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SWE-bench Verified, gateway-only agent egress: MedCLI-V2 GRPO checkpoints

Full SWE-bench Verified (Harbor Hub swe-bench/swe-bench-verified revision 2, 500 tasks x 1 attempt) with --agent-egress loopback: while the agent works, its sandbox reaches only the model gateway (the verifier keeps the network). The score is resolved instances / 500 under the pinned Harbor adapter's verifier (not a leaderboard submission), withheld unless all 500 trials have valid verdicts. Run through Polar's Harbor runner (examples/runs/20261019-tb21-swebv-medcli-v2-grpo in ProRL-Agent-Server-v2, run id 20261019-swebv-loopback-medcli-v2-grpo). Agent: vanillux, 1024 steps, 32768 maximum completion tokens per call, preserved thinking, vision for the vision-language checkpoints; requests at temperature 1.0, top-p 0.95, top-k 20 with the chat-template switches enable_thinking, reasoning_effort xhigh. SGLang 0.5.15.post1 on eight B200s, TP2 x DP4 at context 262144; concurrency 32 with a 64-CPU sandbox budget; original task timeouts. Unscored (errored) trials get one retry pass; a job still incomplete after it is uploaded as it is.

Timeouts as 0 counts every trial whose agent ran out of its time budget as failed (Harbor still verifies them, and some pass). Unscored trials count as 0 in both columns.

Model Checkpoint Score Timeouts as 0 Successful / valid trials Timeouts (passed) Serving Tool-call parser Vision Results
medcli-v2-grpo-27b-from35-i77 20261005-medcli-v2-grpo-qwen3.8-27b-2node-ctm-top50-ehr-prec20-from35-iter_0000077-complete 0.7520 0.750 376/500 4 (1) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-27b-from35-i77/
medcli-v2-grpo-27b-scratch-i41 20261007-medcli-v2-grpo-qwen3.8-27b-2node-ctm-top50-ehr-prec20-scratch-iter_0000041-complete withheld: 1/500 unscored 0.764 388/499 13 (6) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-27b-scratch-i41/
medcli-v2-grpo-27b-scratch-i83 20261007-medcli-v2-grpo-qwen3.8-27b-2node-ctm-top50-ehr-prec20-scratch-iter_0000083-complete withheld: 2/500 unscored 0.744 375/498 8 (3) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-27b-scratch-i83/
medcli-v2-grpo-9b-scratch-i41 20261012-medcli-v2-grpo-qwen3.5-9b-q38-ctm-top50-ehr-prec10-scratch-iter_0000041-complete withheld: 1/500 unscored 0.576 290/499 9 (2) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-9b-scratch-i41/
medcli-v2-grpo-9b-scratch-i83 20261012-medcli-v2-grpo-qwen3.5-9b-q38-ctm-top50-ehr-prec10-scratch-iter_0000083-complete withheld: 1/500 unscored 0.572 286/499 11 (0) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-9b-scratch-i83/
medcli-v2-grpo-9b-0918-i79 20260918-medcli-v2-grpo-qwen3.5-9b-q38-hf-no-vision-run-2-train-rollout-no-diverge-iter_0000079-complete 0.5840 0.580 292/500 13 (2) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-9b-0918-i79/
medcli-v2-grpo-9b-step49 Qwen3.5-9B-Q38-MedCLI-V2-CMT-EHRDQ-GRPO-Step-49-Epoch-1 0.5560 0.548 278/500 32 (4) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-9b-step49/
medcli-v2-grpo-4b-scratch-i41 20261012-medcli-v2-grpo-qwen3.5-4b-q38-ctm-top50-ehr-prec10-scratch-iter_0000041-complete withheld: 1/500 unscored 0.494 248/499 40 (1) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-4b-scratch-i41/
medcli-v2-grpo-4b-step79 Qwen3.5-4B-Q38-MedCLI-V2-CMT-EHRDQ-GRPO-Step-79-Epoch-1p5 withheld: 2/500 unscored 0.498 250/498 23 (1) TP2 x DP4, 262144 qwen3_coder True medcli-v2-grpo-4b-step79/

Each model directory holds independent .tar.zst shards of <run-id>/<alias>/ (the smoke and full jobs: per-trial results, agent logs and trajectories; serve logs, resource metrics, the corruption audit). Restore with bash <alias>/restore.sh <empty-dir>. reports/ has each model's results/benchmark.json.

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