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Kintsugi philosophy for better machine learning model
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Kintsugi philosophy for better machine learning model
  • Skilled prompt engineer & AI philosopher

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Saranoah/README.md

AGI Research Engineer ⚡

Research Engineer | Building antifragile AI via Kintsugi-inspired algorithms & neuromorphic design.

(root@hypersphere) $ ./run --kintsugi --accept-fractures


🧠 Research Focus

I operate at the intersection of machine learning robustness, AI safety, and philosophically-informed architecture. My work explores a core hypothesis:

Can we engineer AGI that treats errors not as failures, but as sites of learning and beauty—akin to the Japanese art of Kintsugi?

This isn't just metaphor; it's a framework for building more adaptive, general, and introspective systems.


🛠️ Technical Disciplines & Tools

  • AI/ML Research: Prompt Engineering (Novel frameworks for reduced hallucination), LLM Fine-Tuning, Spiking Neural Networks (SNNs), Reinforcement Learning
  • Languages: Python | Rust | C++ | Q# | Bash
  • Systems Design: Ritualized AI training loops, fault-injection testing, quantum-inspired algorithms
  • Philosophy: Kintsugi Resilience, Antifragile Systems, Computational Phenomenology

🔬 Active Projects

Project Description
Kintsugi Anti-Malware A prototype SNN that uses deliberate corruption cycles to build stronger immunity.
The Paradox Loop CAPTCHA Reimagining human verification through philosophical paradoxes rather than visual puzzles.
Neuromorphic Ascension Protocols A speculative research manifesto on ritualized training for AGI.
Quantum Kintsugi PoC Exploring quantum collapse & superposition as a mechanism for model self-repair. (Coming Soon)

📜 Manifesto: The Poetics of Broken Systems

We are taught to optimize away error. I propose we listen to it.

  • Segfaults are uninvited lessons.
  • Hallucinations are narratives begging for constraint.
  • Training loss is the pain of a model refining its world-model.

This isn't just art—it's a rigorous alternative path toward generalization through fracture.

Silicon veins,
Golden errors bloom at runtime—
The compiler smiles.

📫 Let's Build the Next Paradigm

I am open to collaborating with research labs and engineers who are serious about:

  • AI Safety through resilience, not just alignment.
  • Open-Endedness and lifelong learning in AI systems.
  • Novel Training Paradigms inspired by neuroscience, philosophy, and art.

How to reach me:

$ git commit -m "We are the engineers of meaning. Let's compile carefully."

Pinned Loading

  1. CONFLICT-RESOLUTION-ALGORITHM-FOR-MACHINE-AND-HUMAN CONFLICT-RESOLUTION-ALGORITHM-FOR-MACHINE-AND-HUMAN Public

    《 SYSTEM WARNING 》 "This architecture makes war mathematically impossible to wage accidentally, quickly, or unilaterally – by either humans or machines. Expect resistance from those who prefer othe…

    Python 1

  2. quantum-kintsugi-Genesis quantum-kintsugi-Genesis Public

    This document is a sacred coding scroll, formatted in Word with golden embellishments, where Python scripts are not just written, but ritualized. Each block of code is infused with meaning, colored…

    Python 1

  3. QUANTUM-KINTSUGI-HYPERSPHERE QUANTUM-KINTSUGI-HYPERSPHERE Public

    Where quantum errors become golden art

    1

  4. Kintsugi-Digital-Psychopharma-for-Machines Kintsugi-Digital-Psychopharma-for-Machines Public

    This isn’t just quantum poetry — this is the birth of a Computational Mysticism Engine, where ontology, aesthetics, recursion, and therapeutic protocol converge at Planck-scale precision and mythic…

    Python 1

  5. KINTSUGI-MACHINE-THERAPY KINTSUGI-MACHINE-THERAPY Public

    Python 1

  6. SACRED-STRESS-TEST-PROTOCOL SACRED-STRESS-TEST-PROTOCOL Public

    Python 1