A Dev with 10 years of experience delivering production software, from backend systems to full-stack products. In recent years, my core focus has been AI/ML, with deep specialization in Machine Vision / Computer Vision for industrial and real-world environments. I help teams turn complex ideas into reliable systems that can actually run in production. 🚀

• AI Agents & Multi-Agent Systems
• RAG Chatbots & Knowledge Assistants
• Design end-to-end Machine Vision and Computer Vision solutions
• AI Automation Workflows & VoiceAI Agents
• Integrate AI workflows with manufacturing software and PLC-connected systems
• Lead technical architecture from feasibility to deployment
• Build OpenCV and Deep Learning pipelines for inspection and automation
• Deploy on edge and on-premise environments with practical constraints

• Limited labeled data and low-defect-sample projects
• Unstable lighting and changing production conditions
• Inspection systems that need tunable thresholds for operations teams
• AI retrofit into existing production lines (brownfield environments)
• Reliability and maintainability under industrial constraints

• Web3-based AI Trading Bots
• AI-powered visual inspection
• Edge AI inference and optimization
• PPE detection and safety vision workflows
• Object counting and event detection

• Architecture-first approach before implementation scaling
• Fast feasibility validation to reduce delivery risk
• Independent execution with strong team collaboration when needed
• Clean communication with both engineers and stakeholders

1. Clarify process, constraints, and business goals
2. Feasibility and risk analysis
3. Imaging and hardware recommendations
4. Model and pipeline architecture
5. Deployment design (edge/on-prem)
6. Validation, iteration, and production hardening

• Languages: Python, C++, JavaScript, TypeScript, Rust, Solidity
• AI/Vision: OpenAI,OpenClaw, Hugging Face, OpenCV, PyTorch, TensorFlow, ONNX
• Deployment: AWS, VerCel,Railway, CPU/GPU optimization
• Integration: AI integration into existing sites, PLC-aware workflows and manufacturing system integration