# Laguna M.1 vs LLaDA2.2-flash

> Side-by-side benchmark comparison for Laguna M.1 and LLaDA2.2-flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/laguna-m-1-vs-llada2-2-flash
- Last updated: September 10, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Laguna M.1 and LLaDA2.2-flash share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- LLaDA2.2-flash has the lower published output-token price.
- Laguna M.1 has the larger published context window at 256K.

## Model Snapshot

| Property | Laguna M.1 | LLaDA2.2-flash |
|----------|----------|----------|
| Creator | Poolside | InclusionAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 128K |
| Independent public score (not head-to-head) | 3.93 | null |
| Benchmarks Covered | 10 | 8 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Laguna M.1 public-lane score: 23.9 (Estimated · #147/152)
- LLaDA2.2-flash public-lane score: Coming soon

| Benchmark | Laguna M.1 | LLaDA2.2-flash | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 45.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 34.1% | Coming soon | Coming soon |
| τ²-bench results | Coming soon | 80.3% | Coming soon |
| Claw-Eval | Coming soon | 64.2% | Coming soon |
| PinchBench | Coming soon | 81.7% | Coming soon |
| MCP Atlas | Coming soon | 46.2% | Coming soon |
| BFCL v4 | Coming soon | 60.8% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Laguna M.1 public-lane score: 29.7 (Supported · #140/151)
- LLaDA2.2-flash public-lane score: Coming soon

| Benchmark | Laguna M.1 | LLaDA2.2-flash | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 74.6% | 49.3% | Laguna M.1 |
| SWE Multilingual | 63.1% | 25% | Laguna M.1 |
| SWE-bench Pro | 49.2% | 30.1% | Laguna M.1 |
| Terminal-Bench 2.0 | 45.8% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 68.1% | Coming soon | Coming soon |
| SWE-bench (Vals) | 57.6% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Laguna M.1 public-lane score: 18.6 (Estimated · #182/183)
- LLaDA2.2-flash public-lane score: Coming soon

| Benchmark | Laguna M.1 | LLaDA2.2-flash | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 27.0% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 68.8% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Laguna M.1 and LLaDA2.2-flash?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Laguna M.1 vs Laguna XS.2](/compare/laguna-m-1-vs-laguna-xs-2)
- [LLaDA2.2-flash vs Laguna XS.2](/compare/laguna-xs-2-vs-llada2-2-flash)
- [Laguna M.1 vs Laguna S 2.1](/compare/laguna-m-1-vs-laguna-s-2-1)
- [LLaDA2.2-flash vs Laguna S 2.1](/compare/laguna-s-2-1-vs-llada2-2-flash)

## Explore More

- [Laguna M.1 profile](/models/laguna-m-1)
- [LLaDA2.2-flash profile](/models/llada2-2-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)