QUANT ALPHA LABS
Founder
Founder of Quant Alpha Labs.
Tamaz
Sujashvili
SELECTED PROJECTS ↓
WORLDQUANT BRAIN
Quantitative Research Consultant
Researches and develops systematic equity alphas using financial and alternative datasets. Work spans hypothesis formation, signal construction, large-scale simulation, robustness and correlation testing, and the development of Power Pool and SuperAlpha strategies.
J&T CONSULTING LLC
Junior Associate
Practice spans contracts, arbitration and litigation, IT law, and data protection. Built a semantic research database for Supreme Court of Georgia case law.
Selected Projects
Senior Code MCP
Built in a 3-hour build window at the Cursor × Superteam Georgia Hackathon, entered solo against 180+ developers and made the finals. An MCP server that gives AI coding agents a memory of your codebase: semantic search over what code means, combined with a dependency graph of how it's wired together, so one call returns the right excerpt plus everything that calls and depends on it. Runs fully offline. Benchmarked at 66% fewer tokens per query and 75% top-3 retrieval accuracy vs. a grep baseline; 81% recall@100 on the CoSQA public code-search benchmark.
Macro Multi-Factorial Model
Open-source macro dashboard: six independent regime detectors (quadrant, trend + vol, HMM, volatility, liquidity/credit, breadth) that vote into a consensus score with an agreement read, overlaid with liquidity, positioning, and options microstructure. Runs entirely on free-tier APIs, FRED, BLS, Treasury, NY Fed, CFTC, EIA, Alpha Vantage, Tiingo, Finnhub, yfinance, no Bloomberg, no paid vendor. Doesn't pick securities; you run it locally and extend it in code.
Local OCR for Georgian PDFs
Make scanned documents and books searchable. OCR Georgian PDFs fully locally, with no cloud or upload path.
Create Wiki Skill
Agent skill for building persistent, compounding knowledge bases as interlinked markdown files. Based on Karpathy's LLM Wiki pattern.
Dynamic Workflow Skill for Agents
Plain-language guide to Dynamic Workflow architecture for AI agents. Covers two-layer execution and adversarial convergence.
Threads
“The visible part is the signal. The difficult work happens between the original idea and the final order.”An end-to-end guide to turning a market hypothesis into a tradable strategy: feature engineering, neutralization, portfolio construction, costs, correlation, out-of-sample validation, and live monitoring. READ ON X
“Presenting developer infrastructure on the finals stage, in front of senior engineers, is a moment I'm genuinely proud of.”Finalist at the Cursor × Superteam Georgia Hackathon out of 180+ developers, entered solo. Built Senior Code MCP in a 3-hour window; background is law and quant finance, not software. READ ON LINKEDIN
“Most dashboards show you prices. This one shows you what regime you're in and whether your signals actually back each other up.”Open-sourcing the macro dashboard I use for top-down work: six regime detectors that vote into a consensus score, overlays for liquidity, positioning, and options. Runs entirely on free API keys, no Bloomberg, no paid vendor. READ ON X
“RAG finds related chunks. It has no idea what's already been established.”The librarian pattern for AI agents: a compounding markdown wiki, built as an installable skill based on Karpathy's LLM Wiki. READ ON X
“Context windows cap agents at ten subtasks. The plan belongs in a script.”Dynamic Workflow explained: two-layer execution, adversarial convergence, and the synchronous trap. READ ON GITHUB
About
Tamaz Sujashvili is the Founder of Quant Alpha Labs, a Quantitative Research Consultant on WorldQuant BRAIN, and a Junior Associate at J&T Consulting in Tbilisi, Georgia.
His quantitative research focuses on systematic equity signals. He researches datasets and economic mechanisms, constructs and simulates alphas, tests their robustness and correlation characteristics, and develops diversified Power Pool and SuperAlpha strategies. His broader research interests include macro regimes, derivatives, market structure, and technical signals.
At J&T Consulting LLC, his practice covers contract drafting and negotiation, arbitration and litigation case management, IT and technology law, data protection compliance, and employment matters.
- EDUCATION
- LL.B., Free University of Tbilisi, full government-funded tuition grant.
- LAW
- J&T Consulting LLC, ranked Tier 2 by Legal 500 for Commercial, Corporate & M&A and Dispute Resolution.
- QUANT
- 1st in Georgia and top 2% globally in the 2026 International Quant Championship; subsequently advanced to Research Consultant on WorldQuant BRAIN, the research platform of WorldQuant, a global quantitative hedge fund managing over $7 billion.
- HACKATHON
- Finalist, Cursor × Superteam Georgia Hackathon (2026), entered solo against 180+ developers. Built Senior Code MCP in a 3-hour build window.
- BLOCKCHAIN
- Member of Solana SuperteamGEO.
- MEDIATION
- Winner of the 2023 International Mediation Writing Competition, Weinstein International Foundation; awarded a USD 1,000 prize.
- ARBITRATION
- Advisor, 32nd Willem C. Vis International Commercial Arbitration Moot.
- PUBLICATION
- Research contributor to "The Lawyer's Role in Business Negotiations, Mediation, Arbitration, and Litigation" (Sulkhan-Saba Orbeliani University Press, 2026).
- LANGUAGES
- Georgian, English, Russian, German.