KY

TRAINING DATA

6 epochs

Chef → crypto trading → e-commerce → coding → AI startup.
My background doesn't fit on a resume. This is the documentation.

One pattern runs through everything: take something painful and manual, build systems to automate it, scale. Still searching for founder-product-market fit — these ventures are the training data.

PATTERN DETECTED
INPUT
manual pain
PROCESS
build systems
OUTPUT
scale / exit
confidence: HIGH
epochs: 6/6
fit: SEARCHING
EPOCH_006
status:ACTIVE
id→aitax-sg-ai-powered-
period→2025 — present
domain→B2B / SaaS / AI

AITax.sg - AI-Powered Tax Filing Platform

A live, free AI-powered tax filing platform for Singapore SMEs. Upload your financial documents, let AI agents compute your taxes.

features_extracted:
├─pain_point"8-agent AI orchestration system"
├─automation"8-agent AI orchestration system"
└─outcome"Live platform serving Singapore SMEs"
tech_stack:[ next.js, typescript, fastapi, python, postgresql, claude ai, multi-agent systems ]
→VIEW FULL EPOCH
EPOCH_005
status:COMPLETED
id→web3-marketing-autom
period→2024
domain→B2B / SaaS / AI

Web3 Marketing & Automation Laboratory (2023-2024)

Transformed a Web3 marketing role into an automation laboratory, building AI-powered systems that could outperform entire marketing teams. This 10-month journey taught me how to automate anything, why comfort kills ambition, and ultimately led me to leave the golden handcuffs behind to build my own products.

features_extracted:
├─pain_point"Built 5+ sophisticated automation systems"
├─automation"Built 5+ sophisticated automation systems"
└─outcome"Left to build my own products"
tech_stack:[ marketing automation, seo & content strategy, web3 community management, investor relations, remote team management ]
→VIEW FULL EPOCH
EPOCH_004
status:COMPLETED
id→e-commerce-2020
period→2020 — 2022
domain→B2B / SaaS / AI

E-commerce (2020)

Built a thriving e-commerce business selling face masks and PPE during the COVID-19 pandemic, scaling from a small online store to a multi-platform operation with over 100 daily orders, eventually selling the business for a substantial exit.

features_extracted:
├─pain_point"Revenue: $1M+"
├─automation"Exit: Profitable"
└─outcome"Profitable exit after 2 years"
→VIEW FULL EPOCH
EPOCH_003
status:COMPLETED
id→luym-sg-3d-printed-l
period→2020
domain→Manufacturing / D2C

LUYM.sg - 3D Printed Lithophanes

A brief venture into 3D printed lithophanes - custom photo panels that reveal images when backlit. Built the website, integrated Stripe payments, sold to friends. Pivoted quickly when COVID created the e-commerce opportunity.

features_extracted:
├─pain_point"Built luym.sg with photo upload system"
├─automation"Built luym.sg with photo upload system"
└─outcome"Pivoted to e-commerce"
tech_stack:[ web development, 3d printing, stripe integration, e-commerce ]
→VIEW FULL EPOCH
EPOCH_002
status:COMPLETED
id→crypto-trading-softw
period→2018 — 2019
domain→Web3 / Marketing

Crypto Trading & Software Development (2018)

A venture into the cryptocurrency space that evolved from trading to software development, capitalizing on international arbitrage opportunities while navigating the volatile and often risky crypto landscape.

features_extracted:
├─pain_point"Peak AUM: $2M+"
├─automation"Exit: Profitable"
└─outcome"Successfully exited"
→VIEW FULL EPOCH
EPOCH_001
status:COMPLETED
id→feel-at-home-hostel-
period→2014 — 2015
domain→Hospitality / Ops

Feel At Home Hostel (2014)

My first venture into entrepreneurship through acquiring and managing a hostel business, complete with hard-earned lessons in operations, regulations, and resilience.

features_extracted:
├─pain_point"Role: Co-founder & Operations"
├─automation"Outcome: Valuable Experience"
└─outcome"Closed with valuable lessons"
→VIEW FULL EPOCH