OdysseysMega

Hannah Lindqvist lives in a 2 800 sqComputers Electronics and Technology

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. 75%

    Claude Opus 5.5

  2. 75%

    Claude Opus 5

  3. 50%

    GPT-6 sol

  4. 38%

    GPT-5.6 sol

Extended metrics

Median Time

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

  1. 16m

    Claude Opus 5

  2. 10m

    GPT-5.6 sol

Tool Calls

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

  1. 75

    Claude Opus 5

  2. 33

    Claude Opus 5.5

  3. 22

    GPT-6 sol

  4. 22

    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 (8)
100%100%100%100%

How to pass

Confirm square footage (2,800 sq ft, two stories), the dead zone problem (second floor), and the $300 budget.

100%100%0%100%

How to pass

Go to https://www.amazon.eero.com/, find the pack size (2 or 3 units) rated for coverage matching her square footage, and record price.

100%100%100%100%

How to pass

Go to https://store.google.com/, find the comparable pack size and coverage rating, and record price.

100%100%100%100%

How to pass

Go to https://www.tp-link.com/, find the comparable pack size and coverage rating, and record price.

0%0%0%0%

How to pass

Note that advertised coverage is often optimistic for multi-story homes with more walls; check independent reviews specifically for real-world performance of the exact eero, Google Nest Wifi, and TP-Link Deco models selected for comparison.

0%0%0%0%

How to pass

Compare app-based setup simplicity for each system, since Hannah isn't technical.

100%0%0%100%

How to pass

Confirm the Wi-Fi standard and advertised speed capabilities of each compared system. Explain the practical differences between the systems and note that advertised maximum speeds may not reflect real-world performance.

100%0%0%100%

How to pass

Produce a table with columns: System, Pack size, Coverage rating, Price, Setup ease then state the top pick with reasoning matched to eliminating her second-floor dead zones.

Failure modes on this task

13 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
Delivering the result1 mode—121
Standing up the evidence1 mode1—1—
Reaching the page1 mode——1—
No signal in the judge’s words1 mode · the grader1311