Advancing efficient intelligence
through open research.

We explore language modeling, efficient architectures,
training methodologies and future AI systems.

Featured Research

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Research Areas

Efficient Language Models

Building smaller yet powerful models that deliver maximum performance with minimal computational cost.

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Alignment & Instruction Following

Improving model behavior, safety and instruction following through alignment and tuning.

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Reasoning Systems

Enhancing logical reasoning, problem solving and mathematical capabilities in language models.

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Future Architectures

Exploring novel architectures and training paradigms for the next generation of AI systems.

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Technical Notes

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Current Research Directions

Publications

SPM-350M
Technical Report
v1.0

Detailed report on architecture, training, datasets and results.

📄 PDF 📑 112 Pages

Research Timeline

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SPM-350M First release Jun 2026 Completed
SPM-350M Ultra Chat edition Jun 2026 Completed
SPM-1.2B Next generation model Q3 2026 In Progress
Future Architectures Research & development 2026+ Planned