Sentie1.0-3B-Claude-Fable-5-GPT5.2-Sol-Kimi-K3-GLM-5.2-GGUF

🤖 Sentie 1.0-3B UltraCode GGUF

Sentie 1.0-3B UltraCode is a state-of-the-art 3-billion parameter agentic coding and reasoning LLM finetuned on 18,354 multi-turn CoT samples from frontier models (Kimi K3, GPT-5.6 Sol, GLM 5.2, Claude Fable 5).

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🚀 Provided GGUF Quantization Matrix

Download GGUF model files directly from the root repository:

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📱 Mobile Optimization & PocketPal AI Guide

For running Sentie 1.0-3B on mobile devices (iOS / Android), we strongly recommend using PocketPal AI — the premier native mobile app optimized for local LLM inference with Metal/Vulkan GPU acceleration.

💡 Recommended Mobile Model Selection

• 📱 Devices with 4GB – 6GB RAM: Use Sentie1.0-3B.IQ3_M.gguf (1.82 GB) for maximum speed and optimal memory footprint.
• 📱 Devices with 8GB+ RAM: Use Sentie1.0-3B.Q4_K_M.gguf (2.33 GB) for the golden balance of speed and full precision.

⚡ Advanced Mobile Performance Parameters

When configuring PocketPal AI or native llama.cpp engines:

1. Thread Tuning (-t 4): Set thread count to 3 or 4 (matching physical Performance cores). Avoid using all 8 cores to prevent thermal throttling.
2. GPU Offloading (-ngl 99): Enable Vulkan / Metal GPU acceleration for up to +200% token generation speedup.
3. KV-Cache Quantization (-ctk q8_0 -ctv q8_0): Compresses context memory to 8-bit, drastically boosting generation speed during multi-turn conversations.
4. Memory Locking (--mlock): Prevents background OS processes from swapping model weights out of RAM.

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📊 Official Artificial Analysis Leaderboard (Sorted by Intelligence)

Sorted with Sentie 1.0-3B UltraCode first, base model second, and all other models in ascending order of intelligence: