Read first
This repository is published in good faith as a courtesy to the scientific and mathematical community, to support independent verification, reproduction, and constructive peer review. Reciprocal good faith is expected: preserve attribution and provenance, represent the work accurately, respect the stated licence and claim boundaries, and report substantive findings where practical.
Public release of future reference implementations remains discretionary. If this access is materially abused through systematic unattributed reuse, misrepresentation, or circumvention of the stated terms, future implementations may remain private and be made available only on request to qualified reviewers, assessors, and research collaborators.
ZPA-LM Reference
A paper-conformant reference implementation of the static divisor/Fisher token mixer described in ZPA-LM: Parameter-Free Attention via the Divisor Kernel.
ORBIT
Public benchmark material for ORBIT. The current report covers full-vocabulary and reduced-vocabulary WikiText-2 results, character-level results, matched parameter-budget comparisons, and single-core CPU performance.
resources
- Documents and educational materials
Firmastate-IDE
Available at www.firmastate-ide.app
Pre commercial implementation of our governed state machine IDE, open for public engagement and feedback.
Repository policy
Each public project is kept in its own self-contained directory with its own package metadata, tests, evidence, citation record, claim boundaries, and rights notice.
Repository history, release artefacts, citation records, and per-project rights notices establish publication provenance and define the applicable reuse terms.
Evidence Policy
Published evidence is classified explicitly. Algebraic results, local execution, hosted CI, and open empirical questions are not treated as interchangeable forms of support.
Copyright © 2026 Torafirma Systems. Rights and reuse terms are stated inside each project directory.
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README
Projects
Good-faith access - Read first
This repository is published in good faith as a courtesy to the scientific and mathematical community, to support independent verification, reproduction, and constructive peer review. Reciprocal good faith is expected: preserve attribution and provenance, represent the work accurately, respect the stated licence and claim boundaries, and report substantive findings where practical.
Public release of future reference implementations remains discretionary. If this access is materially abused through systematic unattributed reuse, misrepresentation, or circumvention of the stated terms, future implementations may remain private and be made available only on request to qualified reviewers, assessors, and research collaborators.
ZPA-LM Reference
A paper-conformant reference implementation of the static divisor/Fisher token mixer described in ZPA-LM: Parameter-Free Attention via the Divisor Kernel.
ORBIT
Public benchmark material for ORBIT. The current report covers full-vocabulary and reduced-vocabulary WikiText-2 results, character-level results, matched parameter-budget comparisons, and single-core CPU performance.
resources
- Documents and educational materials
Firmastate-IDE
Available at www.firmastate-ide.app
Pre commercial implementation of our governed state machine IDE, open for public engagement and feedback.
Repository policy
Each public project is kept in its own self-contained directory with its own package metadata, tests, evidence, citation record, claim boundaries, and rights notice.
Repository history, release artefacts, citation records, and per-project rights notices establish publication provenance and define the applicable reuse terms.
Evidence Policy
Published evidence is classified explicitly. Algebraic results, local execution, hosted CI, and open empirical questions are not treated as interchangeable forms of support.
Copyright © 2026 Torafirma Systems. Rights and reuse terms are stated inside each project directory.
See what people are saying
Similar repos
Contributors
27 commits
Languages
Python
100.0%