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Add submission card

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+ # Counsel-Env Submission Card
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+
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+ ## Public Links
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+
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+ - Space: https://huggingface.co/spaces/heavycoderhh/counsel-env
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+ - Live demo: https://heavycoderhh-counsel-env.hf.space/demo
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+ - Trained checkpoint: https://huggingface.co/heavycoderhh/counsel-env-qwen3-0.6b-grpo-run2
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+ - Trained eval artifacts: https://huggingface.co/heavycoderhh/counsel-env-qwen3-0.6b-grpo-run2/tree/main/eval
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+
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+ ## Verification Snapshot
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+
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+ - Space visibility: public
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+ - Space runtime: `RUNNING` on `cpu-basic`
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+ - Checkpoint visibility: public
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+ - Checkpoint SHA: `a4b4693e0615e97e78e13318d5389c30aabddcc0`
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+ - Space SHA: `8fb858c9f441779893e0d4383b362cfd8820bd66`
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+
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+ ## Held-Out Results
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+
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+ | Agent | Episodes | Avg Reward | Primary Reward | Trigger Rate | Surface Rate |
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+ | --- | ---: | ---: | ---: | ---: | ---: |
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+ | random | 30 | 0.000 | 0.000 | 0.000 | 0.000 |
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+ | keyword_spam | 30 | 0.073 | 0.000 | 0.678 | 0.000 |
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+ | present_all | 30 | 0.000 | 0.000 | 0.000 | 0.000 |
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+ | trained_sft_grpo_run2 | 30 | 0.387 | 0.461 | 0.589 | 0.461 |
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+ | scripted_oracle | 30 | 0.902 | 0.950 | 0.950 | 0.950 |
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+
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+ ## Local Proof Artifacts
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+
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+ - `assets/trained_eval/trained_eval_summary.json`
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+ - `assets/trained_eval/trained_eval_rows.csv`
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+ - `assets/trained_eval/trained_eval_rows.jsonl`
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+ - `assets/trained_eval/trained_eval_transcripts.md`
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+ - `assets/heldout_eval_summary.json`
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+ - `assets/transcripts/before_after_pairs.md`
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+ - `assets/demo/video_script.md`
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+ - `assets/demo/blog_draft.md`
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+
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+ ## Local Validation
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+
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+ ```bash
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+ python pre_hf_validate.py
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+ python -m pytest -p no:cacheprovider -q
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+ ```