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README.md

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+# IA_AUT_ECO: The Fabless Architecture for Augmented Autonomy
+
+**"Let's be Useful."**
+
+IA_AUT_ECO is a French Deep Tech company dedicated to redefining assistive technology. We operate on a **Fabless model**: we design the sovereign architecture, the secure software, and the hardware standards, while certifying partners for manufacturing.
+
+Our mission is to build the **Winterhold Ecosystem**: a secure, open-source, and ethical foundation for the autonomy of disabled and invalid persons. We provide the "Brain" and the "Nervous System" for the next generation of assistive robotics.
+
 ---
 
---- 
-**IA_AUT_ECO: The Augmented Autonomy Architecture (Open Source Deep Tech)**
+## The Winterhold Framework: Sovereignty & Security
+
+Winterhold is not just software; it is a comprehensive architecture designed for **Zero Trust (ZTA)** environments, **NIS2** compliance, and **Post-Quantum Cryptography (PQC)** readiness.
+
+### 1. Hearthfire (The Hardened OS)
+The foundation of our security. A minimalist, hardened **FreeBSD Fork** compatible with **OCI (Open Container Initiative)** standards.
+* **Role:** Provides a secure, deterministic environment for embedded AI and real-time control.
+* **Security:** Implements kernel-level PQC encryption and strict process isolation.
+
+### 2. MASAQ & Skald (The AI Core)
+* **MASAQ:** The secure orchestration engine that manages Deep Learning models on Edge devices (NVIDIA Jetson).
+* **Skald:** The Cognitive Agent. It uses Small Language Models (SLMs) and Graph Neural Networks (GNNs) to transform complex data into simple, actionable intentions.
+
+### 3. Ysgrammor (The Ethical Audit)
+A real-time observability system based on OpenTelemetry. It records the "Proof of Intent" for every AI decision, ensuring full auditability for medical and legal compliance.
+
+### 4. Delphine (The Sovereign Data Core)
+An on-premise, ethical CRM and polyglot database designed to manage critical social and medical data without relying on public clouds.
+
+---
+
+## The Robotic Agents: Dawnstar & Esbern
+
+We provide the certified designs and software stacks for two complementary hardware agents.
 
-**IA_AUT_ECO** is a Deep Tech startup based near Paris, France, dedicated to redefining the use of Artificial Intelligence and Robotics. Our mission is to build robust, open-source solutions for the daily lives and autonomy of disabled and invalid persons.
+### DAWNSTAR: The Safe Mobility Agent
+A set of **ROS 2** packages and hardware standards for robotic wheelchairs.
+* **Focus:** Critical safety, slope calculation, speed limiting, and semantic navigation.
+* **Tech:** Uses PyTorch for vision and scikit-learn for anomaly detection.
 
-We are building systems that guarantee digital sovereignty, social inclusion, and uncompromising security.
+### ESBERN: The Robotic Companion
 
-**Our Commitment: Open Source for All**
-We are firm believers that the most critical assistance technologies (AI, Robotics) must be auditable and enduring. Our architecture is designed on an ethical Open Core model: the technical foundations will eventually be made public to guarantee full trust and accountability.
 
-**The Core is Under Development**: Our **open-source systems** are currently in the initial design and hardening phase. We plan to open up the foundational repositories for community auditing and contributions at a later date.
-Uncompromising Security: A Sovereign Digital Shield
-Trust is our currency. Our **cybersecurity solutions are integrated by design**, exceeding regulatory requirements.
+[Image of robotic arm on wheelchair]
+
+A mobile manipulator agent (robotic arm) that works in synergy with Dawnstar.
+* **Focus:** Fine manipulation (grasping, door opening) and environment interaction.
+* **Hardware:** Powered by NVIDIA Jetson for heavy edge computing.
+
+---
+
+## Companion Software Suite: Holistic Cognitive Assurance
+
+Beyond simple navigation, the Esbern/Dawnstar system runs a suite of "Holistic Modules" designed to act as a cognitive prosthesis for conditions like Alzheimer's, Autism, or heavy disability.
+
+* **MNEMOSYNE (Memory):** A local RAG system that records and indexes daily life to answer queries like "Where did I put my glasses?" or "Who visited yesterday?".
+* **VESTA (Routine):** Proactive ADL (Activities of Daily Living) monitoring. Detects degradation in habits (hydration, sleep) and alerts before a crisis occurs.
+* **KAIROS (Reality):** Manages confusion and "sundowning" phases using validation therapy techniques and environmental adaptation (lighting/music).
+* **HERMES (Social):** A real-time social decoder for aphasia and autism, whispering context about interlocutors and predicting sentence completion.
+* **HYGIE (Pharma):** High-precision visual identification of medication intake and passive biometric monitoring to ensure compliance and safety.
+
+---
+
+## Dragonborn: Universal Access (Mobile Demo)
+
+**Dragonborn** is our mass-market demonstration of the Skald Cognitive Agent.
+* **Platform:** Android (Kotlin) / iOS.
+* **Tech:** Runs optimized **TFLite** models via a **Go** backend.
+* **Function:** Translates the visual world into simple semantic instructions and audio, proving that powerful AI can be accessible on standard smartphones without the full Winterhold stack.
+
+---
 
-**The Winterhold Foundational Architecture**
-**The Winterhold ecosystem** is our comprehensive offering, built upon several critical components, all currently under active development:
+## The Fabless Business Model
 
-* **Hearthfire** : The Hardened Security OS. A core operating system (forked from *FreeBSD*) for local deployment and robotics, emphasizing Security by Design, Zéro Trust (ZTA), and PQC Readiness.
-* **MASAQ** : The AI Orchestrator. Manages the secure and auditable execution of Deep Learning models. Focuses on SLM optimization and Knowledge Graph management.
-* **Ysgrammor** : The Ethical Audit System. Provides complete observability (OpenTelemetry) for all system actions and AI decisions, delivering Proof of Intent and ensuring NIS2 compliance.
-* **Skald : The Cognitive Agent** : User-facing AI for simplification and cognitive augmentation (GNN, Semantic Synthesis).
-* **DAWNSTAR** : The Safe Mobility Agent. A ROS 2 module for the robotic wheelchair base, ensuring **NIS2/ISO/SBOM compliant** control and navigation.
-* **ESBERN** : The Augmented Robotic Agent (Companion). The robotic assistant that handles fine manipulation and interaction, working in synergy with DAWNSTAR on the NVIDIA Jetson platform.
-* **DRAGONBORN** : is the demonstration application for the **SKALD Cognitive Agent*, designed to showcase the transformative power of Deep Learning in providing real-time sensory and cognitive assistance.
-Deployed across mobile platforms using TensorFlow Lite (TFLite), **DRAGONBORN* transcends simple object recognition. It translates the complexity of the visual world into simple, actionable semantic instructions and synthesized audio.
+IA_AUT_ECO focuses on high-value engineering and certification.
 
-This application is our "proof of concept" to the world: a powerful, accessible, and ethical use of AI that requires minimal technical overhead.
+1.  **Open Design:** We release 3D blueprints (STEP/CAD), electrical schematics, and core software components to the community.
+2.  **Winterhold Certification:** We license the **Winterhold** brand and commercial software support to manufacturing partners who pass our rigorous **DAWNSTAR-QC** testing suite and adhere to our component standards (NVIDIA Jetson, specific IMUs, ISO-compliant materials).
 
-**Guaranteed Compliance and Auditability**
-Our projects integrate European and international standards from the very beginning: the AI Act, NIS2 Directive, and SBOM (Software Bill of Materials) are central to our engineering.
+## Status
 
-**The Deep Tech Vision: AI and Robotics for Daily Life**
-Our approach goes beyond simple interfaces:
+**Current Phase:** Internal Engineering & Architecture Hardening.
+* Validating Hearthfire kernel modifications.
+* Training Skald/Mnemosyne models on NVIDIA Jetson.
+* Developing the Dragonborn mobile prototype.
 
-Cognitive Augmentation: **Skald** utilizes Deep Tech to transform complex information into personalized semantic synthesis, making critical information instantly accessible.
-Robotic Autonomy: The **DAWNSTAR** and **ESBERN** system creates a cohesive, sovereign platform, guaranteeing the physical and digital security of users relying on advanced robotic assistance.
-Status and Next Steps
-This repository is currently utilized for internal engineering and initial development of the Winterhold architecture.
+## Contact & Licensing
 
-We will release the core code (including Hearthfire, MASAQ, Ysgrammor, DAWNSTAR, and ESBERN) as they reach an auditable maturity level.
-Stay Updated: Follow this repository for official announcements regarding the opening of our projects to community audit.
+For partnerships, Fabless certification inquiries, or institutional licensing of the Winterhold framework (Municipalities, NGOs), please contact the IA_AUT_ECO team.
 
+**Secure. Sovereign. Useful.**
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