Kuan Yu

Forward-Deployed AI Engineer

Forward-deployed AI workflow operator: ex-operator plus full-stack AI engineer who can sit with business users, map messy workflows, build human-reviewed AI systems, and measure business impact.

✓ Claude Certified Architect – Foundations Certification · Anthropic Education

phuakuanyu@gmail.com · GitHub · LinkedIn · X · Singapore

74documented builds

11live products

12categories

10flagship FDE proofs

How I work — the forward-deployed loop

ScopeSit with the business user and map the real, messy workflow — not the idealized one.

PrototypeBuild the first production-shaped tool fast, with human-review gates where the work is regulated or sensitive.

DeployGet it into real use with safe approval gates, local/private handling, and operator-facing UI.

MeasureTrack impact through time-cost savings, cycle-time reduction, and adoption.

AI engineering roles I cover

AI Engineer Builds model-powered product workflows across frontend, backend, prompts, tools, and UX.

AI FDE Embeds with customers, scopes deployments, ships prototypes, and drives production adoption.

LLMOps Engineer Owns model runtime, observability, cost, reliability, routing, and release operations.

Evals Engineer Designs tests, datasets, scoring loops, and regression gates for model behavior.

AI Data Engineer Builds the ingestion, retrieval, transformation, and quality layer behind AI systems.

Harness Engineer Creates agent tools, command loops, scaffolds, and repeatable workflows around models.

⭐ Flagship FDE proof

💼 GI3 Proposal Assistant Active

Working local-first prototype that turns company context, master-deck PowerPoint sections, a credential workbook, selected incentives, and fee/rate conventions into near-sendable proposal drafts with human review gates. Validation call completed; surfaced a pivot toward professional training/CPE distribution plus MVP-sprint upsells.

Role Forward-deployed builder — embedded with a Big-4-trained tax incentives consultant (GI3/Bro pilot); scoped the real proposal workflow and shipped the first production-shaped tool.

TypeScript, TypeScript/React, HTML, CSS

📨 Lead Concierge (Property Agents) Active

WhatsApp-based lead-matching and outreach cockpit for Singapore property agents: outreach pipeline, agentic daily-execution loop, and operator state machine. Customer-discovery-driven from the property-agent wedge.

Role Builder + operator — agentic outreach cockpit.

TypeScript, Shell, HTML

📨 GTM Engine Agency Active

Autonomous B2B outreach engine prototype: a company name goes in, a personalized email comes out.

Role Builder.

TypeScript, TypeScript/React, Shell

📨 Call Copilot Active

Live sales-call AI prototype: listens to Google Meet, transcribes in real time, and suggests what to say next.

Role Builder — real-time agent.

Python, HTML

🧰 Agency Active

Autonomous AI development pipeline prototype: GitHub issues go in, tested code gets merged to main.

Role Builder — autonomous dev pipeline.

TypeScript, Shell

🧾 KISS Tax Claude Shipped

AI-powered tax computation system for Singapore companies built with FastAPI, Claude Code, and queue-based processing.

Role Builder — production-shaped tax computation engine.

Python, Shell, HTML, JavaScript

🧾 AI Tax Singapore Shipped

AI-powered Singapore corporate-tax intelligence platform (React/Next.js + TypeScript); customer-facing site at aitax.sg.

Role Architect / full-stack AI engineer for the customer-facing AITax.sg platform.

TypeScript/React, TypeScript, Rust, Shell

aitax.sg →

🧾 OpenTax SG Shipped

AI Engineer Hackathon (2026-05) finalist artifact: local CLI, curated AITax wiki pack, structured GPT extraction/classification, deterministic YA2025 compute, static workbench, 30 passing tests, and a post-hackathon accountant-review gate.

Role Builder — hackathon finalist artifact.

TypeScript, GPT/Codex, CLI, static-site

💼 GetBidCommand Shipped

Live product at getbidcommand.com.

Role AI Engineer / AI FDE (per kuanyu.dev role tags).

web, LLM

getbidcommand.com →

👔 Healthcare / genomics — patient clinic finder Active

Forward-deployed engagement with a healthcare/genomics company: scoped and prototyped a patient clinic finder to coordinate IVF clinics with overseas genomics labs. Active high-trust opportunity (anonymized; not yet closed).

Role Forward-deployed / solutions — patient-navigation system for a healthcare/genomics context.

RAG, data, patient-navigation

Full portfolio — 74 builds by category

💼 Forward-Deployed / Professional-Services AI

💼 GI3 Proposal Assistant Active

Role Forward-deployed builder — embedded with a Big-4-trained tax incentives consultant (GI3/Bro pilot); scoped the real proposal workflow and shipped the first production-shaped tool.

TypeScript, TypeScript/React, HTML, CSS

💼 GetBidCommand Shipped

Live product at getbidcommand.com.

Role AI Engineer / AI FDE (per kuanyu.dev role tags).

web, LLM

getbidcommand.com →

💼 AI Workflow School Active

Offer, HTML one-pager, proof ledger, onboarding program, and distribution research for the Singapore/Network School training wedge derived from the GI3 Big-Four-director proof.

Role Founder / builder.

HTML, offer-design

🧾 Singapore Tax Automation (AITax.sg lineage)

🧾 KISS Tax Claude Shipped

AI-powered tax computation system for Singapore companies built with FastAPI, Claude Code, and queue-based processing.

Role Builder — production-shaped tax computation engine.

Python, Shell, HTML, JavaScript

🧾 AI Tax Singapore Shipped

AI-powered Singapore corporate-tax intelligence platform (React/Next.js + TypeScript); customer-facing site at aitax.sg.

Role Architect / full-stack AI engineer for the customer-facing AITax.sg platform.

TypeScript/React, TypeScript, Rust, Shell

aitax.sg →

🧾 OpenTax SG Shipped

Role Builder — hackathon finalist artifact.

TypeScript, GPT/Codex, CLI, static-site

🧾 Tax Proposal Generator Archived

Generates tax due-diligence proposals with automated IRAS checks and fee calculation — proposal-automation precursor to GI3.

Role Builder.

JavaScript, HTML

🧾 Aitax SG Archived

AITax.sg documentation/runtime workspace in the corporate-tax lineage.

Role Builder.

Shell, Python, JavaScript, HTML

🧾 Claude Tax Formc Archived

Form C-driven reasoning tax engine iteration in the AITax lineage.

Role Builder.

Python, HTML, JavaScript, Shell

🧾 Claude Tax Archived

Reasoning-first tax computation approach: pure AI reasoning + documentation instead of hardcoded rules (early AITax engine iteration).

Role Builder / approach designer.

Python, Shell

🧾 Claude Agents Tax Formc Archived

Form C tax computation using specialized AI agents — explicit decomposition of regulated work into agent roles.

Role Builder — multi-agent decomposition.

Markdown

🧾 Tax Compute MVP Archived

Tax compute MVP with an explicit 'don't run the full pipeline' safety discipline; pipeline-staged computation.

Role Builder — pipeline + guardrails.

TypeScript, HTML, JavaScript, TypeScript/React

Full Documentation — A comprehensive document repository for AI Tax - a professional tax filing service for modern businesses in Singapore and beyond.

📨 GTM & Sales Automation

📨 Lead Concierge (Property Agents) Active

Role Builder + operator — agentic outreach cockpit.

TypeScript, Shell, HTML

📨 GTM Engine Agency Active

Autonomous B2B outreach engine prototype: a company name goes in, a personalized email comes out.

Role Builder.

TypeScript, TypeScript/React, Shell

📨 Call Copilot Active

Live sales-call AI prototype: listens to Google Meet, transcribes in real time, and suggests what to say next.

Role Builder — real-time agent.

Python, HTML

📨 Sales Engine App Archived

B2B sales-outreach engine app (Next.js) — outbound automation iteration.

Role Builder.

TypeScript/React, TypeScript, CSS

Tuition AI — Status: ✅ Fully Operational
Ultra Man Scraper — Company information scraper for sales prospecting
Tax Automation — This tool automates the process of creating personalized tax survey emails based on LinkedIn profiles and company information. It uses web scraping to gather data from LinkedIn, enhanced with Perplexity API and Jin.ai website analysis, and

🧰 Agent Tooling & Claude Code Skills

🧰 Agency Active

Autonomous AI development pipeline prototype: GitHub issues go in, tested code gets merged to main.

Role Builder — autonomous dev pipeline.

TypeScript, Shell

🧰 Kuanyu Skills Active

Custom Claude Code skills by Kuan (private, not for public distribution) — packaged repeatable agent workflows.

Role Builder — private skill library.

TypeScript, Shell, HTML, CSS

🧰 PAI Skills Shipped

Curated collection of Claude Code plugins for learning, content creation, and development workflows.

Role Builder — public plugin collection.

TypeScript, Shell

🧰 Spec Driven Shipped

Spec-driven development plugin for Claude Code: capture intent, interview for gaps, produce a spec before code.

Role Builder — workflow plugin.

Markdown

🧰 Claude Code Infrastructure Showcase Shipped

Curated reference library of production-tested Claude Code infrastructure patterns.

Role Curator.

Markdown

Toastagents — Power users only. The format does the filtering.
Career Ops — :gb: English | :es: Español
Barksdale — TypeScript agent/tooling experiment (no README description in scan); two iterations. Needs follow-up to confirm scope.
PAI Marketplace — A curated collection of Claude Code plugins built by kuan.
Balaji Slides — Slide design plugin for Claude Code based on Balaji Srinivasan's presentation style. Evidence over decoration.
Naval Explain — Visual learning plugin for Claude Code. Inspired by Naval Ravikant's approach to breaking down complex concepts.
Nsai — > Teaching people to use AI agents to get their goals done.
Personal AI Infrastructure — Getting Started: AI-First Install · What is PAI? · New to This? · The Algorithm · [Principles](#the-pa
Anthropic Api Basics — Anthropic API learning/sandbox repo (Python).

🔌 MCP Integrations

🔌 Whatsapp MCP Shipped

Model Context Protocol server for WhatsApp integration (Go/Python).

Role Builder — MCP server.

Go, Shell, Python

🔌 Google Slides MCP Shipped

MCP server for interacting with the Google Slides API.

Role Builder — MCP server.

TypeScript, JavaScript

Carousell MCP — MCP server for Carousell - iPhone 15 price tracking
X Twitter MCP — Model Context Protocol server for X/Twitter integration

🔒 Local / Private AI

🔒 Timchim Active

Local Telegram relationship-intelligence bot ('relationship second brain') for two participants, with a visual care map/demo. Used as a Singapore AI-scene content/proof asset; built across 7 working copies (codex, claude-pai, care-ux, demo-qa, docs, map, memory).

Role Builder — local-first agent + product/UX; weekend/hackathon build with partner (Vi).

TypeScript, Shell, HTML, JavaScript

🔒 Private Brain Active

Go-to-market and delivery lab for a private AI memory concierge service for privacy-conscious Singapore professionals; validation workspace (memo, scripts, buyer pipeline, sprint metrics).

Role Builder + offer designer.

Markdown, YAML

🔒 Kyu (NanoClaw home assistant) Active

macOS-first local NanoClaw home-assistant baseline (later Kyu): Mac-mini deployment, Mnemon/wiki memory, OpenAI Codex/API alongside Claude.

Role Builder — local home-assistant slice.

TypeScript, Shell, HTML, CSS

Ollama Monitor — - Real-time Dashboard: Monitor the status of your Ollama service through a browser interface

🧩 Browser Extensions

🧩 Xrai Active

Browser tool that X-rays your Twitter/X feed with local AI so noise disappears and signal stays.

Role Builder — local-AI extension.

JavaScript, CSS, TypeScript

🧩 Signal/Noise Ratio Shipped

Chrome extension that filters noise from the X/Twitter feed using local AI; live at snratio.xyz.

Role Builder — local-AI extension.

JavaScript, HTML, CSS, Shell

snratio.xyz →

File Processor — Chrome MV3 extension: stream Rapidgator links through Real-Debrid without saving to disk.
Claude Usage — A tiny Chrome extension that overlays linear-pace targets on your claude.ai/settings/usage page so you can see, at a glance, whether you are ahead or behind on each limit — All models, Sonnet, Design, spend, session — in your local time
DAC Visa Autofill — Chrome extension for visa application form autofill

📡 Content & Social Tools

Cmdv — Paste formatter for AI output. Converts Claude CLI / markdown output into clean, copy-ready text for WhatsApp, Discord, and X.
X Poster — X (Twitter) posting plugin for Claude Code. Transform raw ideas into engagement-optimized posts with quality scoring.
Viet Listener — Learning Vietnamese the way it's actually spoken — not the Duolingo way.
Potat Say Goodnight — Welcome to your Remotion project!
Tet Talk — Real-time Vietnamese translation and learning tool for communicating with Vietnamese in-laws during family gatherings.

🔬 Research & Knowledge Systems

🔬 Yuvi Fertility Active

Private patient-led integration of a fragmented fertility workup across Vietnam (TCI Hanoi), KKH, ATA Medical, and Farrer Park — source-traceable health knowledge system.

Role Builder — patient-led research integration.

HTML

🔬 Data Gov Active

Local mirror of the full data.gov.sg catalogue — what datasets exist, who owns them, and how to reach them.

Role Builder.

TypeScript

🔬 SEA Fertility Genomics Shipped

Open research mapping IVF clinics across Southeast Asia that can coordinate PGT-P with overseas genomics labs (Genomic Prediction / LifeView); live at genomics.kuanyu.dev.

Role Builder / researcher.

JavaScript, HTML, CSS, Python

genomics.kuanyu.dev →

🔬 NanoDoc OSINT Shipped

Live at nanodoc-osint.pages.dev.

Role AI Engineer / AI Data Engineer (per kuanyu.dev role tags).

web, LLM, document-analysis

nanodoc-osint.pages.dev →

Claude Code Power Users — Jensen Huang said he'd be "deeply alarmed" if his $500K engineer didn't consume at least $250K of tokens per year.
Token Daddy — An investment thesis on compute power as the new scarcity.
Table Tennis — Personal table tennis knowledge base - blade configurations, rubber science, playing style analysis, and equipment selection frameworks.
RAM Thesis — Core thesis: AI developer tools (Claude Code, Cursor, Copilot, local LLMs) are creating a secular demand shift for dramatically more RAM per device. 16GB is no longer enough. 64GB is the new baseline for power users. This drives demand
Keep or Replace — Singapore COE-expiry decision deck — keep the Lexus or replace with a used EV.
Carousell Deals — Deal tracking and price alerts for Carousell listings.

🤝 Community / Network State

🤝 NS Rideshare Shipped

Community rideshare platform for Singapore <-> Forest City (Johor Bahru) commuters; 400+ users (per repo). Live at ns-rideshare.com.

Role Builder — community platform.

TypeScript/React, TypeScript, JavaScript, HTML

ns-rideshare.com →

Travel Maps Byvi — Travel maps app (built with Vi).
PongRank — ELO-based ping pong leaderboard with Google Sheets backend
NS Referral — Referral system for Network State memberships.
CC Install Party — Claude Code install-party event page.

👔 Client Engagements (anonymized)

👔 Healthcare / genomics — patient clinic finder Active

Role Forward-deployed / solutions — patient-navigation system for a healthcare/genomics context.

RAG, data, patient-navigation

👔 Project $1K — one painful task, one session Active

Project $1K 'one painful task, one session' productized automation offer, with a folder-based customer-memory CRM pattern; real customer engagements logged here.

Role Operator — productized service + customer memory system.

TypeScript, HTML, Python, JavaScript

👔 Paid B2B sales-outreach package (founder client) Shipped

Completed, paid delivery of a B2B sales-outreach automation package for a founder; became the first reusable 'Sales Outreach Package' delivery pattern (client anonymized).

Role Builder / delivery.

outreach-automation

🌐 Personal Web & Infra

Personal Blog — Gatsby-based personal blog with RPG-style tracking and project showcase
Umami — A detailed getting started guide can be found at umami.is/docs.
Phuaky Gatsby Blog — Credits to Nick Ang for your open-source code and inspiring me to write my own blog at GA many years ago.
Rillet Inspired FE — A modern, animated landing page inspired by Rillet.com, built with Next.js, TypeScript, Tailwind CSS, and GSAP animations.

🎯 Tailoring this to a specific role

This portfolio is backed by a structured inventory of every build, workflow, and engagement. Given one AI-engineer / FDE job description, an internal tool ranks the most relevant evidence here and drafts a tailored résumé plus interview prep notes — only from real projects on this page. Run it with python3 tailor.py <job-description.txt>.

Honesty rule: every item above links to a live product or is backed by a real local repo / engagement. Client work is shown anonymized. Nothing here is invented or exaggerated — prototypes are called prototypes, and unclosed opportunities are not counted as revenue.