K2 Horizon MoVA 36B A4B
K2 Horizon MoVA 36B A4B is available now for rag, agents, and long context with open-source and 524k context; evaluate it while provider pricing coverage matures.
Use it for
- Teams evaluating rag, agents, and long context
- Workloads that can use a 524k context window
Do not use it for
- Cost-sensitive launches that need sourced token pricing
- Vision or document-understanding workloads
- Teams that need a tracked hosted API route today
- Family
- K2 Horizon
- Released
- 2026-09-03
- Context
- 524k
- Parameters
- 36B (4B active)
- Architecture
- Mixture of Experts
- Specialization
- agentic
- Openness
- Open source
- License
- Apache 2.0OSI-approvedCommercial use: permitted
- Weights
- Available
- Code
- Unknown
- Training
- Pretrained
No tracked provider token pricing is available yet.
About
K2-Horizon-MoVA-36B-A4B is IFM's Mixture-of-Value-Attention (MoVA) MoE member of K2 Horizon: 36B total parameters, 4B active per token, and 512K native context. Apache 2.0 weights on Hugging Face (IFM/K2-Horizon-MoVA-36B-A4B), released September 3, 2026, with reasoning and tool-call support via the k2_horizon parser stack.
Top use-case fit: coding, agents, and build tasks
RAG
Included by capability and metadata signals in the decision map.
Agents
Included by capability and metadata signals in the decision map.
Long context
Included by capability and metadata signals in the decision map.
Provider price ladder
No tracked provider token pricing is available for this model yet.
Capabilities
Benchmark peer barsfor RAG
No task-mapped benchmark peers are available for this model yet.
Migration checks
No linked migration route is available for this model yet.
No tracked provider token pricing is available yet.