H2O-Lightning Models by H2O.ai

H2O.aiApache 2.0Open sourceAgents
H2O.ai releases · 1 in the last 12 monthsChangelog →
1 model2026Up to 40K ctx

Last refreshed 2026-10-12. Next refresh: weekly.

Details

ResearcherH2O.ai
LicenseApache 2.0OSI-approved
Commercial useCommercial use: permitted
Models1
Released2026
Max context40K

Capabilities

VisionAll models
MultimodalAll models
Structured OutputsAll models

About

H2O-Lightning is H2O.ai's family of open-weight decision models. Models answer typed Choice, Noul and Score questions about a record (and, in image-capable releases, about attached images), returning a probability for each option in one forward pass without generating explanations.

Decision facts

Best fit
agentsvision and multimodal workstructured outputs
Capability starting point
H2O-Lightning-4B with 40K context and structured outputs and multimodal inputs
Lowest tracked input
Not tracked
Closest related family
Agents-A1

Current Variants

Use-when guidance is based on each model's tracked capabilities, context window, release date, and replacement status.

1 in view

Use when the workload needs 40K context, 4B parameters, and structured outputs.

2026-1040K context4B parametersstructured outputs

Release Timeline

1 release group
2026-10
1 current
H2O-Lightning-4B
40K context4B parametersstructured outputs
Current

Specifications(1 models)

H2O-Lightning model specifications comparison
ModelReleasedContextParametersVisionMultimodalStructured Outputs
H2O-Lightning-4B2026-1040K4BYesYesYes