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