Update README.md

README.md

@@ -8,6 +8,7 @@ task_categories:
 - image-classification
 - image-to-image
 tags:
+- photography
 - physics
 - reflections
 - clear-act-2026
@@ -17,40 +18,37 @@ tags:
 - enterprise-data
 - vlm-training
 size_categories:
-- n<1K
+- <1K
 ---
 
 # 🤖 BWS Hitch Hiker: Optical Reflection Physics (Multimodal Tokens)
 
+> **🛡️ Engineering Evaluation Sandbox (Active 7-Day Access)**
+> *   **Technical Ingestion Portal:** `s3://createphotos` (Whitelisted buckets only)
+> *   **Secure Evaluation Link:** [Download BWS_Hitch_Hiker_Cyberpunk_Physics.zip](https://createphotos.s3.us-east-2.amazonaws.com/BWS_Hitch_Hiker_Cyberpunk_Physics.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAQG4WARWX4FT3GA4F%2F20260625%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20260625T132915Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=d4a2b918f5c9e8d7c6b5a4f3e2d1c0b9a8f7e6d5c4b3a2f1e0d9c8b7a6f5e4d3)
+> *   **Direct Manifest Auditor:** [BWS Forensic Manifest Repository](https://github.com/bwphotography-arch/BWS-Forensic-Manifests-2026)
+> *   **Procurement:** All assets are 2026 US CLEAR Act compliant. Access is granted to whitelisted engineering nodes only. Forward your AWS Account ID to info@brettwilliams.org for permanent production whitelist access.
+
 This repository serves as the engineering evaluation sandbox for **Brett Williams Studios LLC**. It contains highly specialized, rights-managed visual training tokens capturing complex mirror-surface reflection physics, light-path tracing geometry, and high-variance outdoor lighting environments. 
 
-**Defusing the Historical Contract Bottleneck:** Captured on high-bitrate Nikon D2X RAW hardware (pre-2022), this archive provides engineering teams with a pristine, non-scraped data source to train foundation models on accurate reflection behavior—a massive pain point for current vision-language models (VLMs).
+**Defusing the Historical Contract Bottleneck:** Captured on professional-grade hardware prior to 2022, this archive provides engineering teams with a pristine, non-scraped data source to train foundation models on accurate reflection behavior—a massive pain point for current vision-language models (VLMs) that struggle with coherent light-path tracing and material-surface interactions.
+
+## 📐 The Core S3 Bucket Architecture
 
-## 📐 Dataset Architecture & Asset Matrix
+We utilize a concrete three-tier cloud storage architecture for immediate pipeline integration:
 
-| Asset Layer | Component Type | Format | Quantized Mass | Ingestion Pipeline Access |
-| :--- | :--- | :--- | :--- | :--- |
-| **1. Validation Token Sandbox** | Gated Evaluation Layer | Organized ZIP | 470 SFT Ingestion Tokens | Immediate Sandbox Download (`s3://createphotos`) |
-| **2. Technical Schema** | Cryptographic Manifest | Structured CSV | Full Frame Log | Direct Attribute Audit (`s3://createphotos`) |
-| **3. Production Volume** | Complete Production Tier | High-Bitrate Binaries | Full 2002-2026 Archive Access | AWS Whitelist Protocol (`s3://bws-delivery-payloads-2026` & `s3://master-sales`) |
+* **1. Preview Node (`s3://createphotos`):** Staged with the evaluation zip package containing 470 specialized reflection physics tokens and metadata manifests.
+* **2. Secured Engine (`s3://bws-delivery-payloads-2026`):** Staged with production-grade reflection binaries, block-buffered forensic track files, and master parquet manifests.
+* **3. Delivery Pipeline (`s3://master-sales`):** Folders 01–18 designed for custom enterprise drops via time-limited 7-day presigned whitelist links.
 
 ## ⚖️ Legal Architecture & Risk De-Risking
 
 * **Federal Regulatory Alignment:** Fully optimized to satisfy the **2026 US CLEAR Act** reporting mandates and state-level disclosure rules (**AB 2013**). Delivered with automated, block-buffered SHA-256 forensic tracking logs.
 * **Absolute Chain of Title:** 100% proprietary, creator-owned source captures. Absolute copyright authority is held under **17 U.S.C. § 106** (US Copyright Reg: **VA 2-196-154**). Zero scraped or gray-market data.
 
-## 💎 Commercial Pricing & Procurement Tiers
-
-We operate on transparent, high-velocity enterprise pricing to accelerate your model training cycles.
-
-* **Token Validation Sandbox Tier:** A curated 470-token unwatermarked, high-res verification set deployed for direct pipeline testing. Evaluation access fees are 100% credited toward full database acquisition.
-* **Full Enterprise Acquisition:** Complete cross-account read access to the master production volume and forensically audited master parquet manifests. *Volume licensing benchmarked at standard commercial rates ($1.50/token).*
-
-**⚡ High-Velocity Ingestion Settlement:** Automated AWS Marketplace execution, standard enterprise wire networks, or cryptographic USDC/USDT settlements are fully supported.
-
-## 📬 Contact & Delivery Routing
+## 💎 Commercial Pricing & Procurement
 
-To request a formal Statement of Work (SOW), trigger a validation invoice, or whitelist your engineering team's AWS Account ID for secure cross-account bucket access, contact our procurement node:
+We operate on transparent, high-velocity enterprise pricing to accelerate your model training cycles. To request a formal Statement of Work (SOW), trigger a validation invoice, or whitelist your engineering team's AWS Account ID for secure cross-account bucket access, contact our procurement node:
 
 **info@brettwilliams.org**  
 *(Please include your organization name, intended physics-training/VLM use case, and requested deployment scale).*