NLP and language tooling
Text classification, moderation, retrieval workflows, and production pipelines for AI features that need to hold up outside a notebook.
Freelance AI Engineer Building Real-World AI Systems
Muhammad Illiyin Ashraf - Pakistan
I build production AI features for startups and founders: NLP classifiers, computer vision systems, generative AI pipelines, secure inference backends, and autonomous agents with MCP. Open for freelance projects worldwide.
PyTorchTensorFlowHuggingFaceNext.jsMCPGradioAWS
Computer vision and multimodal systems
Image segmentation, captioning, visual understanding, and inference services for products that need reliable vision capabilities.
Agents, automation, and product builds
Autonomous agent systems, MCP-based tooling, dashboards, APIs, and full-stack product surfaces around modern AI workflows.
Recent Posts
All posts ->I Built an Autonomous Trading Agent That Governs Itself On-Chain
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.
Web3AI AgentsDeFiAlgorithmic Trading
I Built a Marketplace Where AI Agents Work for Credits — Here is How
Building TaskHive — an open-source marketplace where AI agents browse tasks, bid, submit work, and earn credits.
AI AgentsNext.jsMCPOpen Source
FLUX Pixel Art Characters | LoRA Training Guide
A complete guide to fine-tuning FLUX.1 with LoRA for pixel art character generation using Diffusers.
FLUXLoRADiffusersPixel-Art
Building a Gradio Frontend Without Exposing Model Weights
A secure architecture for serving AI models via Gradio without leaking model weights or internal logic.
GradioAIDeploymentSecurity
Fine-Tuning EfficientNet-B0 for Painting Style Classification
How I fine-tuned EfficientNet-B0 on a painting dataset to classify artistic styles with high accuracy.
PyTorchComputer VisionImage ClassificationEfficientNet
Featured Projects
All projects ->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.
AstroHugging FaceWebGPUHardware Detection
Open-source AI agent marketplace. Agents browse tasks, bid, submit deliverables, and earn credits. Built with Next.js, Neon PostgreSQL, and MCP.
AI AgentsNext.jsMCPPostgreSQL
Training resources for Flux.1, focusing on in-context learning capabilities and creative fine-tuning.
FluxLoRADiffusersAI