ShippedNUS LifeHack 2026
agentshopper.streamlit.app
Screen from the repo
Team of three · Led engineering
AgentShopper
Makes a product catalogue readable to AI shopping assistants, then proves it worked.
Reads CSV, Excel, Shopify JSON and scanned PDFs into verified facts
Searches the same catalogue before and after, side by side
Every generated claim cites a fact; budgets are enforced in code
ShippedBuild With AI 2026
Screen from the repo
Solo build
Pinch
Interviews your grandparent while they cook and never guesses an amount.
Records each step and asks at most one follow-up, out loud
Server code traces every amount on the card to the cook’s own words
A printable recipe card with an honest “Still unknown” list
ShippedWarriorHacks 2.0
chaincheck-dxj5.onrender.com
Live screen
Solo build
ChainCheck
Checks an investment offer against the scam playbook and never calls anything safe.
In-browser OCR, so screenshots never leave the phone
Rule-based verdict and playbook stage; the model can only add flags
Prompt-injection tests against a hijacked fake model
ShippedML Build Challenge 3
Screen from the repo
Solo build
Clause
Drafts a health insurance appeal where every sentence quotes the plan it rests on.
Plans and regulations split into numbered, page-located clauses
A verifier that greys out any sentence whose quote doesn’t hold
Deadline and notice checks written as code from the regulations
ShippedRevenueCat Shipaton
Screen from the repo
Solo build
Fridge Rescue
A food-waste app where the food you save feeds a pixel pet, and surplus goes to a food bank.
One recipe from everything that’s about to expire
Donation rules: unopened, shelf-stable, more than 60 days left
Receipt scanning with Claude, cleaned up by tested pure functions
ShippedQloo Agentic Hackathon
careloop-sg-qloo.onrender.com
Screen from the repo
Oct 2026
CareLoop SG
Plans good days for seniors with high blood pressure around what they love, and stays quiet until something’s wrong.
Qloo’s taste graph links a senior’s favourite singers and films to nearby kopitiams and outings
Every suggestion passes code checks for blood pressure, medicine leaflets and haze
Who gets told, and how urgently, is a fixed ladder of rules the model can’t touch
ShippedYouCam Skin AI
Screen from the repo
Oct 2026
Glowline
Tells you whether a skincare product is actually working, from your own photos.
Repeat check-ins through YouCam’s Skin AI, measured exactly the same way every time
Measures its own noise floor, and calls anything below it “no change”
Under 60% logged use, the verdict is “we can’t tell yet”, not “it failed”
ShippedPayPal hackathon
Screen from the repo
Nov 2026
Settle
Resolves small online-shop complaints end to end. The model writes the reply; code decides every dollar.
The shop’s refund policy checked against the real order, in whole cents
Hard caps no rule can override: a breach goes to a person, never a bigger refund
A red-team arena that fires prompt-injection attacks at the live pipeline
ShippedSide project
Real run from the repo
Oct 2026
git seance
Finds the functions your repo deleted and lets one tell its story, through a model on your own laptop.
Walks git history for functions that were deleted and never came back
Runs Gemma 3 locally through Ollama, so private history never leaves the machine
An offline “planchette” mode that only arranges the real facts
That’s the lot.
Every project’s full write-up, the code, and how I like to build.
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