File size: 2,330 Bytes
92fbe3f a644b12 92fbe3f a644b12 92fbe3f a644b12 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 |
---
title: README
emoji: 🌍
colorFrom: blue
colorTo: red
sdk: static
pinned: false
license: apache-2.0
short_description: '> **Bridging the gap between probabilistic AI and determinis'
---
# 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.
---
## 🛠 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.
---
## 💎 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.
---
## 🚀 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.
---
## 🤝 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
-
---
*© 2026 Resonance. Invented for Stability. Engineered for Life.* |