Agents-A1 vs Kimi K2.6
Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
Kimi K2.6 leads for most workloads.
Based on BenchLM composite scores, July 2026.
Agents-A1
63
Kimi K2.6
75
Verified leaderboard positions: Agents-A1 unranked · Kimi K2.6 #13
Pick Kimi K2.6 if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if knowledge is the priority or you need the larger 262K context window.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Agents-A1 | Δ | Kimi K2.6 |
|---|---|---|---|
| Knowledge | 47.6 | ← 5.4 | 42.2 |
| Agentic | 75.5 | ← 2.0 | 73.5 |
| Coding | — | — | 72.6 |
| Reasoning | 60.2 | — | — |
| Math | — | — | 94.6 |
| Multimodal | — | — | 79.8 |
| Inst. Following | 94.8 | — | — |
Operational Comparison
Agents-A1
Kimi K2.6
N/A
$0.95 / $4
N/A
N/A
N/A
N/A
262K
256K
Quick Verdict
Pick Kimi K2.6 if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if knowledge is the priority or you need the larger 262K context window.
Kimi K2.6 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.
Agents-A1 gives you the larger context window at 262K, compared with 256K for Kimi K2.6.
Benchmark Deep Dive
Frequently Asked Questions (3)
Which is better, Agents-A1 or Kimi K2.6?
Kimi K2.6 is ahead on BenchLM's provisional leaderboard, 75 to 63. The biggest single separator in this matchup is HLE, where the scores are 47.6% and 34.7%.
Which is better for knowledge tasks, Agents-A1 or Kimi K2.6?
Agents-A1 has the edge for knowledge tasks in this comparison, averaging 47.6 versus 42.2. Inside this category, HLE is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Agents-A1 or Kimi K2.6?
Agents-A1 has the edge for agentic tasks in this comparison, averaging 75.5 versus 73.5. Inside this category, Tau2-Telecom is the benchmark that creates the most daylight between them.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
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