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ult666666/README.md

Charles Dai

Carnegie Mellon University · Software, AI and HCI

I build software for finance, data and AI products in Python, TypeScript and SQL. I focus on clear interfaces, reliable data flows and inspectable results. My work connects product engineering with finance, analytics and applied AI; the projects link their demos to implementation, checks and explicit scope.

Portfolio & case studies ↗ · Project explorer ↗ · Fintech work · Engineering lab · MOTIONX studio

Explore by specialty: Fintech · AI engineering · Data analytics · Product / accessibility

Selected projects

Project What to inspect Demo and evidence
Frontier AI Valuation Lab · fintech Illustrative capital decisions, ownership scenarios and a separately checked Python calculation reference. Interactive studio · Verification
LineageGuard Studio · AI engineering Compose typed workflows, trace evidence and compare two saved reviews locally. Live demo · Saved-review comparison
SaaS Analytics Warehouse · data analytics Synthetic SaaS metrics through dbt, DuckDB, reconciled MRR, cohorts and data-quality tests. Report preview · Metric definitions
Impact Ledger · data products Accessible nonprofit participation and spending dashboard with a local SQLite API and atomic imports. Synthetic preview · Verification
ContrastKit · HCI WCAG 2.2 color checks, OKLCH palette fixes and color-vision simulation in a web app, library and CLI. Try the app · Source and tests
MOTIONX Studio · product engineering Motion-first Next.js site plus a separately guarded Python outreach-validation workflow. Live site · Source and architecture

Follow a complete workflow

  • Operations handoff: signed event → durable processing → validated import → reporting checks, using installed packages and synthetic records.
  • Reference-checked foundations: inspect pricing, statistics, ledger invariants, retrieval and contrast calculations alongside their proving code.
  • Research review gate: run six synthetic scenarios and inspect why incomplete evidence blocks a research result.
  • Compare saved reviews: choose two exports in Studio’s Compare tab; both are checked locally before differences appear. Recorded decisions and current freshness remain separate, and comparison preserves existing run state. Internal consistency is not authenticated approval.
  • Investigate a retrieval change: follow exact-ranking paired measurements, including slower controls, then inspect the extreme-vector repair against an independent numerical reference.

Browse all 19 projects by scenario, technology and area →

Complete project index — finance, data, AI, backend and HCI

Projects by area

Finance and fintech

Project What it does Stack
quantkit Options pricing (Black–Scholes–Merton, binomial, Monte Carlo), portfolio optimization and a backtester whose no-look-ahead rule is enforced by tests Python · NumPy · SciPy · pandas
ledgerline Double-entry ledger API: balanced, immutable journal entries, idempotent writes and race-free overdraft checks FastAPI · SQLAlchemy · PostgreSQL
Agentic Trading Research Research-only architecture plus a runnable synthetic fail-closed gate with negative tests; no automated order execution · case study Python · JSON Schema

Data and analytics

Project What it does Stack
saas-analytics-warehouse Tested dbt warehouse for a fictional SaaS company: MRR movements, cohort retention and unit economics dbt · DuckDB · SQL · Python
powerlift A/B-test statistics plus a seeded CSV → allocation check → CUPED readout, with power, sequential and Bayesian methods checked against SciPy and statsmodels Python · SciPy
Impact Ledger Reporting dashboard that separates unique people, attendance and session spending, with atomic CSV validation · synthetic demo TypeScript · Python · SQLite

Backend reliability and AI engineering

Project What it does Stack
RelayBox Signed webhook inbox: idempotent ingestion, durable SQLite jobs, fenced worker leases and bounded retries Python · SQLite
TraceBench Offline evaluation of recorded AI outputs: strict JSONL contracts, bilingual cases, exact token-cost arithmetic and baseline regression gates Python
citecheck Question answering over documents with the Claude API: every sentence must cite a retrieved passage, a checker flags unsupported claims, and an evaluation harness scores retrieval, citations and abstention Python · Claude API · SQLite FTS5
searchlite BM25F and hybrid retrieval with explainable ranking · relevance workbench · exact-ranking measurements · vector reference checks TypeScript
LineageGuard Studio Typed agent-workflow runtime with evidence contracts, recovery and policy evaluations Node.js · SQLite
ProofCast Local media generation, independent saved-file verification, SHA-256 provenance and opt-in Backblaze B2 storage Python · Streamlit

Product, design and HCI

Project What it does Stack
contrastkit WCAG contrast checks, perceptual color fixes and color-blindness simulation, as a library, a CI-ready CLI and a web app TypeScript · React
MOTIONX Studio Motion-first studio website with a separate Python outreach-validation workflow Next.js · TypeScript · Python
Blast Radius Daily One-minute Reddit puzzle game about the blast radius of schema changes · play the offline incident, with fictional tab-memory scores and votes TypeScript · Devvit
Luma Keys Offline piano practice desktop app: numbered score, sheet music and falling notes, 3-D hands that play a planned fingering, graded sight reading and on-device PDF recognition · portfolio card · isolated browser QA workflow Electron · React · three.js · Web Audio

Also built: JUST-QR, a browser QR generator with input recovery and scanner-checked PNG exports, and Teen Budgeting, a Node.js classroom demo.

Toolkit

  • Languages: Python, TypeScript/JavaScript, SQL, HTML/CSS
  • Backend and data: FastAPI, Node.js, SQLAlchemy, PostgreSQL, SQLite, DuckDB, dbt, pandas, NumPy, SciPy
  • AI engineering: Claude API (strict tool use, prompt caching, refusal handling), retrieval and offline evaluation
  • Frontend: React, Next.js, Vite, Tailwind CSS, Electron, three.js, Web Audio
  • Quality: pytest, Hypothesis, Vitest, Playwright, mypy, ESLint, GitHub Actions

Get in touch

I'm looking for software engineering, AI engineering, fintech and data internships. Reach me through the portfolio contact section.

Projects include deployed apps, libraries, research snapshots, coursework and prototypes, built with AI assistance. Each README explains what can be run and what is out of scope; hosted demos use synthetic data, and none claims production use or customer adoption. Company names in the valuation demo identify independent research subjects and do not imply affiliation or endorsement.

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  1. frontier-ai-valuation-lab frontier-ai-valuation-lab Public

    Full stack fintech decision studio: compare Anthropic and OpenAI valuation scenarios, test financing and ownership trade-offs, and preserve reproducible capital decisions with numerical and browser…

    JavaScript

  2. lineageguard-datahub-agent lineageguard-datahub-agent Public

    LineageGuard Studio: typed workflow composition, bounded execution, evidence contracts, SQLite recovery and reproducible evaluations. Synthetic public demo; optional read-only DataHub capture.

    JavaScript 1

  3. quantkit quantkit Public

    Options pricing, portfolio optimization and backtesting in Python, with every model checked against closed-form results, textbook values or an independent method.

    Python

  4. ledgerline ledgerline Public

    Double-entry ledger API with balanced, immutable journal entries, idempotent writes and race-free balance checks. FastAPI, SQLAlchemy 2.0, PostgreSQL and SQLite.

    Python

  5. saas-analytics-warehouse saas-analytics-warehouse Public

    Analytics engineering for a fictional SaaS company: seeded data generator, tested dbt + DuckDB warehouse (MRR movements, cohort retention, unit economics) and a reproducible report.

    Python

  6. searchlite searchlite Public

    Zero-dependency full-text search engine for TypeScript: BM25F ranking, a query language, phrase/prefix/fuzzy search, highlighting, hybrid retrieval and an evaluation harness.

    TypeScript