System Design MAS
Multi-agent system that converts high-level system design concepts into concrete architectures.
ALEX HAVRYLESHKO
Applied AI Engineer | Fintech
I build end-to-end financial AI instruments for fintech companies
What I Do
- Build financial models for small business operations
- Architect and deploy multi-agent systems
- Fine-tune open weights for investment research and analysis
Selected Work
Financial misalignment AI engine - investment sentiment separation
API-first fine-tuned Llama 3 8B for mitigation of LLM misalignment in investing for detecting and correcting user bias - separation of market sentiment from financials (FINRA-aligned)
Corporate Cash Burn Predictor
Predictive model analyzing financial statements from public energy companies to forecast cash burn risks.
How I Work
- Principles first, features second
- Shipping fast to find PMF
- AI as a tool, not a crutch
- Strong focus on context engineering
- Public documentation of decisions
What I'm Looking For
I am looking for a role at a growing startup or small company where I can take end-to-end ownership of critical AI initiatives. I thrive in environments that value shipping, autonomy, and direct business impact.
Not a fit for:
- Roles with little room for technical or product input
- Large organizations with narrow individual ownership
- Environments without space for focused, independent work