WORLDQUANT
Quantitative Research Consultant
Builds multi-factor macro models and regime detection systems that integrate fundamental macro data with technical analysis.
Tamaz
Sujashvili
SELECTED PROJECTS ↓
Work
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.
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
01 / STREAMLIT
Macro Multi-Factorial Model
Multi-factor macro Streamlit dashboard for tracking regime, liquidity, options structure, institutional positioning, and energy futures. Treats macro as a state vector, not a single chart.
02 / GITHUB
Local OCR for Georgian PDFs
Make scanned documents and books searchable. OCR Georgian PDFs fully locally, with no cloud or upload path.
03 / AGENT SKILL
Create Wiki Skill
Agent skill for building persistent, compounding knowledge bases as interlinked markdown files. Based on Karpathy's LLM Wiki pattern.
04 / ESSAY
Dynamic Workflow Skill for Agents
Plain-language guide to Dynamic Workflow architecture for AI agents. Covers two-layer execution and adversarial convergence.
Writing
01 · THREAD · JUN 2026
“Macro is not a chart: it is a state vector.”On regime clustering, cross-signal confirmation, and why a single indicator will always mislead you: open-sourcing the multi-factorial stack. READ ON X ↗ 02 · THREAD · JUN 2026
“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 ↗ 03 · ESSAY · JUN 2026
“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 a Quantitative Research Consultant at WorldQuant and Junior Associate at J&T Consulting in Tbilisi, Georgia.
At WorldQuant, his research combines fundamental macro data with technical analysis through regime detection, integrating both approaches within single alpha 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 · top 2% globally, 2026 International Quant Championship.
- MEDIATION
- 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.