Clinical Benchmarks
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Laguna M.1

Released 28 Apr 2026256K context225B A23BopenAlso written as poolside/laguna-m.1

2 results on 2 of 13 boards, latest measured Sep 2026. Compare with other models

Clinical Benchmarks Index18.6Rank 120 of 1492 of 10 boardsAverage × multiplier 32.3 × 0.577 = 18.6This site’s own calculation. Working How it is computed

Results

Each line sits on its own board's scale. Tall tick: the board leader.

Documentation and coding

  1. MedScribe (Vals AI)
    model ID poolside/laguna-m.1; temperature=1; max_output_tokens=30000
    65.91
    Rank 97 of 105Leader Claude Opus 5.5 91.43
    Official leaderboard
    Measured Sep 2026
  2. MedCode (Vals AI)
    model ID poolside/laguna-m.1; temperature=1; max_output_tokens=30000
    23.11
    Rank 101 of 103Leader Claude Opus 5 63.57
    Official leaderboard
    Measured Sep 2026

Index working

The Clinical Benchmarks Index is this site's own calculation: a weighted average of the board scores times a multiplier for the boards behind it. How it is computed

  • MedScribe (Vals AI)65.9165.9×0.25, near its ceilingNear its ceiling: leader 91.4, weight 0.25model ID poolside/laguna-m.1; temperature=1; max_output_tokens=30000
  • MedCode (Vals AI)23.1123.1×0.911model ID poolside/laguna-m.1; temperature=1; max_output_tokens=30000
Weighted average of 2 boards
32.3
Multiplier for 2 of 10 boards
× 0.577
Index
32.3 × 0.577 = 18.6

Score: the result on the board’s own 0 to 100 scale. Dot: this model; tick: the board’s leader. Weight: how much the board counts in the weighted average; bold where the board is near its ceiling and counts for less. Each result links to its quote and page; the line under it is the setting it was measured with.

Sources

The quote, page and document for each of the 2 results
  1. 97MedScribe (Vals AI) laguna-m.1 65.91
    Printed as 65.91%Official leaderboard, measured Sep 2026Configuration: model ID poolside/laguna-m.1; temperature=1; max_output_tokens=30000
    Vals AI MedScribe leaderboard official leaderboard, Vals AI, 3 Sep 2026. Vals AI MedScribe leaderboard, View: All Models, Task: Overall, row 97 of 105 (Laguna M.1), Accuracy column; Updated 9/29/2026. Rendered BenchmarkView table; configuration from embedded astro-island BenchmarkView props, benchmarkView.default.tasks.overall["poolside/laguna-m.1"].
    97 | Laguna M.1 | 65.91%±2.01 | N/A | 111.82s
    Every result from this document
  2. 101MedCode (Vals AI) laguna-m.1 23.11
    Printed as 23.11%Official leaderboard, measured Sep 2026Configuration: model ID poolside/laguna-m.1; temperature=1; max_output_tokens=30000
    Vals AI MedCode leaderboard official leaderboard, Vals AI, 29 Sep 2026. MedCode leaderboard, Overall task, All Models expanded, rank 101 of 103; Accuracy column; board Updated 9/29/2026. Rendered table row; configuration from embedded BenchmarkView props benchmarkView.default.tasks.overall["poolside/laguna-m.1"].
    101 | Laguna M.1 | 23.11%±1.69 | N/A | 71.00s
    Every result from this document

Other Poolside models: Laguna XS.2