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title: README
emoji: 🌍
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colorTo: red
sdk: static
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license: apache-2.0
short_description: '> **Bridging the gap between probabilistic AI and determinis'
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# Resonance 
> **Bridging the gap between probabilistic AI and deterministic industrial engineering.**
Resonance is a research and engineering lab dedicated to building the **safety infrastructure** for the next generation of AIoT. We specialize in "Silent Math" solutions—lightweight, high-impact numerical layers that ensure AI systems are stable, auditable, and production-ready for mission-critical environments.

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## 🛠 Featured Innovation: Savant Engine

**Savant Engine** is our flagship stabilization framework. It is a model-agnostic, 5-line geometric wrapper that prevents numerical collapse in embedding-based systems.

* **Deterministic Stability:** Eliminates `NaN` and `Inf` errors through Bounded Logarithmic Regularization.
* **Geometry Ownership:** Decouples metric reliability from the underlying embedding model.
* **Industrial Auditability:** Built-in flight logs for vector health, designed for ISO 26262 and high-compliance environments.



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## 💎 Design Philosophy

1.  **Low Friction:** Our tools integrate into existing stacks in minutes, not months.
2.  **Silent Math:** We solve complex linear algebra problems at the infrastructure level so developers don't have to.
3.  **Model Agnostic:** We build guardrails that work with any AI model, ensuring long-term architectural flexibility.
4.  **Audit-First:** Every transformation is traceable, moving AI from "Black Box" to "Glass Box" engineering.

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## 🚀 Key Verticals

Resonance technologies are engineered for:
* **Connected Mobility:** Ensuring ADAS and autonomous steering stability.
* **Industrial Automation:** Robust anomaly detection for Industry 4.0.
* **Edge AIoT:** Ultra-lightweight stabilizers for resource-constrained sensors.

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## 🤝 Innovation Partnerships

We collaborate with global leaders to harden their AI infrastructure. If you are integrating AI into safety-critical systems and require **deterministic reliability**, let’s connect.

- **Current TRL:** 4/5 (Validated in lab & relevant environments)
- **Contact:** antonypamo@gmail.com
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*© 2026 Resonance. Invented for Stability. Engineered for Life.*