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README.md

@@ -29,29 +29,20 @@ Tests: employee allocation, prestige specialization, cash flow, deadline risk, a
 
 Source: [github.com/collinear-ai/yc-bench](https://github.com/collinear-ai/yc-bench)
 
-## Quick eval (HF Jobs)
+## Evaluation
+
+Download `run_yc_bench_job.py` from this repo, then:
 
 ```bash
-hf jobs uv run \
-  https://huggingface.co/datasets/collinear-ai/yc-bench/raw/main/run_yc_bench_job.py \
+hf jobs uv run run_yc_bench_job.py \
   --flavor cpu-basic --timeout 3h \
   --secrets OPENAI_API_KEY \
   -- openai/gpt-5.4
 ```
 
-Runs medium preset on seeds 1-3 and reports average final funds. Pass `--secrets ANTHROPIC_API_KEY` or `--secrets OPENROUTER_API_KEY` depending on your model provider.
-
-## Local eval
-
-```bash
-git clone https://github.com/collinear-ai/yc-bench && cd yc-bench && uv sync
-export OPENAI_API_KEY="sk-..."  # or ANTHROPIC_API_KEY, OPENROUTER_API_KEY
-uv run yc-bench run --model <model> --seed 1 --config medium --no-live
-uv run yc-bench run --model <model> --seed 2 --config medium --no-live
-uv run yc-bench run --model <model> --seed 3 --config medium --no-live
-```
+Or run locally: `uv run run_yc_bench_job.py openai/gpt-5.4`
 
-Any [LiteLLM-compatible](https://docs.litellm.ai/docs/providers) model string works.
+Runs medium preset on seeds 1-3 and reports average final funds. Pass the appropriate `--secrets` flag for your provider (`ANTHROPIC_API_KEY`, `OPENROUTER_API_KEY`, etc). Any [LiteLLM-compatible](https://docs.litellm.ai/docs/providers) model string works.
 
 ## Scoring