--- pretty_name: Data Agent training and evaluation artifacts language: - en tags: - reinforcement-learning - openenv - harbor - grpo - evaluation --- # Data Agent: public artifact index Qwen3.5-2B training with Harbor multi-harness, native OpenCode, Harbor OpenCode-only and SETA. This is a frozen report release from **September 16, 2026**. The [live Trackio dashboard](https://huggingface.co/spaces/HuggingEnvs/data-agent-training-comparison-trackio) continues updating. ## Latest update [September 16, 19:49 UTC: live eval progress and failure diagnosis](updates/2026-09-16-1950/REPORT.md). Includes recovery jobs, transport failures, and the measured OpenCode output-truncation regression. [Earlier evaluation plot and GPU allocation update](updates/2026-09-16-evening/REPORT.md). ## Code and reproduction | Component | PR | Code | | --- | --- | --- | | OpenEnv × Harbor | [OpenEnv #1036](https://github.com/huggingface/OpenEnv/pull/1036) | [harbor-integration](https://github.com/adithya-s-k/OpenEnv/tree/harbor-integration) | | TRL AsyncGRPO | [TRL #6947](https://github.com/huggingface/trl/pull/6947) | [async-grpo-harbor-example](https://github.com/adithya-s-k/trl/tree/async-grpo-harbor-example) | | Data Agent environments and recipes | [HuggingEnvs #7](https://github.com/adithya-s-k/HuggingEnvs/pull/7) | [04-data-agent](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent) | - [Reproduce locally or with HF Jobs/Spaces](https://github.com/adithya-s-k/HuggingEnvs/blob/04-data-agent/04-data-agent/reproduce.md) - [Training scripts](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/train) · [Evaluation scripts](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/eval) · [HF Jobs/Spaces runtime](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/hf) · [vLLM serving](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/serve) - [Native OpenCode](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/envs/blackbox-opencode) · [SETA whitebox](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/envs/whitebox-bash) · [Harbor service](https://github.com/adithya-s-k/OpenEnv/tree/harbor-integration/src/openenv/harbor) - [Exact source/model/task pins](https://github.com/adithya-s-k/HuggingEnvs/blob/04-data-agent/04-data-agent/hf/configs/sources.json) · [Dependency locks](https://github.com/adithya-s-k/HuggingEnvs/tree/04-data-agent/04-data-agent/hf/locks) - [TRL rollout-weighting issue #7206](https://github.com/huggingface/trl/issues/7206) ## Public environments and dashboards | Service | Space | App | | --- | --- | --- | | Harbor blackbox | [Repository](https://huggingface.co/spaces/HuggingEnvs/data-agent-blackbox-harbor-env) | [Open](https://huggingenvs-data-agent-blackbox-harbor-env.hf.space/) | | Native OpenCode blackbox | [Repository](https://huggingface.co/spaces/HuggingEnvs/data-agent-blackbox-opencode-env) | [Open](https://huggingenvs-data-agent-blackbox-opencode-env.hf.space/) | | SETA whitebox | [Repository](https://huggingface.co/spaces/HuggingEnvs/data-agent-seta-whitebox-env) | [Open](https://huggingenvs-data-agent-seta-whitebox-env.hf.space/) | | Consolidated Trackio | [Repository](https://huggingface.co/spaces/HuggingEnvs/data-agent-training-comparison-trackio) | [Open](https://huggingenvs-data-agent-training-comparison-trackio.hf.space/) | | Original Trackio | [Repository](https://huggingface.co/spaces/AdithyaSK/multi4-qwen35-2b-trackio) | [Open](https://adithyask-multi4-qwen35-2b-trackio.hf.space/) | Trackio's consolidated project is `qwen35-2b-harbor-vs-opencode-20260916`. It contains training, checkpoint pass@1, harness, difficulty and throughput metrics for the three async configurations. SETA's final result is linked below. ## Results and figures - [Checkpoint × harness × difficulty report](comparison/REPORT.md) - [Score CSV](comparison/checkpoint_scores.csv) · [Metrics/provenance JSON](comparison/snapshot.json) · [Dashboard event export](comparison/events.jsonl) - [PNG](comparison/comparison.png) · [SVG](comparison/comparison.svg) · [PDF](comparison/comparison.pdf) - [SETA final checkpoint-150 receipt](seta/checkpoint-150.json) - [Validation report](validation/validation.md) · [Smoke evidence](https://huggingface.co/datasets/HuggingEnvs/data-agent-experiment-results/tree/main/validation/qualification) - [Snapshot file hashes and capture time](snapshot-manifest.json) · [Publication/access verification](publication.json) ![Checkpoint comparison](comparison/comparison.png) Async checkpoint evaluations use **250 fixed tasks × four harnesses × pass@1**. SETA uses its native 250-task protocol. Baselines and protocols are labelled separately; their scores are not interchangeable. Incomplete evaluations are excluded from checkpoint curves. This is an observational comparison with documented infrastructure/recipe differences. ## Datasets, bundles and checkpoints - [Pinned base model](https://huggingface.co/Qwen/Qwen3.5-2B/tree/15852e8c16360a2fea060d615a32b45270f8a8fc) - [Training dataset](https://huggingface.co/datasets/HuggingEnvs/data-agent-harbor-train) - [Pinned test source](https://huggingface.co/datasets/HuggingEnvs/data-agent-harbor-test/tree/291c8e50bfa7e34135090071ecaa0686bd99d06f) - [Frozen task/runtime reproduction bundle](https://huggingface.co/datasets/HuggingEnvs/data-agent-daytona-repro) - [Public run artifacts and checkpoints](https://huggingface.co/buckets/HuggingEnvs/data-agent-artifacts-public) - [Consolidated Trackio storage](https://huggingface.co/buckets/HuggingEnvs/data-agent-training-comparison-trackio) - [Earlier per-run Trackio storage](https://huggingface.co/buckets/HuggingEnvs/data-agent-daytona-trackio) The public artifact bucket mirrors the existing remote run archive. Native OpenCode checkpoints are under `20260915-hf/jobs/local-train-opencode-80626/run/`; SETA's final checkpoint is `20260915-hf/jobs/train-whitebox-1789507273/run/checkpoint-150/`. Qualification checkpoints are under `data-agent-reproduction-20260916/jobs/`. Local-only Harbor checkpoint directories are not uploaded by this visibility release; their training/evaluation metrics are included in the reports. Credential-bearing traces have redacted public derivatives, and private sandbox session/cache files are omitted. Original raw evidence is preserved unchanged in private storage. The bucket's `publication/redaction-manifest.json` lists every affected path. **Redacted captures cannot be used for exact-token replay or TiTO qualification.** ## Qualification and history - [Provider/TiTO qualification guide](https://github.com/adithya-s-k/OpenEnv/blob/harbor-integration/docs/source/guides/harbor-provider-qualification.md) - [29-adapter report](qualification/final-v1/REPORT.md) · [Evidence matrix](qualification/final-v1/matrix.json) · [Completion audit](qualification/final-v1/completion-audit.md) - [Qualification handoff](qualification/HANDOFF.md) - [Experiment timeline](history/TIMELINE.md) The frozen qualification reports contain local provenance paths. Those paths identify retained originals; they are not public download URLs. ## Job provenance HF Jobs console pages may require organization access. Public logs/checkpoints are in the artifact bucket above. | Run | Job | | --- | --- | | SETA trainer, stopped after checkpoint 150 | [6aa9b6c9f76d6a098a70e786](https://huggingface.co/jobs/HuggingEnvs/6aa9b6c9f76d6a098a70e786) | | SETA checkpoint-150 eval | [6aaa7488f76d6a098a710836](https://huggingface.co/jobs/HuggingEnvs/6aaa7488f76d6a098a710836) | | Harbor GPU qualification | [6aaa8a06f76d6a098a710a5e](https://huggingface.co/jobs/HuggingEnvs/6aaa8a06f76d6a098a710a5e) | | Native OpenCode GPU qualification | [6aaa7b875527934177ee9d15](https://huggingface.co/jobs/HuggingEnvs/6aaa7b875527934177ee9d15) | | SETA GPU qualification | [6aaa7f915527934177ee9da4](https://huggingface.co/jobs/HuggingEnvs/6aaa7f915527934177ee9da4) | ## Citation ```bibtex @misc{fineenvs, author = {Kolavi, Adithya S}, title = {FineEnvs: Open Source RL Environments for LLM Agents}, year = {2026}, url = {https://github.com/adithya-s-k/FineEnvs} } ```