Executespec/ganesh-java-v0.1.0

TEXT GENERATIONPricing:Input $1.2 / Cached $0.24 / Output $4.8Concurrent Unit Cost:1Model Size:12BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Aug 11, 2026License:gemmaArchitecture:Transformer Featherless Exclusive Cold

Ganesh Java v0.1.0 is a 12 billion parameter coding model developed by the ExecuteSpec R&D Lab, based on the Gemma 4 12B IT architecture. It is specifically focused on Java code generation, repair, and developer-assistant workflows. This model excels at generating and completing Java code, assisting with debugging, and supporting refactoring tasks. It is intended for research and evaluation in coding-agent and developer-tool contexts.

Loading preview...

Ganesh Java v0.1.0: A Specialized Java Coding Model

Ganesh Java v0.1.0 is a 12 billion parameter coding model developed by the ExecuteSpec R&D Lab, built upon the Gemma 4 12B IT architecture. This model is distributed as a standalone merged checkpoint, focusing exclusively on Java-related coding tasks. It represents a frozen research release, with development closed after a subsequent unified experiment failed to meet its specialist-preservation gate.

Key Capabilities

  • Java Code Generation and Completion: Designed to generate new Java code and complete existing snippets.
  • Code Repair and Debugging: Assists developers in identifying and fixing issues within Java codebases.
  • Refactoring and Implementation Exploration: Supports restructuring code and exploring alternative implementations.
  • Developer-Assistant Workflows: Intended for integration into coding agents and other developer tools.

Evaluation Snapshot

On a retained 25-task Java executable heldout, Ganesh Java v0.1.0 scored 14/25, improving upon the base model's 11/25 without losing any base-solved tasks. On the 158-task MultiPL-E Java surface, it achieved 143 points compared to the base model's 140. These evaluations are specific to narrow, versioned surfaces and do not imply general coding superiority.

Limitations

As an early coding-model release, Ganesh Java v0.1.0 may produce incorrect, incomplete, insecure, or inefficient code. Users must review and test generated code thoroughly, especially for security-critical or compliance-sensitive applications. Performance can vary significantly with prompt format, runtime, and other inference settings.

Finetunes
1 models