Lecture XII - Project Work II

Programming with Python

Dr. Tobias Vlćek

Kühne Logistics University Hamburg - Fall 2026

EP 12: Ship It

One week to launch

Demo Day is next week: every group presents in Session XIII. The order comes out of a hat. The hat is Python.

Before you build: ten minutes on making your agent stop repeating the same mistakes.

Teach Your Agent

The friction you know

  • Two weeks in, you have corrected your agent on the same things again and again: naming style, the library you prefer, “keep functions short”, “round money to two decimals”
  • Every session starts from zero: the agent remembers nothing between sessions (Session X, the loop)
  • Explaining the same thing five times is work you should not be doing

Package the rules once

  • Put your project rules in one markdown file in the repo: AGENTS.md
  • What goes in: what the project is, the tools it uses, naming and style conventions, “any AI use lands in the README disclosure”
  • Mistral Vibe reads it at every session start, automatically: write the rules once, stop repeating them

Skills: instructions on demand

  • A skill is the next step up: a folder with a SKILL.md, holding a name, a description, and instructions
  • Rules apply always. A skill loads only when the task matches its description, so context stays lean until the moment it is needed
  • Example: a verify skill for your project: read the diff, run it, test it on a case where you know the answer, report what you checked
  • In your stack: .vibe/skills/verify/SKILL.md in the repo. Vibe loads it in the terminal and inside Zed’s agent panel, same engine
  • Vibe follows an open format, so skills you write here also work in other agents that adopt it

Anatomy, briefly

---
name: verify
description: Check changed code the way this project requires. Use after any code change.
---

- Read the diff line by line before running anything
- Run the code on a case where you know the correct answer
- Report what you checked and what the result was

Plain markdown you own, at .vibe/skills/verify/SKILL.md, versioned with the project like any other file.

Write your own

  • Any workflow you have explained to the agent twice deserves a skill
  • Keep it short: a page of instructions, not an essay
  • Prune it when the workflow changes: a stale skill misleads
  • Downloading one? Vet it by reading it, not by how popular it is

What not to hand over

  • The parts you must be able to defend at the demo: design choices, the statistics, why this approach
  • A file can carry conventions. It cannot carry your judgment, and the demo questions come to you, not to it

Definition of Done

Before you call it finished

  • The repo runs from a fresh clone (cloned once more into an empty folder): uv sync, then your script
  • The README says what it does, how to run it, and carries the AI disclosure section
  • The commit history tells the story: small steps, messages that mean something
  • git status is clean: all committed, nothing important ignored
  • I am invited, and the link is on Moodle before your demo

Run the fresh-clone test today, not on demo morning. It always finds something.

Demo Day Is Next

Next week’s format

  • 7 minutes presenting, 3 minutes of questions, per group
  • Order: drawn at random with the random module from Session VI
  • Show the thing running, the commit history, and one thing that broke
  • Everyone in the group has to be there

The rest of today is the last supervised work session: I am in the room for blockers and “is this scope still realistic?”

Wrap-up

Three things to remember

  • Rules in AGENTS.md for the always stuff, skills for the on-demand stuff, both plain markdown you own
  • The fresh-clone test is the cheapest bug you will ever catch
  • A demo is the thing running, the history, and the disclosure

Next week: Demo Day. The investor is in the audience.