README.md

---
license: other
task_categories:
- image-classification
- image-to-image
tags:
- physics
- reflections
- clear-act-2026
- optics
- cyberpunk
- raw-data
pretty_name: Hitch Hiker - Mirrored Cyberpunk Reflection Physics
size_categories:
- n<1K
---

# 📸 Hitch Hiker: Mirrored Cyberpunk Reflection Physics (Sample)

**Provider:** Brett Williams Studios LLC (Florida)
**Compliance:** 100% CLEAR Act (2026) Compliant
**Commercial License:** $2,000.00 USD (Non-exclusive)

## 🚀 Dataset Overview
The **Hitch Hiker Collection** is a specialized, human-centric dataset designed for training foundation models on **complex reflection physics** and **geometric light-path tracing**. This set contains 470 high-fidelity proprietary images.

### 🤖 Technical Specifications
* **Subject:** Japanese performer in a custom mirrored polygonal suit on the LA riverbed.
* **Hardware:** Nikon D2X shooting 12-bit RAW with f/1.2 L-series optics for maximum light-path accuracy.
* **Environment:** Controlled on-location shoot using dual-source lighting (Natural Golden Hour + Softbox studio fills).
* **Metadata:** Python-indexed sidecar manifests (JSON/CSV) including focal length, aperture, and forensic tagging.

## ⚖️ Legal & CLEAR Act Compliance
This dataset is **not scraped content**. Brett Williams Studios holds 100% Chain of Title ownership.
* **CLEAR Act 2026:** We provide the "Sufficiently Detailed Summary" required for mandatory federal reporting, protecting buyers from $5,000-per-instance fines.
* **Risk Mitigation:** Purchasing this licensed data creates a legal audit trail that satisfies federal transparency requirements.

## 📩 Commercial Inquiry
This repository contains a **Technical Teaser/Sample**. For access to the full 470-image high-bitrate archive (RAW/JPEG) and full Python manifests, contact:

**Email:** bwfotos@me.com  
**Website:** Brett Williams Studios LLC  
**Kaggle Proof:** [Kaggle Usability 10.0 Page](https://www.kaggle.com/datasets/createphotos/robots-mirrored-cyberpunk-reflection-physics)
## Provenance & integrity verification

All assets in this collection are documented in the  
**[BWS Forensic Manifest Repository](https://github.com/BWS-Data-Solutions/BWS-Forensic-Manifests-2026)**.

Each file entry proves:
- **Authorship** — `rights_holder: Brett Williams Studios LLC` / `Ownership_Type: 100% Chain of Title`. Shot directly by Brett Williams. No scraping, no third-party content. Copyright reg. VA 2-196-154.
- **Integrity** — MD5 hash (`File_Hash`) generated at audit. Run `md5sum <filename>` to verify your download is unmodified.
- **Compliance** — `CLEAR Act 2026 Compliant` / `Pre-Vetted Disclosure Ready` status on every record.
- **License** — `Perpetual AI Training (Non-Exclusive)`. No exclusivity constraints on the buyer.

Full master manifest: `BWS_CLEAR_MASTER_MANIFEST_2026.csv`