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AI College Prep Academy

The Summer Institute is not currently enrolling.

Tracks like this one were its capstone curriculum. This page stays up because the method it describes is still how we work. What is running right now is founder-led college readiness coaching. If you are not sure what fits, tell us the situation and a person will route it.

Pre-Engineering Track · Inaugural Summer 2028

Senior engineer-led · Co-taught by working professionals · Selective admissions

Build the engineering AI agent the next generation of mechanical, electrical, and biomedical engineers will keep open during their first design review.

Capstone agent · Build hardware AI.
I built an AI agent that suggests CAD revisions based on tolerance constraints.

3 weeks · Grades 8–12 · Chicago · Summer 2028 · tuition & scholarships

High school students in a maker lab examining a robotics prototype, working on a hardware AI agent

What your child will build

The CAD-revision agent

An agentic system that takes an engineering drawing, reasons about tolerances and material specifications, suggests revisions for manufacturability, and produces a design-review memo a junior engineer can present to their team lead.

Claude APIModel Context Protocol (MCP)OpenSCAD or FreeCAD CLIpgvector (spec library)Vercel deploy

The CAD-revision agent

Pre-Engineering capstone · illustrative run

Working
  1. Ingests a CAD drawing or parametric model and parses dimensions, tolerances, and materials

  2. Cross-references manufacturing constraints — tolerance stack-up, material yield, machining feasibility

  3. Suggests revisions with reasoning grounded in design-for-manufacturability principles

  4. Surfaces edge-case failure modes from a curated spec library

  5. Generates a design-review memo with a prioritized revision list

  6. Logs an audit trail of every reasoning step for the team lead's review

Illustrative run — this is the working agent your child builds, step by step, and ships to a personal URL.

Representative profile (not a current faculty member) — Recruiting from · the McCormick School of Engineering network, AI College Prep Academy Pre-Engineering co-teaching roleRepresentative profile · mentor announced pre-season

Co-Teaching Faculty

Practicing engineer archetype (sample profile)

Recruiting from · the McCormick School of Engineering network

Our pre-engineering track will be co-taught by a practicing engineer — recruited from McCormick School of Engineering and the broader hardware and systems engineering ecosystem — alongside a senior software engineer. Your child works directly with an engineer who has shipped physical products and who can articulate the difference between a clever simulation and a manufacturable design. The mentor relationship continues past the program: pre-engineering students who perform well receive a personal letter of recommendation and direct introductions into the broader practitioner network.

What students leave understanding

Students leave understanding the difference between a design that runs in CAD and a design that survives a manufacturing review.

Curriculum Deep-Dive

Week 2 — Engineering AI deep-dive

The pre-engineering cohort splits off from the shared Week 1 foundations and works directly with the engineer on tolerance reasoning, manufacturability, and the design-review patterns unique to hardware AI.

  • CAD parsing and parametric model ingestion — turning drawings into structured data
  • Tolerance stack-up reasoning — propagating dimensional variance through assemblies
  • Design-for-manufacturability heuristics — machining, injection molding, additive
  • Failure-mode retrieval from a curated spec library
  • Hands-on architecture review with the engineer: where AI accelerates, where it must defer to human judgment
  • Capstone scoping: pick a real mechanical or electronics design, write the spec, agree on an evaluation rubric

Week 1 foundations are shared across all 5 tracksWeek 3 builds + admissions coaching

Sample student work

What your child could build.

Sample capstone projects illustrating the scope of Pre-Engineering work. Inaugural cohort is Summer 2028 — these are not real-alumni outcomes.

Sample capstone spec — scoped for a rising 12th grader

Tolerance stack-up review agent for a 3D-printed assembly

Built an agent that reviews a multi-part 3D-printed assembly, propagates dimensional tolerances through the stack, and surfaces interferences before the print job runs.

Claude + OpenSCAD CLI + pgvector + Streamlit

Sample capstone spec — scoped for a rising 11th grader

Material-substitution recommender for a mechanical part

Built an agent that takes a part spec and proposes alternative materials with revised tolerances and cost implications, citing yield strength and machinability data.

Claude + LangGraph + Postgres + Next.js

Why this track wins for admissions

A capstone an admissions reader can verify.

An admissions reader at a top pre-engineering university — MIT, Stanford, Caltech, Berkeley EECS, Carnegie Mellon, Northwestern McCormick — is looking for the rare applicant who has built something real and can talk about the engineering judgment behind it. Most strong pre-engineering applicants present FIRST Robotics seasons, science-fair projects, and AP Physics scores — all important, all common. Far fewer can sit across from an interviewer and discuss the design tradeoffs in tolerance stack-up automation, the limits of simulation, or what a manufacturing review actually evaluates. Your child finishes the program with a working CAD-revision agent at a personal URL, an architecture writeup an admissions reader can verify, and a Common App essay built around the project — a piece of writing that makes their interest in engineering specific, hands-on, and verifiably their own.

— Jinwoong “Peter” Lee, founder · UC Berkeley ’18 · 8 years of software at Amazon & Ring · 11 years in education · 80+ students placed at top universities

Talk through your child’s admissions strategy
College admissions counselor reviewing a college essay draft with a high school student in a warm advisor's office

Pre-Engineering FAQ

Track-specific questions from parents.

Pre-Engineering · Selective by design

Ready to give your child the hardware AI advantage?

This track belongs to the Summer Institute, which is planned for 2028 and is not enrolling; no application is being accepted yet. What is running now is founder-led college readiness coaching.