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Zero2Repo Trajectories

Agent trajectories, delivered code and verified reference solutions for the 43 cases of Zero2Repo, a benchmark in which a coding agent receives a product spec and an empty workspace, builds the whole project, and is scored by hidden, deterministic acceptance tests (binary reward 1.0 / 0.0, no LLM judge).

The cases themselves (public spec, interface contract, hidden tests, environment recipe) live in the GitHub repository. This dataset holds what was produced when models solved them.

Contents

  • 1032 runs: 8 models × 43 cases × 3 attempts (pass@3), November 2026.
  • 43 reference solutions, each scored reward 1.0 against the same hidden tests.
Model Harness Runs pass@1 (mean of 3) Cases solved in ≥1 of 3
gpt-6-astra Codex CLI 0.166.0 129 35.7% 18
gpt-6.1-sol Codex CLI 0.166.0 129 33.3% 16
claude-opus-5-5 Claude Code 2.1.280 129 31.8% 18
claude-sonnet-5-5 Claude Code 2.1.280 129 26.4% 13
grok-4.7-high Cursor Agent CLI 2026.11.05-86047df 129 17.8% 10
kimi-k3.1-pro Claude Code 2.1.280 129 15.5% 8
deepseek-v4.1-flash Claude Code 2.1.280 129 14.7% 7
qwen3.8-max Claude Code 2.1.280 129 7.8% 5

All runs used effort high and temperature 1 where the harness allows setting it, a 2-hour solve limit, and the same hidden tests. A run whose judge was still executing the hidden tests at the judge's time limit counts as a failure (the delivered code was too slow or hung).

Layout

runs.jsonl                               one metadata line per run
runs/<model>/<case>/run-<k>/
    metadata.json                        model, harness and version, reward, failed tests,
                                         solve time, token usage
    trajectory/agent.log                 the harness's event stream
    trajectory/session/                  the harness's native session files
    deliverable.tar.gz                   text files of the judged workspace at the end of the solve
                                         (dependency trees, build caches and binaries left out;
                                         counts in metadata.json)
reference/<case>/code/                   the reference solution
reference/<case>/verification.json       its judge result on the hidden tests

A few runs have no deliverable.tar.gz: they ended (timeout or error) with an empty workspace, as their metadata.json records.

Token usage is recomputed from the logs: Claude Code reports running per-session totals, so each session's last total is used. All credentials and API endpoint addresses were removed from every file; an endpoint address appears as <api-gateway>.

Notes

  • metadata.json records both the requested model and the model name the serving endpoint reported. For some DeepSeek and Qwen runs the endpoint did not report the exact snapshot (deepseek-v4.1-flash-1017, qwen3.8-max-0902), so the snapshot of those runs cannot be confirmed.
  • Reference solutions are derived from open-source projects under their own licenses; the identifiers in the public specs are neutralized.
  • Grok runs used cursor-agent 2026.11.05-86047df (the installer did not honour the requested pin).
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