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--- |
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title: README |
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emoji: 🌍 |
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colorFrom: blue |
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sdk: static |
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pinned: false |
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license: apache-2.0 |
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short_description: '> **Bridging the gap between probabilistic AI and determinis' |
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# Resonance |
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> **Bridging the gap between probabilistic AI and deterministic industrial engineering.** |
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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 |
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**Savant Engine** is our flagship stabilization framework. It is a model-agnostic, 5-line geometric wrapper that prevents numerical collapse in embedding-based systems. |
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* **Deterministic Stability:** Eliminates `NaN` and `Inf` errors through Bounded Logarithmic Regularization. |
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* **Geometry Ownership:** Decouples metric reliability from the underlying embedding model. |
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* **Industrial Auditability:** Built-in flight logs for vector health, designed for ISO 26262 and high-compliance environments. |
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## 💎 Design Philosophy |
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1. **Low Friction:** Our tools integrate into existing stacks in minutes, not months. |
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2. **Silent Math:** We solve complex linear algebra problems at the infrastructure level so developers don't have to. |
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3. **Model Agnostic:** We build guardrails that work with any AI model, ensuring long-term architectural flexibility. |
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4. **Audit-First:** Every transformation is traceable, moving AI from "Black Box" to "Glass Box" engineering. |
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## 🚀 Key Verticals |
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Resonance technologies are engineered for: |
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* **Connected Mobility:** Ensuring ADAS and autonomous steering stability. |
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* **Industrial Automation:** Robust anomaly detection for Industry 4.0. |
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* **Edge AIoT:** Ultra-lightweight stabilizers for resource-constrained sensors. |
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## 🤝 Innovation Partnerships |
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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. |
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- **Current TRL:** 4/5 (Validated in lab & relevant environments) |
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- **Contact:** antonypamo@gmail.com |
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*© 2026 Resonance. Invented for Stability. Engineered for Life.* |
