Reasoning
Mathematical and scientific problem solving.
Model profile / Poolside
Poolside's 33B-A3B open-weight agentic coding model with a 262,144-token context window, OpenMDW-1.1 licence and published SWE-bench Multilingual 63.1%.
Four areas of evidence
Mathematical and scientific problem solving.
Software engineering and programming.
Factual reliability and instruction following.
Tool use, workflows and professional tasks.
Current index snapshot · 2026-09-16. Each category uses its own scale; scores across categories are not directly comparable. Counts describe published catalogue evidence. A point lead does not establish superiority.
Performance in context
Laguna XS 2.1 has no current Capabilities rating. Explore the rated models below.
Lumina Capabilities Index
The current Capabilities cohort, with available operational measurements.
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Lumina Capabilities Index
The current Capabilities cohort, with available operational measurements.
Chart loads as you explore
Explore the detail
No current index estimate. Available benchmark measurements and source records are retained below.
| Benchmark | Result | Published configuration | Source |
|---|---|---|---|
| SWE-bench Multilingual2025 | 63.1% | Laguna XS 2.1 (thinking enabled)Harbor Framework with pool agent harness | Laguna XS 2.1 model card ↗Observed 2026-07-02 · checked 2026-08-15provider-reported · reference-only |
| SWE-Bench ProPublic Dataset | 47.6% | Laguna XS 2.1 (thinking enabled)Harbor Framework with pool agent harness | Laguna XS 2.1 model card ↗Observed 2026-07-02 · checked 2026-08-15provider-reported · ranking-eligible |
| SWE-bench VerifiedVerified | 70.9% | Laguna XS 2.1 (thinking enabled)Harbor Framework with pool agent harness | Laguna XS 2.1 model card ↗Observed 2026-07-02 · checked 2026-08-15provider-reported · reference-only |
| Terminal-Bench 2.02.0 | 37.5% | Laguna XS 2.1 (thinking enabled)Harbor Framework with pool agent harness | Laguna XS 2.1 model card ↗Observed 2026-07-02 · checked 2026-08-15provider-reported · reference-only |