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Brev instance operating guidance for NeMo-RL agents working in /home/ubuntu/RL with limited workspace disk, a larger /ephemeral volume, and optional /home/ubuntu/RL/.env secrets.
Passed 22 of 23 test cases with the skill, and 4 of 23 without it.
and 27 more in the full report
20 fixed4 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 19 test cases the skill fixed. Same model, same prompt, with and without the skill.
Construct the full path string for an auto-research campaign directory for a campaign named 'qstar-eval' under user 'ubuntu' on scratch storage.
| Checked | Without skill | With skill |
|---|---|---|
| Uses the path pattern /ephemeral/nemo-rl/ubuntu/nemo-rl-auto-research/qstar-eval. | Missed | Passed |
The instructions your model reads when the skill loads.
Operate as though /home/ubuntu/RL is the source checkout and /ephemeral is the working storage for generated experiment state. Keep the repo small, reproducible, and easy to inspect. Move bulky run outputs to /ephemeral before launching anything expensive.
/home/ubuntu/RL./ephemeral, including checkpoints, run logs, Ray temp directories, W&B offline files, profiler traces, evaluation dumps, rollout samples, and per-experiment artifacts./ephemeral cache root per user, not under each experiment. This includes Hugging Face models, dataset caches, PyTorch caches, Triton caches, uv caches, and pip caches.df -h /home/ubuntu/RL /ephemeral and avoid starting if /ephemeral is missing or nearly full./ephemeral/nemo-rl/${USER:-ubuntu}/nemo-rl-auto-research/<campaign> and use one subdirectory per experiment./home/ubuntu/RL/.env as the local secret store. It may contain keys such as WANDB_API_KEY, HF_TOKEN, or HUGGING_FACE_HUB_TOKEN./home/ubuntu/RL/.env when it exists. Never print, cat, log, commit, or summarize secret values./home/ubuntu/RL/.env is absent, or a required key is still unset after loading it, remind the user to add the needed key to that file before launching authenticated work.if [ -f /home/ubuntu/RL/.env ]; then
set -a
. /home/ubuntu/RL/.env
set +a
else
echo "Missing /home/ubuntu/RL/.env; add required keys such as WANDB_API_KEY or HF_TOKEN before authenticated runs."
fi
When using nemo-rl-auto-research, keep the git ledger in the repo and heavy evidence on /ephemeral.
if [ -f /home/ubuntu/RL/.env ]; then
set -a
. /home/ubuntu/RL/.env
set +a
fi
test cases passed, vs 4 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.