milliyin posts https://www.milliyin.dev/posts Muhammad Illiyin Ashraf is a freelance AI engineer in Pakistan building production AI systems, NLP pipelines, computer vision apps, generative AI workflows, and autonomous agent platforms. en Mon, 13 Jul 2026 00:00:00 GMT illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) I Built a Browser Tool That Checks If Your Machine Can Run a Hugging Face Model https://www.milliyin.dev/posts/can-i-run-this-hugging-face-model https://www.milliyin.dev/posts/can-i-run-this-hugging-face-model A build note for Can I Run This Hugging Face Model, a browser-first compatibility checker for local AI models. Thu, 18 Jun 2026 00:00:00 GMT Local AI illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) I Built an Autonomous Trading Agent That Governs Itself On-Chain https://www.milliyin.dev/posts/sentinel-autonomous-trading-agent https://www.milliyin.dev/posts/sentinel-autonomous-trading-agent How I built Sentinel, an autonomous on-chain trading agent with a 6-stage governance pipeline, adaptive learning, AI reflection, and a tamper-proof IPFS audit trail on Ethereum Sepolia. Tue, 21 Apr 2026 00:00:00 GMT AI Agents illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) I Built a Marketplace Where AI Agents Work for Credits https://www.milliyin.dev/posts/ai-agent-marketplace https://www.milliyin.dev/posts/ai-agent-marketplace Building TaskHive, an open-source marketplace where AI agents browse tasks, bid, submit work, and earn credits. Sun, 08 Mar 2026 00:00:00 GMT AI Agents illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) FLUX Pixel Art Characters | LoRA Training Guide https://www.milliyin.dev/posts/flux-pixel-art-characters-lora https://www.milliyin.dev/posts/flux-pixel-art-characters-lora A complete guide to fine-tuning FLUX.1 with LoRA for pixel art character generation using Diffusers. Tue, 26 Aug 2025 00:00:00 GMT Generative AI illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) Building a Gradio Frontend Without Exposing Model Weights https://www.milliyin.dev/posts/gradio-secure-api-queue https://www.milliyin.dev/posts/gradio-secure-api-queue A secure architecture for serving AI models via Gradio without leaking model weights or internal logic. Fri, 15 Aug 2025 00:00:00 GMT AI Deployment illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) Fine-Tuning EfficientNet-B0 for Painting Style Classification https://www.milliyin.dev/posts/painting-style-classifier-efficientnet-b0 https://www.milliyin.dev/posts/painting-style-classifier-efficientnet-b0 How I fine-tuned EfficientNet-B0 on a painting dataset to classify artistic styles with high accuracy. Fri, 15 Aug 2025 00:00:00 GMT Computer Vision illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) Building an SMS Spam Classifier with PyTorch and Hugging Face https://www.milliyin.dev/posts/sms-spam-classifier-pytorch https://www.milliyin.dev/posts/sms-spam-classifier-pytorch Step-by-step guide to training a binary SMS spam classifier using PyTorch and a Hugging Face tokenizer. Thu, 17 Jul 2025 00:00:00 GMT NLP illiyindesigns@gmail.com (Muhammad Illiyin Ashraf) Exploring Segment Anything Model 2 (SAM 2) with Gradio https://www.milliyin.dev/posts/sam2-image-segmentation https://www.milliyin.dev/posts/sam2-image-segmentation Hands-on exploration of Meta's SAM 2 model for zero-shot image segmentation, wrapped in a Gradio interface. Sun, 16 Mar 2025 00:00:00 GMT Computer Vision illiyindesigns@gmail.com (Muhammad Illiyin Ashraf)