OdysseysMega

I plan on going to Tiradentes Minas GeraisTravel and Tourism

How each model performed on this task. Every chart states its N, and the reward carries a 95% confidence interval once there is more than one run to measure.

Core metrics

Check Pass %

Mean share of the task's checks passing, averaged over runs. N = 1 run per model.

  1. 100%

    Claude Opus 5.5

  2. 100%

    GPT-6 sol

  3. 100%

    GPT-5.6 sol

  4. 17%

    Claude Opus 5

Extended metrics

Median Time

Wall-clock minutes, median across runs. N = 1 run per model.

  1. 21m

    GPT-5.6 sol

  2. 20m

    Claude Opus 5

Tool Calls

Tool invocations, median across runs — counted from the trajectories. N = 1 run per model.

  1. 119

    Claude Opus 5

  2. 100

    Claude Opus 5.5

  3. 53

    GPT-6 sol

  4. 49

    GPT-5.6 sol

Verifier × model pass rate

How often each verifier passed, per model. Green is passing, red is failing — a red band across a row is a verifier nothing clears.

VerifierClaude Opus 5.5n=1GPT-6 soln=1GPT-5.6 soln=1Claude Opus 5n=1
checks (6)
100%100%100%100%

How to pass

Search the Booking website for hotels in Tiradentes, Minas Gerais, for 2 nights next weekend that have a jacuzzi available. Fetch information about them. https://www.booking.com/

100%100%100%0%

How to pass

For all of the hotels found in Step 1, check the Booking.com listing and publicly available Genius information to determine whether a Genius discount is visibly offered and, where the discount percentage or discounted price is publicly displayed, record the amount. If Booking requires sign-in to reveal a personalized Genius offer, record “not publicly verifiable” rather than assuming a discount.

100%100%100%0%

How to pass

Search reputable tourism, attraction and mapping sources for activities involving waterfalls near Tiradentes. For each suitable location, record the waterfall/activity name, approximate distance from Tiradentes city center, practical directions or route information, and a source link. If a public map directions link is available, include it.

100%100%100%0%

How to pass

Search TripAdvisor for restaurants that serve international cuisine and have high ratings on TripAdvisor based on their food quality and service. Fetch their information. Pick the 4 highest-rated restaurants based on their food quality and service https://www.tripadvisor.com/

100%100%100%0%

How to pass

Search reputable tourism, museum and historical sources for museums in Tiradentes that help explain the city's development and important historical periods. Select 3 museums and record their names, historical relevance, location and source information.

100%100%100%0%

How to pass

Create a spreadsheet with the hotel information ordered by price. Include columns for Genius discount status and discount amount, using “not publicly verifiable” where Booking does not expose a personalized discount without sign-in. List the available waterfall activities with their distance from the city center and source/directions link. Include 4 international-cuisine restaurants with an explanation of why each is worth visiting based on food quality and service, and list the 3 selected museums with their historical relevance.

Failure modes on this task

5 tagged verifier failures, by the stage they were assigned to. Higher is worse.

Failure stageClaude Opus 5.5GPT-6 solGPT-5.6 solClaude Opus 5
Standing up the evidence1 mode———1
Delivering the result1 mode———1
No signal in the judge’s words1 mode · the grader———3