Niraj ChaurasiyaBuilding systems under uncertainty

TechXEng

TechXEng documents the process of moving from memorized equations toward system-level understanding. It combines engineering experiments, technical communication, robotics development, and the study of uncertainty.

Current direction

Building a human-like robotic hand while developing a structured pathway from CAD to control systems.

The problem

Engineering education can reward formula recall and software operation without requiring learners to understand system boundaries, governing interactions, assumptions, or uncertainty.

Why it matters

Engineers make decisions in physical systems where incomplete understanding has real consequences. Technical competence requires more than obtaining the correct numerical output.

How it currently works

The present model

01

Engineering concepts are explained through complete system boundaries.

02

Inputs, governing interactions, outputs, and assumptions are identified.

03

Physical projects are used to test whether conceptual understanding transfers.

04

Mistakes and design revisions are documented as part of the learning process.

05

Videos connect mathematical representations to physical behavior.

Open investigation

Questions guiding the work

01

What does it mean to understand an engineering system?

02

How should assumptions be made visible?

03

When is a model sufficiently accurate for action?

04

How can failed prototypes become evidence of learning?

Current understanding

What appears known—and what does not

Current understanding

What I presently understand

A correct answer does not necessarily demonstrate system understanding.

Design intent matters because models must survive parameter changes.

Physical behavior emerges from interactions, not isolated components.

Uncertainty should remain visible during engineering explanation.

Latent uncertainty

What remains unresolved

How should the engineering learning pathway be sequenced?

How much mathematical depth should each public explanation contain?

How should physical experiments be evaluated as evidence of understanding?

Development history

Project timeline

Parametric design progress

Moved from underdefined sketches toward fully defined links and design intent.

Robotic hand series launched

Started documenting the attempt to build a human-like robotic hand.

What Is a System?

Published an early explanation of systems, boundaries, inputs, interactions, and outputs.

TechXEng launched

Started publishing engineering and systems-thinking explorations.

Related work

This project does not exist alone