KAT Dev 32B
KAT Dev 32B is worth evaluating for coding when its provider route and context window match the workload.
Use it for
- Teams evaluating coding
- Buyers comparing 1 tracked provider route
Do not use it for
- Vision or document-understanding workloads
- Strict JSON or tool-calling flows
- Family
- KAT
- Released
- 2025-10-14
- Parameters
- 32B
- Architecture
- Decoder Only
- Specialization
- code
- Openness
- Proprietary
- License
- ProprietaryCommercial use: conditional
- Training
- Pretrained
Cheapest of 1 route · Fireworks AI
About
KAT-Dev-32B is an open-source 32B-parameter agentic coding model from Kwaipilot, based on Qwen3-32B. Achieves 62.4% on SWE-Bench Verified, ranking 5th among open-source models as of release. Licensed Apache 2.0. Available on HuggingFace (Kwaipilot/KAT-Dev) and Fireworks AI.
KAT Dev 32B is a proprietary model in the KAT family. This page tracks provider routes through Fireworks AI, with the cheapest tracked route listed at $0.9 input and $0.9 output per 1M tokens. No headline benchmark score is tracked for KAT Dev 32B yet.
Top use-case fit: coding, agents, and build tasks
Coding
Included by capability and metadata signals in the decision map.
Provider price ladder
Compare API pricing across 1 providers for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Route |
|---|---|---|---|
| Fireworks AI | $0.900 | $0.900 | Serverless |
Available via routers & gateways(1)
Capabilities
No model capability flags are currently sourced.
Benchmark peer barsfor Coding
No task-mapped benchmark peers are available for this model yet.
Migration checks
No linked migration route is available for this model yet.
Frequently asked questions
How much does KAT Dev 32B cost?
KAT Dev 32B is available at $0.9/1M input tokens through Fireworks AI.
When was KAT Dev 32B released?
KAT Dev 32B was released on 2025-10-14.
Which providers offer KAT Dev 32B?
KAT Dev 32B is available from 1 provider: Fireworks AI.
Cheapest of 1 route · Fireworks AI