---
license: cc-by-4.0
pretty_name: Where Claude Haiku falls behind Opus (163 coding runs, Claude Code, Codex, Antigravity)
language:
- en
tags:
- coding-agents
- claude
- claude-code
- codex
- gemini
- antigravity
- benchmark
- llm
size_categories:
- n<1K
configs:
- config_name: default
  data_files: ai-coding-limit-line.csv
---

# Where Claude Haiku falls behind Opus: 163 coding runs with hidden tests

163 headless runs (plus 11 excluded) of Claude Code (Haiku 5.5, Sonnet 5.5, Opus 5.5), Codex (gpt-6-luna) and Antigravity CLI (Gemini 4 Argon) on six levels of coding tasks, measured 2026-10-23 to 24 on one Windows 11 laptop.

Page, tables and method: https://tokensave.app/data/ai-coding-limit-line · DOI [10.5281/zenodo.23600477](https://doi.org/10.5281/zenodo.23600477) · License: CC BY 4.0

![Test cases passed per run on the hard marked bug, by model, with and without running tests](ai-coding-limit-line-chart.png)

## Key findings

- Levels 2 to 5 (apps from a spec, and an existing 1,032-line app with six symptom-only bugs plus three features): Haiku, Sonnet and Opus got full marks on all 21 runs each, Gemini 18/18, Codex 17/20.
- Level 6, three real bugs fixed in the [marked](https://github.com/markedjs/marked) Markdown parser in Sep to Oct 2026: the easy and medium bugs were solved by almost every run. No run fully fixed the hard one (7-case upstream test), but the models split: Sonnet passed 6 of 7 in 8 of 10 runs, Opus in 6 of 10, Haiku in 1 of 10. The missed cases are code spans containing a backtick, which the bug report did not mention.
- Letting the agents run the tests (dependencies preinstalled, `node`, `npm test`/`npm run`, read-only git allowed; 5 runs per Claude model) did not change the cases passed. Fewer runs broke other code with tests (2 of 15 without, one Opus run left marked unable to load; 0 of 15 with), but with so few runs that gap could be chance. Codex was also run with tests allowed, but its Windows sandbox blocked esbuild in all 5 runs (excluded).
- Average API cost per run (Claude Code's own figure): Haiku $0.026, Sonnet $0.19, Opus $0.45.

## Files

Prompts, checkers, reference solutions and every run log are in the GitHub folder: https://github.com/johnisking/token-cost-by-language/tree/main/limit-line


- `ai-coding-limit-line.csv` / `.json`: one row per run (score, full marks, seconds, tokens, cost, notes; level 5 and 6 detail columns). `excluded` marks runs stopped by the harness or by quota.
- `prompts/`: every prompt (tier2 to tier5b, tier6_t1 to t3, and tier6_t3_dev for the tests-allowed runs).
- `checkers/`: the hidden-test checkers (Playwright, Python) and the tier-6 scorer. `ref/`, `tier5a/`, `tier5b/`: reference solutions, the planted-bug base app and broken variants used to validate the checkers.
- `results/`: raw checker output per level.
- `runs/<tool>[dev]_t<level>_r<n>/` (`dev` = tests allowed): each run's log (`run.jsonl` or `run.json`), `seconds.txt` and the code it produced (`work/`; for level 6 only `work/src`). The PC user name is replaced by USER.
- `build_dataset.py`: builds the CSV/JSON from the results and logs.

## Notes

- Level 6 scoring: a clean checkout of the commit before the upstream fix plus only the run's `src/`, the upstream fix's spec file added, then marked's spec suite. 1 point if the hidden spec passes and no other spec test newly fails.
- Antigravity's headless mode ends a turn at the first denied command. Gemini runs used read-only allow-rules; the level 6 runs were repeated with full permissions (`geminifull_*`, run by the owner).
- Few runs per cell at the higher levels (1 to 5); see the page for all limitations.