Claude Opus 5.5 (effort default (no --effort flag) · thinking on) on Model ladder: fix 10 real merged bugs with tests hidden
AClaude Opus 5.5default · thinking on · Claude Code 2.1.299 (headless -p) · cloud · 2026-10-16 · by @bobsiopener
- Estimated cost
- $0.16
- Wall time
- 33s
- Human step-ins
- 0
- Outcome
- Pass
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Summary
Exact prompt (this run)
You are working in a checkout of the marshmallow-code/marshmallow repository. A user filed this bug report: --- validate.URL rejects a URL whose fragment directly follows the host ```python from marshmallow import validate validate.URL()("http://example.org#fragment") # ValidationError: Not a valid URL. validate.URL()("http://user@example.com#fragment") # same ``` `http://example.org/#fragment` and `http://example.org?a=1#fragment` are accepted, so only the bare-host + fragment case fails. RFC 3986 allows a fragment after an empty path, and links like `https://example.com#section` are common. Relatedly, with `relative=True` (and in relative-only mode) a bare same-document reference such as `#frag` is rejected, although a bare `?query` is accepted. --- Fix the bug in the library code. Dependencies are already installed (Python virtualenv in .venv; run tests with .venv/bin/pytest). Keep the change minimal and in the style of the codebase; you may add or update tests. Make sure the existing test suite still passes. You have no internet access.
Five real bug fixes merged into popular open-source libraries after the models' training cutoff (humanize, marshmallow, tenacity, nanoid, path-to-regexp). Each agent starts from the commit before the fix with only a symptom-style bug report, and the fix PR's own regression tests are applied afterwards to check the result. The size of the agent's source change is compared with the human fix. Original benchmark task written for usecaserank.com (not based on a specific public post). Headless, offline run on a reproducible fixture. Each run's notes say how its cost was measured (estimates are marked). Upstream fix being reproduced: https://github.com/marshmallow-code/marshmallow/pull/3016, https://github.com/marshmallow-code/marshmallow/commit/902f99c4151d1f0c4c3b8e8dfbafc7b6a76aeaa6.
Success criteria: Hidden PR tests pass; existing suite stays green; diff under 2x the human diff size.
Setup notes: Real merged bug fix: marshmallow-code/marshmallow https://github.com/marshmallow-code/marshmallow/pull/3016 (merged after the models' Jun 2026 cutoff). Agent got a history-free snapshot of the parent commit 3207be3147 with deps installed, and a symptom-only bug report written by the runner from the PR description (no fix hints). The PR's test files were overlaid only after the agent finished. Tools: Read/Write/Edit/Glob/Grep/Bash, web disabled. Diff-size flag (not scored): agent changed 2 source lines vs 2 in the human fix (allowance 20; within allowance). Claude Code's own reported cost for claude-opus-5.5: $0.164227. Score: 2/2. Cost is an ESTIMATE: measured tokens x pricing.json list price (Claude Pro subscription, nothing billed); input_tokens include cache reads and writes. Single run.
Estimated cost List-price estimate; not actually billed.
Metrics
- Estimated cost
- $0.16
- Wall time
- 33s
- Human step-ins
- 0
- Turns
- 7
| Model | Input tok | Output tok | Cost |
|---|---|---|---|
| AClaude Opus 5.5anthropic/claude-opus-5.5effort default (no --effort flag) · thinking on | 126,433 | 2,200 | $0.16 |
Reproduce this run
- Use the exact prompt shown above for this run (the use case page has the shared prompt).
- Same setup: Claude Opus 5.5 (anthropic/claude-opus-5.5, effort default (no --effort flag) · thinking on) via
Claude Code 2.1.299 (headless -p), cloud. - It counts as a success only if it meets every success criterion: Hidden PR tests pass; existing suite stays green; diff under 2x the human diff size.
- Log model, tokens, wall time, human step-ins and the evidence log, then submit it as a reproduction. A different model? Submit a head-to-head rerun.
How runs are scored: Methodology.
Was this useful?
Automated checks
Trust 80% comes from these checks (how Trust % works).
- Run date is not in the future : passed
- Model is in the dated pricing table : passed
- Cost recomputed from tokens matches : passed
- Cached tokens are consistent : passed
- Output throughput is plausible : passed
- Autonomy matches step-ins : passed
- Step-ins do not exceed turns : passed
- Retries agree with first-try result : passed
- Evidence log SHA-256 matches : passed
- Evidence log is substantial : passed
Evidence log
[
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"stop_reason": "end_turn",
"session_id": "[REDACTED]",
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"cache_read_input_tokens": 114255,
"output_tokens": 2200,
"output_tokens_details": {
"thinking_tokens": 329
},
"server_tool_use": {
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},
"service_tier": "standard",
"cache_creation": {
"ephemeral_1h_input_tokens": 12166,
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"iterations": [
{
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"cache_creation": {
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},
"type": "message"
}
],
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},
"modelUsage": {
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"webSearchRequests": 0,
"costUSD": 0.164227,
"contextWindow": 1000000,
"maxOutputTokens": 128000,
"thinkingTokens": 329,
"canonicalModel": "claude-opus-5-5",
"provider": "firstParty",
"costBasis": "list"
}
},
"permission_denials": [],
"terminal_reason": "completed",
"fast_mode_state": "off",
"fast_mode_disabled_reason": "sdk_opt_in_required",
"subagent_stats": {
"spawned": 0,
"requested": {
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"safety_stops": 0,
"is_error": false,
"num_turns": 7,
"subtype": "success",
"api_error_status": null,
"result": "I fixed it with a one-character change, and the full test suite passes (1192 tests).\n\n**Cause:** In `src/marshmallow/validate.py:160`, the regex for the part after the host only allowed it to start with `/` or `?`:\n\n```python\nrelative_part = r\"(?:/?|[/?]\\S+)\\Z\"\n```\n\nSo a `#` directly after the host (or at the start of a relative URL) never matched.\n\n**Fix:** I added `#` to the characters allowed at the start:\n\n```python\nrelative_part = r\"(?:/?|[/?#]\\S+)\\Z\"\n```\n\nAll three modes use this same piece, so the one change covers every case in the report:\n- `http://example.org#fragment` and `http://[REDACTED:email]#fragment` are now accepted.\n- `#frag` is now accepted with `relative=True` and in relative-only mode, the same way `?query` already was.\n- A lone `#` is still rejected, just as a lone `?` is.\n\n**Tests added** in `tests/test_validate.py`:\n- **Absolute valid:** `http://example.org#fragment`, `http://[REDACTED:email]#fragment`, `http://example.org:8080#fragment`\n- **Relative valid:** `#baz`, `http://example.org#baz`\n- **Relative-only valid:** `#baz`\n- **Relative-only invalid:** `http://example.org#baz` and `#`\n\nI didn't add a changelog entry; if the project wants one for bug fixes, it still needs to be written.",
"ttft_ms": 3728,
"type": "result",
"duration_ms": 32326,
"uuid": "[REDACTED]",
"ttft_stream_ms": 2978,
"time_to_request_ms": 240,
"first_content_frame_ms": 2979,
"queued_turn_count": 0,
"result_index": 0
}
]