Update README.md

README.md

@@ -10,122 +10,153 @@ pinned: false
 license: apache-2.0
 ---
 
-# AI Sovereign Sentinel 
-### Cryptographic Lineage, Integrity Attestation & Autonomous Trust Verification for Enterprise AI
-
+---
+title: AI Sovereign Sentinel
+emoji: 🛡️
+colorFrom: purple
+colorTo: black
+sdk: gradio
+sdk_version: 6.0.0
+app_file: app.py
+pinned: false
+license: apache-2.0
 ---
 
-## 🛡 A New Standard of Trust for AI Systems
-AI Sovereign Sentinel is an enterprise-grade integrity engine engineered to prove, verify, and preserve the trustworthiness of AI models with cryptographically-sealed fingerprints, attestations, and chain-of-custody lineage records.
+# AI Sovereign Sentinel – Integrity Engine
 
-It enables organizations to operate AI systems in high-stakes environments where authenticity, provenance, compliance, and tamper-proof validation are mandatory — not optional.
+**Cryptographic Lineage, Integrity Attestation & Autonomous Trust Verification for Enterprise AI.**
 
----
+AI Sovereign Sentinel is a sovereign integrity engine designed to **prove, verify, and preserve the trustworthiness of AI systems** through cryptographic fingerprints, attestations, and verifiable lineage records.
+
+This Space hosts the **Integrity Engine core panel** – an enterprise-grade control surface for generating and validating full-chain security evidence for AI models.
 
-## ✅ Core Capabilities
-### **1. Sovereign Model Fingerprinting**
-Establishes a unique, irreversible identity signature for AI engines.
+---
 
-### **2. Attestation Authority Layer**
-Issues verifiable trust credentials backed by immutable records.
+## 🔍 What this Space does
 
-### **3. Cryptographic Lineage Tracking**
-Captures full model ancestry, inheritance, transformations, and deployment chain.
+Using the UI in this Space, an operator can:
 
-### **4. Autonomous Certificate Validation**
-Performs independent verification of attestations and lineage integrity.
+- Generate a **sovereign fingerprint** for a named model engine 
+- Issue a signed **attestation** from the `DataClear Sovereign Authority` 
+- Mint a cryptographically bound **integrity certificate** 
+- Construct a full **lineage record** (including parent model, data domains, and internal notes) 
+- Run **automatic verification** to confirm that:
+  - the attestation matches the fingerprint 
+  - the certificate chains correctly to the lineage record 
 
-### **5. Compliance-Aligned Evidence Output**
-Generates machine-readable JSON artifacts for:
-- regulatory audits 
-- enterprise risk governance 
-- internal trust frameworks 
+All outputs are returned as JSON and are designed to plug into enterprise security, governance, and audit pipelines.
 
 ---
 
-## 🧩 Enterprise Use Cases
-### **Regulated Industries**
-Finance • Healthcare • National Infrastructure • Insurance • Defence Analytics
+## 🧩 Who is AI Sovereign Sentinel for?
 
-### **Internal AI Governance**
-Model drift monitoring • provenance verification • audit trails
+AI Sovereign Sentinel is built for teams who must be able to **prove** the integrity of their AI systems, not just claim it:
 
-### **Vendor & Third-Party AI Due Diligence**
-Trust verification for outsourced or externally sourced models
+- AI security, risk, and trust & safety teams 
+- Model governance and MLOps organisations 
+- Financial, healthcare, government, and other regulated environments 
+- Any enterprise deploying high-value models that must be **provably trustworthy**
 
-### **Data Sovereignty and PII-Redacted Pipelines**
-Integrity assurance without exposing sensitive payloads
+This Space is intentionally positioned as an **enterprise-class control surface**, not a consumer tool.
 
 ---
 
-## 🔐 Sovereign Authority Signature
-All issued fingerprints, attestations, and certificates are authored and validated under:
+## 🖥️ Using the Integrity Engine UI
 
-**DataClear Sovereign Authority**
+1. **Engine name** 
+   - Provide the canonical name of the model or engine you are securing 
+   - Example: `AI_Sovereign_Sentinel_Core_v1`
 
-with full verification indicators displayed within the interface.
+2. **Parent model (optional)** 
+   - If this engine is derived from a base model (e.g. `meta-llama/Meta-Llama-3-70B`), set it here. 
+   - If the model is fully sovereign, this field may be left empty.
 
----
+3. **Model version** 
+   - Semantic or internal version string, e.g. `1.0`, `1.1.3`, or an internal build tag.
 
-## 🧾 Evidence Formats Produced
-✅ Model Sovereign Fingerprint 
-✅ Attestation (JSON) 
-✅ Integrity Certificate (JSON) 
-✅ Lineage Record (JSON) 
-✅ Certificate + Lineage Verification Status 
+4. **Data / domain tags** 
+   - Comma-separated tags used to describe the deployment surface. 
+   - Example: `finance, healthcare, enterprise, pii-redacted`.
 
-These artifacts are suitable for auditors, CISOs, regulatory compliance teams, and enterprise procurement.
+5. **Internal notes (optional)** 
+   - Short, human-readable description of what this deployment represents. 
+   - These notes are stored inside the lineage record for future audits.
 
----
+6. Click **“Generate Sovereign Integrity Snapshot”** 
+   - The engine will generate:
+     - A **sovereign fingerprint** 
+     - An **attestation JSON** 
+     - An **integrity certificate JSON** 
+     - A **lineage record JSON** 
+     - Automated **verification flags** confirming that attestation and lineage are valid 
 
-## 🏛 Who This Is Built For
-- Chief Information Security Officers (CISO) 
-- AI Governance Directors 
-- Enterprise Risk & Compliance Officers 
-- CTOs overseeing AI integration 
-- Organizations requiring verified AI trust guarantees 
+The lower panel displays **attestation verification** and **certificate + lineage verification** status. 
+A fully consistent chain is reported as:
 
-If a business does **not** require proof of trustworthiness, authenticity, and cryptographic lineage — this system is not for them.
+> ✅ `VALID (attestation + lineage)`
 
 ---
 
-## 🚫 Public Access Notice
-This system operates in **Enterprise Mode**.
-
-Public usage, benchmarking, experimentation, and casual testing are **not enabled**.
+## 📦 Output Artifacts
 
----
+The Integrity Engine produces four primary, machine-readable artifacts:
 
-## ✅ Request Enterprise Access
-Organizations may apply for access if:
+1. **Fingerprint** 
+   - Canonical cryptographic identifier bound to the engine name.
 
-✔ AI governs financial, medical, legal, operational or identity-sensitive workflows 
-✔ Regulatory accountability is required 
-✔ Model provenance and auditability must be provable 
-✔ Zero-trust environments are mandatory 
+2. **Attestation (JSON)** 
+   - Signed statement issued by `DataClear Sovereign Authority` describing what was attested, when, and by whom.
 
-> Access is reviewed selectively and granted only to qualified enterprise entities.
+3. **Integrity Certificate (JSON)** 
+   - Higher-order security object binding fingerprint + attestation into a long-lived integrity proof.
 
-### 🔗 Submit Access Request 
-**Contact via Hugging Face Direct Request Mechanism**
+4. **Lineage Record (JSON)** 
+   - Full cryptographic lineage for the secured engine, including:
+     - lineage ID 
+     - engine name 
+     - parent model (if any) 
+     - model version 
+     - data/domain tags 
+     - optional internal notes 
+     - lineage hash and creation timestamp 
 
-(No email. No sales funnel. No onboarding pipeline.)
+These artifacts are designed to be persisted inside **internal compliance systems, SOC tooling, or governance registries** as durable proof of integrity.
 
 ---
 
-## 📌 Important Note
-Visibility of this space does **not** imply availability.
-Approval is discretionary, capacity-limited, and prioritized based on strategic alignment.
+## 🏛️ Enterprise positioning & deployment model
+
+This Space represents the **“Integrity Engine Control Panel”** for AI Sovereign Sentinel. 
+The underlying approach is designed for:
+
+- **Sovereign deployment** inside a customer’s own infrastructure 
+- **Air-gapped or restricted environments** where external connectivity is tightly controlled 
+- Integration with **internal key management, HSMs, and audit stores**
+
+The public Space is an **evaluation and demonstration surface**. 
+Production deployments, extended feature sets, and private integrations are available under **enterprise licensing**.
 
 ---
 
-## © Sovereign Integrity Framework
-All artifacts, verification layers, and authority signatures are issued under:
+## 🔐 Enterprise access & licensing
+
+AI Sovereign Sentinel is offered as an **enterprise-only product**. 
+There is **no public free tier** and no per-seat SaaS pricing.
+
+Instead, access is granted to organisations that:
 
-### **DataClear Sovereign Authority** 
-Autonomous Trust Infrastructure for Enterprise AI
+- Operate material AI systems in security-sensitive or regulated domains 
+- Require **formal integrity guarantees** for internal or external regulators 
+- Are prepared to integrate Sentinel into their own trust, risk, and governance stack
+
+Pricing, deployment options, and extended capabilities (e.g. internal PKI integration, hardware-backed signing, and private model registries) are discussed on a **case-by-case basis**.
+
+---
 
+## 📩 How to request enterprise access (via Hugging Face)
 
+To request enterprise access to AI Sovereign Sentinel:
 
+1.