Update README.md

README.md

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 This first run uses the built-in demo model, so it requires no model API key and incurs no inference cost. Use it to verify the workflow, then configure a provider-backed model for a real evaluation.
 
-## Quantiles on Hugging Face
+## Documentation & Resources
 
-Follow this organization for technical articles on benchmarking, evaluating, and improving AI systems.
+- [Documentation](https://quantiles.io/documentation) — Everything needed to use Quantiles.
+- [Quickstart](https://quantiles.io/documentation/quickstart) — Install Quantiles and run your first evaluation.
+- [GitHub](https://github.com/quantiles-evals/quantiles) — Explore the source code and contribute.
+- [Agent skill](https://github.com/quantiles-evals/skill) — Run and analyze AI evaluations with a coding agent.
 
-[Documentation](https://quantiles.io/documentation) · [Quickstart](https://quantiles.io/documentation/quickstart) · [GitHub](https://github.com/quantiles-evals/quantiles) · [Benchmark Hub](https://quantiles.io/benchmark-hub) · [Agent skill](https://github.com/quantiles-evals/skill)
+### Articles
 
-Quantiles is available under the [Apache License 2.0](https://github.com/quantiles-evals/quantiles/blob/main/LICENSE).
+- [Run and Compare AI Evaluations with a CLI for Developers and Coding Agents](https://huggingface.co/blog/phranzia/quantiles-local-ai-evaluation)
 
-### Our articles on Hugging Face
-
-- [Run and Compare AI Evaluations with a CLI for Developers and Coding Agents](https://huggingface.co/blog/phranzia/quantiles-local-ai-evaluation)
+Quantiles is available under the [Apache License 2.0](https://github.com/quantiles-evals/quantiles/blob/main/LICENSE).