name: Vamshi Krishna
role: Mechanical Design Engineer
experience: 3+ Years
location: United States
focus: Automation Systems | Manufacturing | Process Optimization
learning: AI/ML applications for Industry 4.0I don't just build systems—I build systems that last. Every project starts with understanding the real problem, not jumping to solutions.
My approach:
├── Simplify first, optimize later
├── Make it work → Make it right → Make it fast
├── Document like someone else will maintain it
└── If it can't be explained simply, it's not ready
What I believe:
- Clarity over cleverness — Clean solutions beat complex hacks
- Learn by building — Theory without practice is just noise
- Fail fast, fix faster — Iteration beats perfection
- Bridge the gap — The future is where mechanical meets intelligent
I come from the manufacturing floor. I understand constraints, timelines, and what it means when a system fails at 2 AM. That's why I build things that are reliable first, impressive second.
┌─────────────────────────────────────────────────────────────────┐
│ AI/ML FOR MANUFACTURING │
├─────────────────────────────────────────────────────────────────┤
│ ◈ Computer Vision ──────────── Quality Inspection Systems │
│ ◈ Process Automation ───────── Workflow Optimization │
│ ◈ Data Analytics ───────────── Statistical Process Control │
│ ◈ Industrial IoT ───────────── Sensor Integration │
└─────────────────────────────────────────────────────────────────┘
| Project | Description | Stack |
|---|---|---|
| FitMentor Form Analyzer | CV-based quality control for manufacturing & safety | Python CV |
| AI Mock Interviews | Voice-based LLM platform with GPT-4 & Vapi | TypeScript |
| n8n Workflows | Automation workflows for APIs & orchestration | n8n |
| Subscription Tracker | Full-stack app with JWT auth & Upstash | JavaScript |
| MLOps Demo | End-to-end ML pipeline | Python MLOps |

