AI startup Interfaze has open-sourced interfaze-1-lite, a multi-model system that puts OCR, speech recognition, image segmentation, classification and forecasting behind a single interface. In the setup, Qwen3.8-27B acts as the orchestration core: it interprets user requests and routes them to task-specific models. Document recognition uses Chandra OCR and PaddleOCR, speech-to-text is handled by Whisper, image segmentation runs through SAM 2.1, and time-series forecasting is assigned to TimesFM. Developers deploying the system locally still need to download the weights for those models, but Interfaze removes the work of wiring the stack together. The company said it has already handled model scheduling, data transformation and standardized outputs, exposing only one interface to upstream applications. For OCR and similar tasks, the system also returns confidence scores and text coordinates so downstream programs can decide whether human review is needed. Interfaze calls the design a "Mixture of Architectures." The full system can run on a single 80GB H100.
AI startup Interfaze has open-sourced interfaze-1-lite, a multi-model system that connects OCR, speech recognition, image segmentation, classification and forecasting through a single interface.
Qwen3.8-27B serves as the orchestration core. It interprets user requests, then calls specialized models to carry out each task. For document recognition, the system uses Chandra OCR and PaddleOCR. Whisper handles speech-to-text. SAM 2.1 is used for image segmentation, while TimesFM is assigned to time-series forecasting.
For developers, local deployment still requires downloading the weights of those models. What Interfaze removes is the need to assemble the full stack on their own. The company has already handled model scheduling, data conversion and unified output formatting, exposing just one interface to higher-layer applications.
For OCR and related tasks, the system also returns confidence scores and text positions, giving downstream programs a way to decide whether manual review is needed. Interfaze describes this setup as a "Mixture of Architectures." The full system can run on a single 80GB H100.
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