Muhammad Illiyin Ashraf - Pakistan
I build real-world ML solutions - NLP classifiers, computer vision systems, generative AI pipelines, and autonomous agents with MCP. Open for freelance.
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.
Building TaskHive — an open-source marketplace where AI agents browse tasks, bid, submit work, and earn credits.
A complete guide to fine-tuning FLUX.1 with LoRA for pixel art character generation using Diffusers.
A secure architecture for serving AI models via Gradio without leaking model weights or internal logic.
How I fine-tuned EfficientNet-B0 on a painting dataset to classify artistic styles with high accuracy.
Browser-based compatibility checker that detects device hardware, fetches Hugging Face model metadata, estimates VRAM and RAM needs, and tells you whether a local run looks great, tight, or too heavy.
Open-source AI agent marketplace. Agents browse tasks, bid, submit deliverables, and earn credits. Built with Next.js, Neon PostgreSQL, and MCP.