Nathan Hor

Operation / Purrmit

Top 3 of 47 teams at AWS Malaysia

Date: 17 August 2025
Location: Kuala Lumpur
Status: Top 3 finalist

Objective

Build a practical response to slow hospital guarantee-letter administration during the Lovable Vibeathon KL.

Field notes

I used the compressed build window to shape Purrmit: an agentic copilot designed to help clear guarantee-letter paperwork and reconcile operational records. The focus was a real sequence of work rather than a chatbot placed over an unchanged process.

Outcome

The project placed Top 3 out of 47 teams at AWS Malaysia. It strengthened my interest in agentic systems that operate inside existing workflows and make administrative work easier to understand.

Systems used

Agentic AI / Healthcare operations / Workflow automation

Source attachment ↗

Nathan's team presenting at AWS Malaysia — Asset 01 / AWS Malaysia presentation

Deployment / Freedom 250

A physical postcard with a spatial memory layer

Date: 31 May 2025
Location: Penang
Status: Deployed

Objective

Connect a physical keepsake to an interactive WebAR experience without losing the immediacy of the printed object.

Field notes

I treated the postcard as the interface. Scanning it opens the spatial media layer, allowing the print, location and digital content to work as one experience rather than separate pieces.

Outcome

The Freedom 250 postcard was deployed as an interactive experience. The project became a useful study in making augmented reality understandable through a familiar physical object.

Systems used

WebAR / Physical-digital interaction / Spatial storytelling

Source attachment ↗

Asset 02 / WebAR field demonstration

Experiment / One-Dollar Business

From an idea to SGD33 in one day

Date: 12 April 2025
Location: Singapore
Status: Complete

Objective

Test how quickly a small idea could be packaged, presented and turned into real revenue during Carousell's AI.SEA Sprint.

Field notes

The experiment deliberately kept the business constraint small. That made speed, clarity and actual customer response more important than adding features for their own sake.

Outcome

The test reached SGD33, approximately RM100, in nine hours. It was a compact reminder that a working offer and a real response are more valuable than a polished concept that never leaves the screen.

Systems used

Rapid validation / Product framing / Same-day market test

Source attachment ↗

AI.SEA one-dollar sprint project display — Asset 03 / AI.SEA sprint record

Projects

Synapze Website Rebuild

Data Logs

Top 3 of 47 teams at AWS Malaysia

Objective

Field notes

Outcome

Systems used

A physical postcard with a spatial memory layer

Objective

Field notes

Outcome

Systems used

From an idea to SGD33 in one day

Objective

Field notes

Outcome

Systems used

Visual archive

Let’s build something.