Variance commentary agent for month-end close
91.3% across 7 eval cases, 5 rounds of feedback.
ALEX HAVRYLESHKO
Applied AI Engineer | Fintech
Building AI agents for fintech - investment research, securities, and financial automation
What I Do
- Work with market sentiment, alternative and regulated data
- Fine-tune open weights models for SMBs' financial operations/integrations
- Architect and deploy multi-agent systems for investment research
- Automate accountancy workflow layer
Selected Work
Agentic knowledge base for financial regulations
human-curated compliance infrastucture for agentic financial operations: FCA, SEC, MiFID II, AML/CTF, PSD2 etc.
IPO pattern research agent
Agent for comparing pre-IPO market predictions with post-IPO filings and finding patterns in the data.
Where I am at best
Seed - Series C-stage companies, consolidation of PMF, fast in terms of growth and capital efficient with relatively small teams
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