Symbol
Symbol

padmanabh

PADMANABH KHUNT, BUILDS INTELLIGENT SYSTEMS AT THE INTERSECTION OF IOT, MACHINE LEARNING, AND RESEARCH. EVERY PROJECT STARTS WITH A CLEAR QUESTION, MOVES THROUGH RIGOROUS EXPERIMENTATION, AND ENDS WITH MEANINGFUL, REAL-WORLD IMPACT. NO SHORTCUTS. NO NOISE. JUST PURPOSE-DRIVEN ENGINEERING.

▶ Interface Alchemy

▶ Scroll Sorcery

Design

01

01

Data flow

System

02

02

Architecture

deploy

03

03

real systems

Scroll to explore
Symbol

▶ Skillset

SKILLS I’VE SHARPENED BY BUILDING REAL-WORLD SYSTEMS

[ Move 01 ]

SYSTEM STRATEGY

[ Move 02 ]

SYSTEM ARCHITECTURE

[ Move 03 ]

INTELLIGENT MODELS

[ Move 04 ]

DEPLOYMENT & SCALING

STUFF I’VE LEVELED UP SO CONNECTED SYSTEMS BEHAVE WHEN IT MATTERS

This space is shaped by real-world systems, not assumptions. Signals replace guesswork. Data replaces noise. Every device, model, and pipeline is designed to respond reliably under constraints — bandwidth, latency, environment, and scale. Nothing is rushed. Nothing is decorative. Systems earn trust through stability, clarity, and intent.

STUFF I’VE LEVELED UP SO CONNECTED SYSTEMS BEHAVE WHEN IT MATTERS

This space is shaped by real-world systems, not assumptions. Signals replace guesswork. Data replaces noise. Every device, model, and pipeline is designed to respond reliably under constraints — bandwidth, latency, environment, and scale. Nothing is rushed. Nothing is decorative. Systems earn trust through stability, clarity, and intent.

Engineered for when conditions aren’t perfect

Symbol
Symbol
Symbol
Symbol

▶ Deployed abilities

[ Stats synced: 2026 ]

Design

01

01

Data flow

Design

01

Problem Definition

Requirement Gathering

Sensor Selection

Network & Protocol Choice

Data Acquisition Strategy

Deployment Constraints

01

Data flow

System

02

02

Architecture

System

02

IoT Edge Architecture

Data Pipelines

Computer Vision

Analytics & Dashboards

System Integration

Validation & Testing

02

Architecture

deploy

03

03

real systems

deploy

03

Embedded Development

Cloud & Server Integration

Real-Time Monitoring

Alerts & Predictive Maintenance

Optimization & Scaling

Industrial Deployment

03

real systems

Symbol
Symbol
Symbol
Symbol
Symbol
Symbol

▶ Visual logs

/ Portfolio Arc

Noise fades, signals remain

Built for what’s unpredictable

Connected systems never stop

Real Constraints

Signal > Noise

Latency Aware

Failure Tolerant

Edge First

Long-Running

Sensors

Edge Devices

Data Pipelines

Quietly Reliable

No Assumptions

Data First

Built to Last

Tested Outside

Beyond the Demo

Calm Engineering

Real-Time Streams

Monitoring

Alerts

Shipped Carefully

Designed for Drift

No Guesswork

Field Conditions

Deployment

Operational Focus

Built to Observe

Runs Continuously

System Thinking

Failure Aware

Production Mindset

Reliability Over Time