01Live · 2026
A deployed full-stack risk analyzer that computes VaR, Sharpe, beta, and sector look-through, with an AI analyst and PDF or image import.
- 15+
- risk metrics
- 4
- import formats
- AI
- PDF + image parse
Next.js 16React 19TypeScript
AI Systems · Fintech
I'm Mike Huynh. I spent my time on the research side of the desk: building DCF models, reading filings, and defending calls to an investment committee. So I know firsthand where the work gets tedious and where it quietly goes wrong. Now I build and deploy the AI systems that do that work, end to end: data pipelines, agent orchestration, evals, and the app on top. One rule I never bend: every number is computed in code, never guessed.
- 5
- Agents in the flagship pitch engine
- 12
- Deterministic checks (max) gating LLM output
- 420
- Prompt evals: 60 prompts × 7 techniques, judged on 3 models
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01 · Selected Work
6 projects I've built.
Showing 6 of 6
02Built · 2026
5 orchestrated AI agents produce equity research pitches, gated by up to 12 deterministic checks before anything ships.
- 5
- specialized agents
- ≤12
- validation gates
- 6
- live data sources
Claude CodePythonDCF Engine
03Built · 2026
Scheduled agent that turns a brokerage export into a Gamma deck, with its own visual QA loop.
- 16
- step pipeline
- 3
- parallel subagents
- auto
- visual QA loop
Claude CoworkPythonYAML
04Built · 2026
Rules-driven net-worth dashboard that ingests statements, screenshots, and exports.
- 4
- account types unified
- 0
- hardcoded brokerages
- vision
- screenshot fallback
React 19TypeScriptVite
05Prototype · 2026
A hands-free visual workspace: a webcam is the whole interface, with hand tracking and gesture recognition running entirely in the browser.
- 9
- hand gestures
- 21
- landmarks / hand
- 40
- test suites
Next.js 16React 19TypeScript
06Built · 2026
A macOS menu-bar app that rewrites any selected text into an optimized prompt from a global hotkey, learning from what you accept.
- 7
- rewrite techniques
- 2
- rewrites per keystroke
- 3
- models cross-judged
SwiftSwiftUICore Data
02 · Skills
What I'm good at
AI & AgentsCore
AI Agent Orchestration
Phased multi-agent pipelines with deterministic hand-offs and validation gates.
Claude CodeMulti-agentMCPOrchestration
AI & AgentsCore
LLM Evals & Reliability
Promptfoo harnesses, LLM-judge rubrics, and prompt regression tests gating releases.
PromptfooLLM-as-judgeRegression testsValidation gates
EngineeringWorking
Full-Stack & Native Apps
Typed Next.js apps with accounts and live deploys, plus a native Swift macOS utility.
Next.jsTypeScriptSwift / SwiftUIXCTest
Finance & QuantCore
Equity Research & Valuation
DCF & comps modeling and SEC/XBRL filing analysis, by company type.
DCFCompsSEC EDGAR / XBRLSensitivity
Finance & QuantCore
Portfolio & Quant Analytics
GICS look-through exposure, risk scoring, benchmarking, and attribution.
Sector exposureRisk scoringBenchmarkingAttribution
EngineeringStrong
Data Pipelines & Integrations
Market and filing APIs wired with caching, rate-limit budgeting, and versioned runs.
yfinanceFinnhubUpstash RedisDVC
AI & AgentsStrong
Automated Reporting
Analysis into scheduled Gamma decks, with screenshot-based visual QA.
GammaScheduled runsVisual QAClaude-in-Chrome
EngineeringWorking
Real-Time Interaction
Webcam hand tracking and signal filtering turned into a gesture interface that holds steady.
MediaPipeOne-Euro filterHysteresis + debounceIn-browser inference
03 · About
The background behind the build.
An MPS student in Applied AI (Connect) at Northeastern, with a UC Riverside finance degree, who builds and deploys the AI that runs the analysis. The short version is below; the full résumé, role by role, lives on the about page.
Experience
- Jan 2026 – PresentAI Product Builder · Portfolio Scatter
- Feb 2026 – Apr 2026Tax Preparer · Orange County United Way
- Mar 2025 – Jun 2025Tax & Accounting Intern · Cirigliano Law Firm
- Jan 2024 – Jan 2025Lead Equity Research Analyst · Hylander Financial Group
Education
Northeastern University
MPS in Applied AI · Connect
Sep 2026 – Present
University of California, Riverside
B.S. Business Administration, Finance
GPA 3.75 · Dean's List · Chancellor's List
Certifications
- FINRA SIE
- IRS VITA (Basic)
- Citi Forage, Investment Banking