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+# LexData Labs
+
+LexData Labs builds training data for computer vision systems that run in the physical world: energy infrastructure, manufacturing lines, vehicle and property inspection, and oil and gas operations.
+
+This org hosts our open datasets, benchmarks, and tools.
+
+## Lexiqal
+
+**LexData Industrial Quality Assessment Leaderboard** *(coming soon)*
+
+Most vision benchmarks test models on everyday photos. Lexiqal tests them on the conditions that break industrial deployments: glare, night and thermal imagery, weather, occlusion, motion blur, and defects that look a lot like normal variation.
+
+- **Open data.** Built from public Hugging Face datasets in industrial and mechanical domains. Each source dataset keeps its original license and attribution.
+- **Held-out test split.** A private test split backs the leaderboard so scores stay meaningful.
+- **Per-condition results.** Scores are broken down by domain and condition.
+
+Submission instructions and the first domain release will be posted here.
+
+## Links
+
+- Website: [lexdatalabs.com](https://lexdatalabs.com)
+- GitHub: [github.com/LexData-Labs](https://github.com/LexData-Labs)
+
+Have a dataset you think belongs in Lexiqal, or found a labeling error? Open a discussion on the relevant repo.