# Tamaz Sujashvili

> Quant.

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, working across systematic alpha research, legal practice, and open-source engineering.

Canonical URL: https://tamaz-sujashvili.pages.dev/

## Work

### Quant Alpha Labs — Founder

Founder of Quant Alpha Labs.

### 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. J&T Consulting LLC is ranked Tier 2 by Legal 500 for Commercial, Corporate & M&A and Dispute Resolution.

### Open-source engineering — Agent Tools and Local-First Systems

Work spans agent performance systems, semantic compression for LLMs, web-to-markdown extraction, Georgian OCR, and knowledge management.

## Selected Projects

1. **Senior Code MCP** — https://github.com/Tamaz-sujashvili/senior-code-mcp
   Finalist at the Cursor × Superteam Georgia Hackathon (built solo in a 3-hour window against 180+ developers). An MCP server that gives AI coding agents a memory of your codebase: semantic search over what code means plus a dependency graph of how it's wired together. Runs fully offline. 66% fewer tokens per query and 75% top-3 retrieval accuracy vs. a grep baseline; 81% recall@100 on CoSQA.

2. **Macro Multi-Factorial Model** — https://macro-dashboard-app-7ju3ucvwbeihu75sjkeryf.streamlit.app/
   Open-source macro dashboard: six independent regime detectors voting into a consensus score, overlaid with liquidity, positioning, and options microstructure. Runs entirely on free-tier APIs — no Bloomberg, no paid vendor.

3. **Local OCR for Georgian PDFs** — https://github.com/Tamaz-sujashvili/local-ocr-georgian-pdf
   Make scanned Georgian documents and books searchable, fully locally, with no cloud or upload path.

4. **Create Wiki Skill** — https://github.com/Tamaz-sujashvili/create-wiki
   Agent skill for building persistent, compounding knowledge bases as interlinked markdown files, based on the LLM Wiki pattern.

5. **Dynamic Workflow Skill for Agents** — https://github.com/Tamaz-sujashvili/dynamic-workflow-explained
   Plain-language guide to Dynamic Workflow architecture for AI agents: two-layer execution and adversarial convergence.

## Writing

- "How quants turn a market idea into a trade" (X, Aug 2026): https://x.com/suja_Labarum/status/2087994350961885460
- Hackathon finals post (LinkedIn): https://www.linkedin.com/in/tamaz-sujashvili-3694682a5/
- "Most dashboards show you prices. This one shows you what regime you're in." (X, Jun 2026): https://x.com/suja_Labarum/status/2062536311144149122
- "RAG finds related chunks. It has no idea what's already been established." (X, Jun 2026): https://x.com/suja_Labarum/status/2064391609027113262
- "Context windows cap agents at ten subtasks. The plan belongs in a script." (essay): https://github.com/Tamaz-sujashvili/dynamic-workflow-explained

## About

- **Education:** LL.B., Free University of Tbilisi, full government-funded tuition grant.
- **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.
- **Blockchain:** Member of Solana SuperteamGEO.
- **Mediation:** Winner of the 2023 International Mediation Writing Competition, Weinstein International Foundation (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.

## Contact

- Email: tamazsujashvili@gmail.com
- GitHub: https://github.com/Tamaz-sujashvili
- LinkedIn: https://www.linkedin.com/in/tamaz-sujashvili-3694682a5/
- X: @suja_Labarum — https://x.com/suja_Labarum

## Machine-readable resources

- AI-readable profile: https://tamaz-sujashvili.pages.dev/llms.txt
- Expanded profile: https://tamaz-sujashvili.pages.dev/llms-full.txt