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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