Every system has a story. Risk is the plot.

day 31 · closing the month

Don't Ask Again

Approve, approve, approve, don't ask again. Then read it first.

A music video for everyone who hits approve without reading. "Yes, and don't ask again" is the second option on every coding agent's permission prompt, and lately the only one students press. A Suno rap, word-aligned to the lyrics with whisper, and 26 hand-written HTML scenes rendered with HyperFrames at 60 fps. It ends on the fix: write the PRD, go phase by phase, read before you approve. The repo has the full pipeline.

of video at 60 fps, from a song, a transcript and one story file

3:30

of video at 60 fps, from a song, a transcript and one story file

lyric words matched exactly to the song by whisper alignment

446/510

lyric words matched exactly to the song by whisper alignment

day 29 · week 4 challenge · ghost in the machine

Ward

The bully is the ghost haunting the chat. Ward is the ghost on your side.

A guardian that lives on a child's own device. It spots cyberbullying in English, Roman Urdu, Hinglish and Bangla, keeps the evidence, coaches the next step and trains kids to bounce back. Open-weight Gemma runs locally: no server, no account, and a child's messages never go to us or to any AI company. A preview, with a draft safeguarding policy to read before anyone gives it to a child.

of Roman Urdu abuse caught by Gemma 4 E4B on a computer, against 59% for word lists alone

88%

of Roman Urdu abuse caught by Gemma 4 E4B on a computer, against 59% for word lists alone

messages sent anywhere: it runs on the child's own device

0

messages sent anywhere: it runs on the child's own device

day 25 · idea, finally built

SAIL

from: Pitched with Clued-In at the Liberty IT PromptAthon

One paste, many ways in. A study kit where every claim has to quote your own material.

Supported AI Learning: paste lecture notes or a transcript and get a Universal Design for Learning study kit with a summary, concept map, audio script and worked examples, plus a quiz, explain-back and a progress tracker. Local Gemma 4 writes it, and every claim must quote your material or code holds it back. An idea my team Clued-In pitched at the Liberty IT PromptAthon and never built, until now.

of Gemma's 252 proposed items passed the checks (231 kept, 21 held)

91.7%

of Gemma's 252 proposed items passed the checks (231 kept, 21 held)

deliberately corrupted claims rejected by the validators

128/128

deliberately corrupted claims rejected by the validators

day 11 · week 1 challenge · touch grass

Return Route

Gemma plans the litter loop, code counts the money. A real walk in Galway, and the deposit voucher to prove it.

A walk that pays. Gemma plans a loop past the spots where cans and bottles get left behind and ends it at a deposit return machine. Take one photo of your haul: Gemma counts the containers, and plain code works out the refund from the deposit table. Keep the money, or give it to a cause.

the Lidl voucher from a real 90-minute walk in east Galway, 11 Oct

€0.30

the Lidl voucher from a real 90-minute walk in east Galway, 11 Oct

Gemma 26B plans the guard left untouched, once the rules moved into code

8/8

Gemma 26B plans the guard left untouched, once the rules moved into code

day 10 · rebuild, now open source

Campus Circular Hub

from: Finalist, EY Student Sustainability Challenge 2025

My EY Student Sustainability Challenge idea, rebuilt and open-sourced so any university can run it for free.

A free, open-source lending, give-away and repair hub for universities. Students borrow chargers, tripods and textbooks instead of buying new, staff hand things out with a QR scan, and the sustainability office gets live impact numbers for ESG reporting. Each university runs its own copy, with its own database and its own login.

to run. No central service, no account with us, nothing to pay

€0

to run. No central service, no account with us, nothing to pay

ways to deploy: Docker on a campus VM, Render, Vercel or any Node host

4

ways to deploy: Docker on a campus VM, Render, Vercel or any Node host