# Agents-A1 vs LFM2.5-8B-A1B

> Side-by-side benchmark comparison for Agents-A1 and LFM2.5-8B-A1B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/agents-a1-vs-lfm2-5-8b-a1b
- Last updated: October 5, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Agents-A1 and LFM2.5-8B-A1B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Agents-A1 has the larger published context window at 262K.

## Model Snapshot

| Property | Agents-A1 | LFM2.5-8B-A1B |
|----------|----------|----------|
| Creator | InternScience | LiquidAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 128K |
| Independent public score (not head-to-head) | 53.24 | 29.44 |
| Benchmarks Covered | 6 | 7 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Agents-A1 public-lane score: 44.9 (Estimated · #46/119)
- LFM2.5-8B-A1B public-lane score: Coming soon

| Benchmark | Agents-A1 | LFM2.5-8B-A1B | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 75.5% | Coming soon | Coming soon |
| HLE w/ tools | 47.6% | Coming soon | Coming soon |
| VITA-Bench | 38.8% | Coming soon | Coming soon |
| BFCL v4 | Coming soon | 49.7% | Coming soon |
| τ²-bench results | Coming soon | 88.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Agents-A1 public-lane score: 35.2 (Unranked · 1 rankable row)
- LFM2.5-8B-A1B public-lane score: 22.1 (Unranked · 2 rankable rows)

| Benchmark | Agents-A1 | LFM2.5-8B-A1B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 60.2% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Agents-A1 public-lane score: Coming soon
- LFM2.5-8B-A1B public-lane score: 25.2 (Supported · #156/171)

| Benchmark | Agents-A1 | LFM2.5-8B-A1B | Winner |
|-----------|-----------|-----------|--------|
| HLE | 47.6% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Agents-A1 public-lane score: Coming soon
- LFM2.5-8B-A1B public-lane score: 35.4 (#109/125)

| Benchmark | Agents-A1 | LFM2.5-8B-A1B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.8% | 91.8% | Agents-A1 |
| IFBench | Coming soon | 56.5% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Agents-A1 public-lane score: Coming soon
- LFM2.5-8B-A1B public-lane score: 17.3 (Unranked · 3 rankable rows)

| Benchmark | Agents-A1 | LFM2.5-8B-A1B | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | Coming soon | 88.8% | Coming soon |
| AIME 2025 | Coming soon | 42.5% | Coming soon |
| AIME26 | Coming soon | 50.0% | Coming soon |

## FAQ

### Is there enough evidence to pick between Agents-A1 and LFM2.5-8B-A1B?

Not yet. The models share only 1 sourced benchmark row, 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

- [Agents-A1 vs Agents-A1-F16-GGUF](/compare/agents-a1-vs-agents-a1-f16-gguf)
- [LFM2.5-8B-A1B vs Agents-A1-F16-GGUF](/compare/agents-a1-f16-gguf-vs-lfm2-5-8b-a1b)
- [Agents-A1 vs Agents-A1-FP8](/compare/agents-a1-vs-agents-a1-fp8)
- [LFM2.5-8B-A1B vs Agents-A1-FP8](/compare/agents-a1-fp8-vs-lfm2-5-8b-a1b)

## Explore More

- [Agents-A1 profile](/models/agents-a1)
- [LFM2.5-8B-A1B profile](/models/lfm2-5-8b-a1b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)
