PORTFOLIO — ALEKS ARRIOLA

Agentic AI,
built for finance.

Finance & Accounting student at Hult, building AI agents and automation for real financial workflows — where generative AI meets quantitative finance.
Agentic AIQuantitative FinanceLLM AgentsFinancial Modeling
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Two paths, my toolbox and a goal
I study the finance that measures value and the marketing that creates it — and teach myself the technical side through curiosity, trial and error. AI is my co-pilot; imagination decides what to build next.
FIG. 0 — The model proposes. Code enforces. PROPOSED 0 · EXECUTED 0 · ESCALATED 0
01 · INPUTRequest 02 · LLM AGENTProposes 03 · POLICY GATEEnforces 04 · ENGINEComputes 05 · OUTPUTModel · memo ESCALATEHuman review LangGraph · Granite NumPy · SciPy · Move BLOCKED
The LLM only proposes — a deterministic policy gate and on-chain contracts enforce every decision, or escalate it to a human.
By the numbers
Recognition — challenges & achievements
Toolkit — what I build with
About — finance, meet agentic AI
© 2026 Aleks Arriola — Agentic AI, built for finance.
Selected systems

Work

Live systems at the intersection of agentic AI and quantitative finance — each one something you can open and inspect.

Systems → risk decisions

Case Studies

Each system framed by the risk decision it informs, the control I designed to bound it, the trade-offs that introduced, and when I'd distrust it.

Financial work

Finance

Tools and models built on real SEC and market data — screening, valuation, and the controls around them.

Areas of practice
Professional experience

Experience

Finance-focused roles across analytical, client-facing, and operational work — the groundwork behind the systems I build today.

Essays

Writing

Short essays from building — AI systems, markets, and what happens at their intersection. A new one publishes most days.

Credentials

Certifications

Virtual experience programs and courses across banking, finance, risk, and technology.

Toolkit
Contact

Let's connect.

Open to finance + AI opportunities. Interning at The 1525 while studying and building.

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