Model comparison
Agents-A1 vs SWE-1.7
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use BenchLM's provisional ranking lane.
Evidence parity. Agents-A1 and SWE-1.7 share 0 comparable benchmark results. 1 of 8 categories are comparable. 6 results are unique to Agents-A1; 4 to SWE-1.7.
Updated July 14, 2026- Shared results
- 0
- Agents-A1 only
- 6
- SWE-1.7 only
- 4
- Comparable categories
- 1 / 8
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.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
SWE-1.7 is clearly ahead on the provisional aggregate, 74 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.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Agents-A1 | SWE-1.7 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Agents-A1Not available | SWE-1.7Not available | A complete price comparison is not available. |
| Generation speedtokens per second | Agents-A1Not available | SWE-1.7Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Agents-A1Not available | SWE-1.7Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Agents-A1262K | SWE-1.7256K | Agents-A1 lists the larger context window. |
Benchmark Deep Dive
AgenticSWE-1.7 wins4 benchmarks
Coding3 benchmarks
Reasoning1 benchmarks
| Benchmark | Agents-A1 | SWE-1.7 | Result |
|---|---|---|---|
| LongBench v2Source | 60.2% | — | Not comparable |
Knowledge1 benchmarks
| Benchmark | Agents-A1 | SWE-1.7 | Result |
|---|---|---|---|
| HLESource | 47.6% | — | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Agents-A1 | SWE-1.7 | Result |
|---|---|---|---|
| IFEvalSource | 94.8% | — | Not comparable |
Frequently Asked Questions (2)
Which is better, Agents-A1 or SWE-1.7?
SWE-1.7 is ahead on BenchLM's provisional leaderboard, 74 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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