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Model comparison

Laguna M.1 vs Qwen3 235B 2507 (Reasoning)

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
Poolside
N/A
No comparison
0 category wins0 category wins

Public leaderboard positions: Laguna M.1 unranked (Not scored); Qwen3 235B 2507 (Reasoning) #73 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Laguna M.1 and Qwen3 235B 2507 (Reasoning) share 0 comparable benchmark results. 0 of 8 categories are comparable. 5 results are unique to Laguna M.1; 2 to Qwen3 235B 2507 (Reasoning).

Updated July 27, 2026
Shared results
0
Laguna M.1 only
5
Qwen3 235B 2507 (Reasoning) only
2
Comparable categories
0 / 8

Benchmark data for Laguna M.1 and Qwen3 235B 2507 (Reasoning) is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Laguna M.1 has the larger context window at 256K, compared with 128K for Qwen3 235B 2507 (Reasoning).

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricLaguna M.1Qwen3 235B 2507 (Reasoning)Comparison
Input / output priceUSD per 1M tokensLaguna M.1Not availableQwen3 235B 2507 (Reasoning)$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondLaguna M.1Not availableQwen3 235B 2507 (Reasoning)Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLaguna M.1Not availableQwen3 235B 2507 (Reasoning)Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensLaguna M.1256KQwen3 235B 2507 (Reasoning)128KLaguna M.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLaguna M.1Qwen3 235B 2507 (Reasoning)Result
Terminal-Bench 2.0Source 45.8%Not comparable
Coding
BenchmarkLaguna M.1Qwen3 235B 2507 (Reasoning)Result
SWE-bench VerifiedSource 74.6%Not comparable
SWE MultilingualSource 63.1%Not comparable
SWE-bench ProSource 49.2%Not comparable
Terminal-Bench 2.0Source 45.8%Not comparable
Math
BenchmarkLaguna M.1Qwen3 235B 2507 (Reasoning)Result
FrontierMath v2 (Tiers 1-3)Source 8.481%Not comparable
FrontierMath v2 (Tier 4)Source 0.000%Not comparable
Frequently Asked Questions (3)

Can I compare Laguna M.1 and Qwen3 235B 2507 (Reasoning) on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Laguna M.1 and Qwen3 235B 2507 (Reasoning) today?

Laguna M.1: Pricing unavailable Qwen3 235B 2507 (Reasoning): $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 27, 2026

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