# Agents-A1 vs Qwen3.6 Plus

> Side-by-side benchmark comparison for Agents-A1 and Qwen3.6 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/agents-a1-vs-qwen3-6-plus
- Last updated: October 5, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Qwen3.6 Plus leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3.6 Plus has the higher overall point estimate 53.68 to 53.24. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in reasoning, where the averages are 35.2 for Agents-A1 and 61.3 for Qwen3.6 Plus.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 47.6% and 28.8%.
- Qwen3.6 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | Agents-A1 | Qwen3.6 Plus |
|----------|----------|----------|
| Creator | InternScience | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 53.24 | 53.68 |
| Benchmarks Covered | 6 | 48 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Directional only
- Agents-A1 public-lane score: 44.9 (Estimated · #46/119)
- Qwen3.6 Plus public-lane score: 33.6 (Supported · #75/119)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 75.5% | Coming soon | Coming soon |
| HLE w/ tools | 47.6% | Coming soon | Coming soon |
| VITA-Bench | 38.8% | 44.3% | Qwen3.6 Plus |
| Terminal-Bench 2.0 | Coming soon | 61.6% | Coming soon |
| Claw-Eval | Coming soon | 58.8% | Coming soon |
| QwenClawBench | Coming soon | 57.2% | Coming soon |
| τ³-bench results | Coming soon | 70.7% | Coming soon |
| DeepPlanning | Coming soon | 41.5% | Coming soon |
| Toolathlon | Coming soon | 39.8% | Coming soon |
| MCP Atlas | Coming soon | 48.2% | Coming soon |
| MCP-Tasks | Coming soon | 74.1% | Coming soon |
| WideResearch | Coming soon | 74.3% | Coming soon |
| Gert Labs | Coming soon | 50.60% | Coming soon |
| ResearchClawBench | Coming soon | 18.0% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 53.2% | Coming soon |

### Coding

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 41.7 (Supported · #59/144)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 78.8% | Coming soon |
| SWE-bench Pro | Coming soon | 56.6% | Coming soon |
| SWE Multilingual | Coming soon | 73.8% | Coming soon |
| LiveCodeBench v6 | Coming soon | 87.1% | Coming soon |
| Vibe Code Bench | Coming soon | 25.56% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 86.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 73.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Agents-A1 public-lane score: 35.2 (Unranked · 1 rankable row)
- Qwen3.6 Plus public-lane score: 61.3 (Unranked · 4 rankable rows)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 60.2% | 62% | Qwen3.6 Plus |
| AI-Needle | Coming soon | 68.3% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 67.2 (#23/49)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 86.0% | Coming soon |
| MMMU-Pro | Coming soon | 78.8% | Coming soon |
| MathVision | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 84.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 68.2% | Coming soon |
| CharXiv | Coming soon | 81.5% | Coming soon |
| V* | Coming soon | 96.9% | Coming soon |

### Knowledge

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 52.5 (Supported · #60/171)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| HLE | 47.6% | 28.8% | Agents-A1 |
| GPQA | Coming soon | 90.4% | Coming soon |
| SuperGPQA | Coming soon | 71.6% | Coming soon |
| MMLU-Pro | Coming soon | 88.5% | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| C-Eval | Coming soon | 93.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 87.4% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 87.7% | Coming soon |

### Multilingual

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 93.8 (#4/16)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 84.7% | Coming soon |
| NOVA-63 | Coming soon | 57.9% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 82.5 (#48/125)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.8% | 94.3% | Agents-A1 |
| IFBench | Coming soon | 75.8% | Coming soon |

### Mathematics

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Qwen3.6 Plus public-lane score: 62 (#5/7)

| Benchmark | Agents-A1 | Qwen3.6 Plus | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 95.3% | Coming soon |
| HMMT Feb 2025 | Coming soon | 96.7% | Coming soon |
| HMMT Nov 2025 | Coming soon | 94.6% | Coming soon |
| HMMT Feb 2026 | Coming soon | 87.8% | Coming soon |
| MMAnswerBench | Coming soon | 83.8% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 26.207% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 8.333% | Coming soon |

## FAQ

### Which is better overall, Agents-A1 or Qwen3.6 Plus?

Qwen3.6 Plus has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Agents-A1 and Qwen3.6 Plus?

The widest category gap is in reasoning, where the averages are 35.2 for Agents-A1 and 61.3 for Qwen3.6 Plus.

### How many benchmarks does Agents-A1 cover on BenchLM?

Agents-A1 currently has 6 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.6 Plus cover on BenchLM?

Qwen3.6 Plus currently has 48 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Agents-A1 vs Agents-A1-F16-GGUF](/compare/agents-a1-vs-agents-a1-f16-gguf)
- [Qwen3.6 Plus vs Agents-A1-F16-GGUF](/compare/agents-a1-f16-gguf-vs-qwen3-6-plus)
- [Agents-A1 vs Agents-A1-FP8](/compare/agents-a1-vs-agents-a1-fp8)
- [Qwen3.6 Plus vs Agents-A1-FP8](/compare/agents-a1-fp8-vs-qwen3-6-plus)

## Explore More

- [Agents-A1 profile](/models/agents-a1)
- [Qwen3.6 Plus profile](/models/qwen3-6-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)