The Sovereign Visual IDE for AI Models & GGUF Quantization Architecture Inspect 400+ GB model weights in <309ms with zero RAM bloat, tune layer precision, edit Jinja2 chat templates, scale LoRAs, and publish to HuggingFace or Ollama in 1 click.
- ⚡ Sub-309ms Zero-Copy Memory Reader: Native C# .NET 10 binary parser using
MemoryMappedFileandSpan<T>. Reads multi-hundred GB models in 309 milliseconds with ~40MB RAM footprint. - 🌐 Universal Multi-Format Support: GGUF v2/v3, SafeTensors, ONNX, and TFLite support across Gemma, Llama, Qwen, DeepSeek, and Mistral model families.
- 📝 Interactive Header & Jinja2 Template Editor: Dedicated multi-line Jinja2 chat template inspector (
tokenizer.chat_template), RoPE frequency tuner, and metadata key-value editor. - 🧩 LoRA Adapter Workbench: Inspect rank (
$r$ ), alpha ($\alpha$ ), and target modules with live interactive alpha scaling sliders ($0.0\times \rightarrow 2.0\times$ ) and 1-click model merging. - ⚡ GGUF Precision Quantizer & Perplexity Evaluator: Convert tensor precision between
IQ4_XS,Q4_K_M,Q6_K,Q8_0, andFP16while calculating live perplexity SNR scores and Wikitext-2 quality grades. - 💾 Hardware VRAM Estimator: Calculate exact GPU/TPU VRAM memory requirements for 4k, 32k, and 128k context windows.
- 🚀 1-Click Publishing: Direct 1-click deployment to Ollama (
ollama create) and HuggingFace Hub repositories. - 🔀 FrankenMerge SLERP Merger & Splitter: Slerp interpolation preview between Model A and Model B, plus multi-part GGUF file splitting.
- 🎨 Dynamic Studio Theme Engine: Sleek left navigation drawer sidebar with real-time themes (Cyberpunk Neon, Obsidian Dark, Emerald Studio, Clean Dark Slate).
git clone https://github.com/ash-forge/model-studio-ide.git
cd model-studio-ide/ModelStudio.App
dotnet build -c ReleaseBuilt with ❤️ by ash-forge © 2026. Open source under the MIT License.