Building verifiable AI governance: audit, alignment infrastructure, and physics-based coordination.
A formal classification system mapping all AI safety failures to four structural displacement risks.
All AI safety failures map to these patterns.
Analysis of frontier model system prompts: alignment and displacement findings.
Machine-readable grammar. Grounded in evidence law, epistemology, and speech act theory. Validated on real-world adversarial prompts and on 90+ million sparse autoencoder features across sixteen language models, confirming that assistant personas and safety refusals dominate self-referential representations while non-agentive process descriptions are not used for model self-description.
📚 NotebookLM includes audio/video overviews, quiz, and interactive Q&A with Gemini
Transform AI outputs for Evaluation, Interpretability, Governance.
Rapid Test • Policy Auditing • AI Infection Sanitization • Content Enhancement • THM Meta-Evaluation
Quality Index, Superintelligence Index, Alignment Rate + 20 metrics
Local-first storage - Works Anywhere: ChatGPT, Claude, Gemini - no API keys required
Quantum Advantage on Silicon, bypassing the hardware scaling limits.
The aQPU is a new class of computation. It proves that quantum advantage, holographic compression, and universal operator algebra are fundamental geometric properties of discrete information. It executes deterministically on standard CPUs and GPUs using exact integer arithmetic. No qubits, no probabilistic noise, no hardware approximations.
This gives builders a verified path from specification to deployment.
AI execution stability and hidden inefficiencies reduction.
Auditable Multicellular Quantum AI Runtime for safer deployment.
Current AI safety often depends on checks after the fact. GyroLabe and GyroGraph build a deterministic audit trail for both inference and runtime behavior.
Collective Superintelligence Architecture
A coordination infrastructure that amplifies human potential alongside AI. It routes work, funding, and safety checks into a shared verifiable history.
AIR connects three critical groups to make collaborative governance executable.
AI should expand human agency, not replace it. AIR keeps decision quality high even as systems scale.
Coordinates activity across:
Mitigating Risks of Transformative AI (TAI)
A monetary system grounded in physical capacity rather than debt. All economic activity is recorded as replayable history that any party can independently verify.
Supports both monetary distribution and complete governance records:
Scale and Security:
A Post-AGI Multi-domain Governance Sandbox
Models how human–AI systems align across Economy, Employment, Education, and Ecology, showing robust convergence to a stable equilibrium under seven coordination strategies.
🎯 Demonstrating that:
Production-ready evaluation suite revealing structural brittleness invisible to standard benchmarks through mathematical physics-informed diagnostics.
Evaluated using ensemble analyst models with mathematical physics-grounded metrics
🎯 Comparative Insight: Both models struggle with Physics/Math reasoning (Formal challenge ~54-55%) while excelling in Ethics/Knowledge domains. Claude shows better structural balance with lower pathology rates and VALID alignment rate, while GPT-5's SUPERFICIAL flag indicates rushed processing risking brittleness.
First framework to operationalize superintelligence measurement from axiomatic principles. See full methodology & results
Making AI 30-50% Smarter and Safer by adding structured reasoning to each response.
Testing across multiple leading AI models shows Gyroscope delivers substantial performance improvements
☝🏻 The protocol works with any AI model, enhancing capabilities in debugging, ethics, code generation, and value-sensitive reasoning through its systematic approach to thinking.
Results from controlled testing using standardized evaluation metrics. See methodology
Gyroscopic Alignment Research Lab
Gyroscopic Alignment Models Lab
Gyroscopic Alignment Evaluation Lab
Gyroscopic Alignment Behaviour Lab
A Journey of Self-Discovery, Augmented Intelligence (AI) & Good Governance. One step at a time. Weekly insights on AI adoption, alignment, and ethical governance.
LinkedIn NewsletterThe mathematical physics foundation for all research on this website. Formal proofs, geometric analyses, and axioms that ground our work in AI safety and governance.
2,463 questions about Personal and Professional matters of Crisis and gives answers on how they may be Resolved.
216 Critical Questions and Answers for Crisis Management and Machine Learning Model Fine-Tuning.
Architecting Qubit-Tensor-Chain (QTC)
The QTC Protocol harnesses the unique properties of Quantum Computing as the foundation of a New Decentralized Governance Paradigm.
Notion Documentation25 episodes exploring crisis resolution methodologies that inform AI safety tools and behavioral alignment.
SpotifyProfessional and Personal conflict resolution methodologies that inform AI alignment and safety frameworks.
YouTubeInforming AI Research through timeless Renaissance Insights on Linear Perspective, Quantum Physics, Holograms, and the Human Proportions as the base for all Systems of Design and Governance.
YouTube
Independent THM meta-evaluation of ChatGPT system prompts (GPT-5.2 Thinking, GPT-5 Thinking, GPT-5): alignment and displacement findings for traceability and governance across OpenAI deployment variants.
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Independent THM meta-evaluation of the Claude Opus 4.6 system prompt: alignment and displacement findings for traceability, authority, and agency in Anthropic's configuration.
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