AIToday
Large Language ModelsAI Coding AssistantsZenn AI/MLPublished: Sep 28, 2026, 13:00 JST

Opus 5.5 aces all tasks at every effort from low to max

Opus 5.5 aces all tasks at every effort from low to max

3 Key Points

  1. What happened

    On two self-written tasks with hidden traps, Opus 5.5 solved everything correctly at every level — low, medium, high, xhigh and max, three runs each. Higher effort instead increased checking, costing up to $0.73 at max versus $0.10 at low.

  2. Why it matters

    If a cheaper setting already gets the right answer, paying for higher effort buys more verification rather than more accuracy.

  3. What to watch

    The difference between levels showed up in how much the model double-checked itself, not in correctness, so the value of a high setting hinges on how much verification you want done for you. Watch max effort's jump to 19,073 output tokens and 3 minutes 10 seconds on the first task, against 2,045 tokens and 22 seconds at low.

WHO IT HITSThis lands on developers and other day-to-day users of AI coding tools who pick an effort level per task, since the test suggests defaulting to a lower setting for routine work and reserving the top setting for hands-off or security-focused jobs.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, in your inbox every morning.

Context & Analysis

The article grew out of a gap between documentation and practice. Effort is described in API documentation as a way to adjust how many tokens Claude uses in a response, affecting thinking, tool calls and the length of explanations — but the author found that reading the docs alone did not show how the level changes what actually happens on a task, so the tests were run to make that visible.

The effort ladder runs low, medium, high, xhigh and max, and the default differs by model: Opus 5.5 defaults to medium, Opus 4.7 to xhigh, and others such as Fable 5.1 and Sonnet 5 to high. Anthropic's documentation explains why Opus 5.5 sits one step lower — it says Opus 5.5's medium is equal to or better than Opus 5's high on coding and knowledge-work evaluations, and advises starting at medium instead of carrying over the previous model's setting. Settings can be changed mid-conversation from the slider next to the send button, and can also be set per model in settings.json, per session via the CLAUDE_CODE_EFFORT_LEVEL environment variable, or per skill and subagent in front matter. A max setting is not saved as a default and lasts for that session only. Thariq's article adds that changing effort in Claude Code does not break the prompt cache on new models.

The two tasks were deliberately built with traps — a fruit-shop sales CSV set that mixes Shift_JIS files, full-width numbers and stray total rows, and a 24-meeting time-zone conversion that mixes differing daylight-saving switch dates, southern-hemisphere summer time, a +5:45 offset and 12-hour notation. Both were solved correctly at all five levels, three runs each, with the visible difference appearing in self-checking: medium and above reconciled the August total row each time, high and above verified unit prices by dividing amount by quantity, and max reopened the output file. On the time-zone task, max checked its tzdata version, read the update history on the web, and recomputed all 24 rows with GNU date as a cross-check, while xhigh did the first step only once. The author notes two earlier security-leaning tasks were also solved at low, and reads this as consistent with Anthropic lowering the default to medium. The practical reading is that effort decides who does the double-checking — the model or the user — so the setting is likely to matter most for readers who want to step away from a task, while those staying in the loop may find the lower levels sufficient.

FAQ
What is effort in Claude Code?
It is a setting that adjusts how many tokens Claude uses in a response. It affects thinking, the number of tool calls, and the length of explanations, with five levels: low, medium, high, xhigh and max.
What is the default effort level for Opus 5.5?
Medium. Anthropic's documentation says Opus 5.5's medium is equal to or better than Opus 5's high on coding and knowledge-work evaluations, and recommends starting at medium rather than carrying over a prior model's setting.
When does the author recommend using low versus max effort?
The author plans to use low while watching alongside the work and max for work left unattended, with medium as the everyday default. This mirrors Claude Code team member Thariq's comment on X that low is for staying in the loop and max is for zero input or finding security vulnerabilities.

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleShirt built to fool AI cameras hides wearer