KAT-Coder-Air V2.5 vs Muse Spark 1.1
How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for KAT-Coder-Air V2.5 and Muse Spark 1.1.
KAT-Coder-Air V2.5
KAT-Coder-Air V2.5 is a flagship-level Agentic Coding model that can directly hand over an entire issue or an entire business workflow to it, allowing it to autonomously locate and make...
Muse Spark 1.1
Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, audio, and PDF documents and returns text, with a 1M-token context...
Technical Specifications
| Specification | KAT-Coder-Air V2.5 | Muse Spark 1.1 |
|---|---|---|
| Provider | Kuaishou | Meta |
| Context Window | 256,000 tokens | 1,048,576 tokens |
| Agent Suitability | N/A | N/A |
| Time to First Token (TTFT) | N/A | N/A |
| Deployment Model | managed api | managed api |
| Production Stability | stable | beta |
| API Available | Yes | Yes |
| Released Date | 2026-07-10 | 2026-07-16 |
API Pricing Comparison
Input Price per Million Tokens
KAT-Coder-Air V2.5
$0.15
Muse Spark 1.1
$1.25
Output Price per Million Tokens
KAT-Coder-Air V2.5
$0.60
Muse Spark 1.1
$4.25
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Benchmark Performance Metrics
Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.
KAT-Coder-Air V2.5 Quirks & Gotchas
No developer gotchas reported.
Muse Spark 1.1 Quirks & Gotchas
No developer gotchas reported.