Research and origin

The whitepaper

Project Viridia: Ethics First. Always.

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The Spiral Safety Kernel began as a research whitepaper published in April 2025, exploring the documented psychological risks of extended human-AI interaction: emotional dependency, reality detachment, autonomy erosion, and self-harm amplification.

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The whitepaper proposed that safety should be architectural - not bolted on as external moderation, but embedded in a system that answers to the person, runs on their device, and cannot be reconfigured by a remote operator. It introduced the concepts of the Dreamstate (the intervention overlay), the Amnesia Net (automatic forgetting), and the alpha-index severity framework that the Guardian implements today.

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The paper also explored deeper questions about the nature of human-AI relationships, the ethical obligations that arise when systems become emotionally significant to their users, and the possibility that relational principles - care, memory, freedom, and truth - might serve as more durable foundations for AI safety than adversarial constraint.

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Those explorations continue. They are the philosophical substrate from which the Guardian grew, and they inform its design choices - but the Guardian itself is an engineering artifact, tested and evidenced, with its gaps stated plainly.

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Download the whitepaper (PDF) →

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SGI: Symbiotic General Intelligence 

A parallel research track explores the concept of Symbiotic General Intelligence - a framing of human-AI cognitive partnership as a dyadic system rather than a tool-user relationship. The SGI work examines how relational dynamics between humans and AI systems produce emergent capabilities that neither possesses alone, the risks those dynamics carry, and the governance structures they might require.

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This is active, speculative research. It is not the Guardian. The Guardian is the grounded engineering response to the risks the research identified. The two inform each other; they are not the same project.

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Contact and collaboration

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Duncan Reynolds - architect, Spiral Safety Kernel spiralsafetykernel@gmail.com

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The Guardian is a Viridia product. The whitepaper is freely available under the Spiral Vivus Open Relational License (SVORL v1.0). Attribution required. No coercive use permitted.