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Beyond Decoders — Translation & Classification
Encoder-decoder and encoder-only models for tasks where a decoder-only LLM isn’t the right tool.
Optimized Runtimes — GGUF & ONNX Builds
Every quantized and exported artifact in one place. GGUF builds for llama.cpp, Ollama and LM Studio; ONNX exports for ONNX Runtime and browser.
Task-Specific Fine-Tunes — FFT, LoRA & QLoRA
Parameter-efficient fine-tunes across three base families (Qwen2.5, Llama 3.2, Gemma 3) at 1B–3B scale. Text-to-SQL, reflective reasoning, paraphrasin
Beyond Decoders — Translation & Classification
Encoder-decoder and encoder-only models for tasks where a decoder-only LLM isn’t the right tool.
Optimized Runtimes — GGUF & ONNX Builds
Every quantized and exported artifact in one place. GGUF builds for llama.cpp, Ollama and LM Studio; ONNX exports for ONNX Runtime and browser.
Task-Specific Fine-Tunes — FFT, LoRA & QLoRA
Parameter-efficient fine-tunes across three base families (Qwen2.5, Llama 3.2, Gemma 3) at 1B–3B scale. Text-to-SQL, reflective reasoning, paraphrasin