# BTL-3 vs Laguna M.1

> Side-by-side benchmark comparison for BTL-3 and Laguna M.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/btl-3-vs-laguna-m-1
- Last updated: September 10, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for BTL-3 and Laguna M.1.

## Summary

- BTL-3 and Laguna M.1 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | BTL-3 | Laguna M.1 |
|----------|----------|----------|
| Creator | Bad Theory Labs | Poolside |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 256K |
| Independent public score (not head-to-head) | null | 3.93 |
| Benchmarks Covered | 3 | 10 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- BTL-3 public-lane score: Coming soon
- Laguna M.1 public-lane score: 23.9 (Estimated · #147/152)

| Benchmark | BTL-3 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 88.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 45.8% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 34.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- BTL-3 public-lane score: Coming soon
- Laguna M.1 public-lane score: 29.7 (Supported · #140/151)

| Benchmark | BTL-3 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| HumanEval | 95.1% | Coming soon | Coming soon |
| LiveCodeBench v6 | 88.1% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 74.6% | Coming soon |
| SWE Multilingual | Coming soon | 63.1% | Coming soon |
| SWE-bench Pro | Coming soon | 49.2% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 45.8% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 68.1% | Coming soon |
| SWE-bench (Vals) | Coming soon | 57.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- BTL-3 public-lane score: Coming soon
- Laguna M.1 public-lane score: 18.6 (Estimated · #182/183)

| Benchmark | BTL-3 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | Coming soon | 27.0% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 68.8% | Coming soon |

## FAQ

### Can I compare BTL-3 and Laguna M.1 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [BTL-3 vs BTL-4](/compare/btl-3-vs-btl-4)
- [Laguna M.1 vs BTL-4](/compare/btl-4-vs-laguna-m-1)
- [BTL-3 vs BTL-4 Compact](/compare/btl-3-vs-btl-4-compact)
- [Laguna M.1 vs BTL-4 Compact](/compare/btl-4-compact-vs-laguna-m-1)

## Explore More

- [BTL-3 profile](/models/btl-3)
- [Laguna M.1 profile](/models/laguna-m-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)