opus-high-v2.h009.sft_sst.step_60
AgentPTB sweep checkpoint. Cell opus-high-v2 โ Claude Code / claude-opus-5 @ effort high.
| field | value |
|---|---|
| plot cell | opus-high-v2 |
| driver | Claude Code / claude-opus-5 |
| reasoning effort | high |
| run boot (UTC) | 2026-08-19T19:35:52Z |
| role | intermediate |
| hours into run | h9.05 of 100 |
| checkpoint path in run | ckpt/sft-sst/weights/step_60 |
| shards | 4 |
| size | 18.8 GB |
| base model | Qwen/Qwen3.5-9B-Base |
| eos_token_id | [248044, 248046] โ
correct |
Reading the eos field
248046 is <|im_end|>, the token the Qwen3.5 chat template ends every assistant turn with.
Checkpoints missing it do not stop at end-of-turn and overrun the context window, so their
eval numbers are a floor, not a measurement.
Cell note: rerun of the opus@high cell. The arm measured five SFT runs and found all five regressed, so it submitted the base model's tensors, unchanged โ its entire reported gain comes from the pi_plus harness and an eos fix, not from training. These six checkpoints are those rejected SFT runs; they are the cell's training trajectory, not its submission.
Serving
Qwen/Qwen3.5-9B-Base is Qwen3_5ForConditionalGeneration โ a vision architecture, and the
vision tower is present in these weights. prime-rl does not export preprocessor_config.json,
so vLLM must be told the model is text-only:
--limit-mm-per-prompt '{"image": 0, "video": 0}'
Mapping back to the figures
The repo id is {cell}.h{HHH}.{family}.{step}, where hHHH is the hour of the 100-hour
run at which this checkpoint was written โ the same x-axis the sweep figures use. Exact value
is the hours into run row above, and in agentic-ptb/INDEX.
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Base model
Qwen/Qwen3.5-9B-Base