A developer has created a new inference server for Large Language Models (LLMs) entirely in C# using SpawnDev.ILGPU.ML. This server is designed to be a drop-in replacement for Ollama, supporting Ollama's API and reading models directly from the Ollama cache without re-downloading. While still in early development, its performance for interactive chat is comparable to Ollama, with token generation speeds approaching those of the established llama.cpp backend. The project aims to provide a fully C#-native solution for running LLMs, including tokenizer, dequantization, and attention mechanisms, with GPU kernels transpiled from C#. AI
IMPACT Offers a C#-native alternative for local LLM inference, potentially simplifying integration for .NET developers.
RANK_REASON This is a third-party tool that integrates with existing LLM infrastructure, rather than a direct release from a frontier lab.
- Claude CLI
- Codex
- Continue
- GGUF
- ILGPU
- llama.cpp
- Ollama
- OpenAI
- qwen2.5-coder:7b
- Pi
- SpawnDev.ILGPU.ML
- C#
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