Agents-A1 vs SWE-1.7
Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
SWE-1.7 leads for most workloads.
Based on BenchLM composite scores, July 2026.
Agents-A1
63
SWE-1.7
75
Pick SWE-1.7 if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if you need the larger 262K context window.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Agents-A1 | Δ | SWE-1.7 |
|---|---|---|---|
| Agentic | 75.5 | → 6.0 | 81.5 |
| Reasoning | 60.2 | — | — |
| Knowledge | 47.6 | — | — |
| Inst. Following | 94.8 | — | — |
Operational Comparison
Agents-A1
SWE-1.7
N/A
N/A
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262K
256K
Quick Verdict
Pick SWE-1.7 if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if you need the larger 262K context window.
SWE-1.7 is clearly ahead on the provisional aggregate, 75 to 63. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
SWE-1.7's sharpest advantage is in agentic, where it averages 81.5 against 75.5.
Agents-A1 gives you the larger context window at 262K, compared with 256K for SWE-1.7.
Benchmark Deep Dive
Frequently Asked Questions (2)
Which is better, Agents-A1 or SWE-1.7?
SWE-1.7 is ahead on BenchLM's provisional leaderboard, 75 to 63.
Which is better for agentic tasks, Agents-A1 or SWE-1.7?
SWE-1.7 has the edge for agentic tasks in this comparison, averaging 81.5 versus 75.5. Agents-A1 stays close enough that the answer can still flip depending on your workload.
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