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Kimi K2.6 vs Laguna M.1

Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Kimi K2.6

84

VS

Laguna M.1

51

2 categoriesvs0 categories

Verified leaderboard positions: Kimi K2.6 #11 · Laguna M.1 unranked

Pick Kimi K2.6 if you want the stronger benchmark profile. Laguna M.1 only becomes the better choice if you want the cheaper token bill.

Category Radar

Head-to-Head by Category

Category Breakdown

Agentic

Kimi K2.6
73.1vs45.8

+27.3 difference

Coding

Kimi K2.6
72vs58.6

+13.4 difference

Operational Comparison

Kimi K2.6

Laguna M.1

Price (per 1M tokens)

$0.95 / $4

$0 / $0

Speed

N/A

N/A

Latency (first answer)

N/A

N/A

Context Window

256K

131K

Quick Verdict

Pick Kimi K2.6 if you want the stronger benchmark profile. Laguna M.1 only becomes the better choice if you want the cheaper token bill.

Kimi K2.6 is clearly ahead on the provisional aggregate, 84 to 51. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Kimi K2.6's sharpest advantage is in agentic, where it averages 73.1 against 45.8. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 66.7% to 45.8%.

Kimi K2.6 is also the more expensive model on tokens at $0.95 input / $4.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Laguna M.1. That is roughly Infinityx on output cost alone. Kimi K2.6 gives you the larger context window at 256K, compared with 131K for Laguna M.1.

Benchmark Deep Dive

Frequently Asked Questions (3)

Which is better, Kimi K2.6 or Laguna M.1?

Kimi K2.6 is ahead on BenchLM's provisional leaderboard, 84 to 51. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 66.7% and 45.8%.

Which is better for coding, Kimi K2.6 or Laguna M.1?

Kimi K2.6 has the edge for coding in this comparison, averaging 72 versus 58.6. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Kimi K2.6 or Laguna M.1?

Kimi K2.6 has the edge for agentic tasks in this comparison, averaging 73.1 versus 45.8. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Kimi K2.6
API / mo$3,713
Self-host / mo$18,221
Break-even326M/day
Laguna M.1
API / mo$0
Self-host / moN/A
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: June 12, 2026

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