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Technical notes from my AI, ML, and full-stack engineering journey.

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18 min readEngineering

Teaching a Computer to See What Human Eyes Miss: Building an AI PCB Inspection System

How I built an end-to-end deep learning pipeline that detects PCB manufacturing defects with 98.3% recall, processing boards at industrial speeds.

Computer VisionDeep LearningPyTorch
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16 min readAI

Building AigilityX: An AI Agent Platform with Voice, RAG, and Real-Time Communication

How I built AigilityX to combine intelligent agents, voice interaction, RAG, and live WebSocket communication into one production-style platform.

AigilityXAgentic AIRAG
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20 min readEngineering

When Seeing Is Not Enough: Building an AI System to Detect What Hides in Plain Sight

Implementing a deep learning system for camouflaged object detection using PyTorch and SINet, tackling one of computer vision's hardest problems.

Computer VisionDeep LearningPyTorch
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19 min readEngineering

Building a Fully Automated Air Quality Predictor with MLOps: From Raw Data to Real-Time Forecasts

How I built a fully automated, serverless MLOps pipeline that forecasts AQI three days ahead with explainability, alerts, and a live dashboard.

MLOpsAQITime Series
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