ETIS Student Resources¶
ETIS Student Resources help students practice software engineering as professional engineering work in the AI era.
Students are not simply asked to build software.
They are expected to create evidence that their work can be understood, reviewed, governed, operated, improved, and trusted over time.
The model is not the system. The repository is not just code. Engineering work must leave evidence.
What Makes ETIS Student Work Different¶
Traditional student projects often follow this pattern:
Receive assignment
↓
Build software
↓
Submit final artifact
↓
Receive grade
ETIS student work follows a different pattern:
Define intent
↓
Plan work
↓
Engineer context
↓
Use AI responsibly
↓
Build and verify
↓
Preserve evidence
↓
Defend decisions
↓
Improve from feedback
The goal is not only to finish the project.
The goal is to become a trustworthy engineer.
Start Here¶
Student Starter Kit¶
The ETIS Student Starter Kit is a professional engineering environment, not a software platform.
It helps students organize engineering work into clear responsibilities:
docs/ Think
src/ Build
tests/ Verify
data/ Support
scripts/ Automate
Repository-Centered Engineering¶
Students use the repository as an engineering memory system.
The repository should show what the team decided, why it decided it, what evidence supports the work, and what risks remain.
AI Responsibility¶
AI is allowed and encouraged.
Unverified AI dependency is not.
Students are responsible for disclosure, verification, traceability, and ownership.
Professional Portfolio Evidence¶
A strong ETIS repository should become evidence of professional engineering ability, not merely evidence of course completion.
The Student Transformation Model¶
ETIS education is designed to help students mature through a professional engineering progression:
Student
↓
Responsible Engineer
↓
Reviewer
↓
Architect
↓
Release Defender
↓
Operational Thinker
↓
Future Trustworthy Engineer
Each stage requires stronger evidence, better judgment, and greater ownership.
Student Starter Kit Structure¶
The Student Starter Kit separates engineering responsibilities clearly.
| Area | Responsibility |
|---|---|
docs/ |
Think, decide, explain, preserve evidence |
src/ |
Build the system |
tests/ |
Verify behavior |
data/ |
Support realistic use and evaluation |
scripts/ |
Automate repeatable work |
The most important area is often docs/.
That is where engineering intent, assumptions, decisions, reviews, risks, and release evidence become visible.
Engineering Evidence Package¶
The starter kit helps students preserve evidence across the full lifecycle.
Student repositories should include evidence such as:
- requirements and assumptions
- acceptance criteria
- planning artifacts
- task plans and schedules
- team roles and working agreements
- architecture descriptions
- architecture decisions
- AI use logs
- AI verification notes
- code review evidence
- architecture review evidence
- test plans
- test cases
- test evidence
- defect logs
- quality notes
- security and data-handling notes
- release readiness evidence
- demo scripts
- known limitations
- operational notes
- runbooks
- observability plans
- postmortem or improvement evidence
This evidence is not paperwork.
It is how engineering work becomes reviewable.
Repository-Centered Engineering¶
In ETIS, the repository is more than a place to store source code.
It is the center of engineering memory.
A strong student repository should answer:
- What are we building?
- Why are we building it?
- What assumptions are we making?
- What decisions did we make?
- What evidence supports our claims?
- What risks remain?
- How did we use AI?
- How did we verify the work?
- Is the system ready to release, demonstrate, or operate?
- What should improve next?
If those answers are not visible, the engineering work is incomplete.
AI Use and Verification¶
ETIS students may use AI throughout the engineering lifecycle.
AI may help with:
- brainstorming
- requirements refinement
- design alternatives
- code generation
- test generation
- documentation drafting
- defect analysis
- review preparation
- operational planning
But students remain responsible for the work.
Student AI expectations include:
- disclose meaningful AI assistance
- verify AI-generated artifacts
- document important AI usage
- preserve evidence of verification
- reject unsupported or incorrect AI output
- understand the submitted work
- defend the engineering decision
AI proposes.
Engineers verify.
Reviews and Defenses¶
ETIS students should expect their work to be reviewed and challenged.
Students should be prepared to defend:
- requirements choices
- scope decisions
- architecture tradeoffs
- AI-assisted work
- testing strategy
- quality evidence
- security assumptions
- release readiness
- operational risks
- known limitations
Engineering work is not complete until it can be defended.
Team Engineering¶
ETIS student work is team-based because professional engineering is team-based.
Strong teams make work visible.
They preserve:
- roles
- responsibilities
- working agreements
- communication plans
- meeting notes
- decisions
- risks
- blockers
- review outcomes
- ownership boundaries
Hidden work creates hidden risk.
Visible work creates engineering trust.
Student Accountability Model¶
ETIS students are accountable for more than contribution.
They are accountable for ownership.
Students should be able to explain:
- what they personally contributed
- what the team produced
- what evidence supports the work
- what AI helped create
- how AI output was verified
- what risks remain
- what they would improve next
The strongest students do not merely say, “It works.”
They show why the work should be trusted.
Professional Portfolio Value¶
A strong ETIS repository can become professional portfolio evidence.
It can show future employers that a student can:
- work in a team
- reason about requirements
- make architectural decisions
- use AI responsibly
- test and verify systems
- handle defects and quality issues
- think about security and operations
- prepare release evidence
- explain tradeoffs
- improve from review
Students should leave the course with evidence of engineering ability.
Not just a grade.
Student Product¶
The primary public student product is:
| Product | Purpose |
|---|---|
| ETIS Student Professional Engineering Guide.pdf | Guidance for using the ETIS starter kit as a professional engineering environment |
The website introduces the student model.
The guide provides deeper practical direction.
Student Doctrine¶
ETIS student work is governed by durable principles:
- Educational work should resemble professional engineering work.
- AI can produce artifacts. Engineers create trust.
- The model is not the system.
- The repository is an engineering memory system.
- Engineering work must leave evidence.
- Undisclosed and unverified AI dependency is an engineering risk.
- Requirements, decisions, tests, reviews, releases, and operations should be traceable.
- Engineering work is not complete until it can be defended.
- Tools change. Engineering behaviors endure.
- Students should graduate with evidence of engineering ability rather than evidence of course completion.
How to Use Student Resources¶
Students should use ETIS Student Resources to:
- Understand the purpose of repository-centered engineering.
- Set up a professional engineering environment.
- Organize evidence before building too much code.
- Use AI responsibly and visibly.
- Preserve decisions, tests, reviews, and release evidence.
- Prepare to defend engineering work.
- Improve the repository as the project matures.
The objective is not to fill folders.
The objective is to make engineering work understandable, reviewable, and trustworthy.
Bottom Line¶
ETIS Student Resources help students move from building software to practicing engineering.
The student who succeeds in ETIS does not merely produce a working project.
The student produces evidence that the work can be trusted.