AI FIRST ENGINEERING (AIFE) LLC
The AIFE Process for Conversational Engineering
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AI FIRST ENGINEERING TOOLS

Practical AI tools
for learning and education.

Reusable agents, frameworks, guides, and workflows for applying AI responsibly and effectively in engineering learning and education.

A GROWING AIFE LIBRARY

Tools designed around human responsibility.

AI First Engineering Tools is an expandable collection for students and educators. Individual toolkits bring together coordinated resources around a specific learning or instructional workflow.

AI Agents & Workflows
Instructor Frameworks
Student Learning Tools
Setup & Implementation Guides
CURRENT TOOLKITS

AIFE Tools Library

Toolkits are versioned and may grow independently as classroom use, validation, and new applications inform future releases.

TOOLKIT 1 · VERSION 1.0

Assignment Design & Review

A coordinated instructor-and-student toolkit for designing AI-resilient assignments and helping students review completed work before submission while keeping understanding, validation, judgment, and final responsibility with the human.

Explore Toolkit 1 →
FOR INSTRUCTORS

AI-Resilient Assignment Design

Master Framework for Learning and Assessment in the Age of Generative AI.

FOR STUDENTS

Pre-Submission Review Agent

A second set of eyes before you submit. Current release: V1.0.

GETTING STARTED

Cursor Setup & Student Use Guide

Beginner-oriented installation, setup, review, and verification guidance.

Additional AIFE toolkits will be added here as they are released.

AI assists. The human remains responsible.

AIFE tools are designed to strengthen understanding, validation, judgment, and responsible human decision-making—not replace them.