I’m an AI Engineer focused on Agentic AI, RAG/MLOps, and trading tech. I build agentic workflows, hardened LLM pipelines, and secure real-time market/news microservices on AWS and DigitalOcean. I recently relocated to Singapore and am completing a Diploma in IT to align my technical work with corporate goals. My background spans cyber security, DevSecOps, and private client work, where I translate market and system signals into practical tools for teams. Over the years I’ve developed robust data pipelines, web automation, and trading EAs, while exploring econometrics and macro calendars. I’ve taught red‑team concepts, led end‑to‑end ops for media platforms, and now I’m focused on production‑ready LLM deployments, secure infrastructure, and scalable cloud pipelines for trading and fintech use cases.

HTOO AYE LWIN

I’m an AI Engineer focused on Agentic AI, RAG/MLOps, and trading tech. I build agentic workflows, hardened LLM pipelines, and secure real-time market/news microservices on AWS and DigitalOcean. I recently relocated to Singapore and am completing a Diploma in IT to align my technical work with corporate goals. My background spans cyber security, DevSecOps, and private client work, where I translate market and system signals into practical tools for teams. Over the years I’ve developed robust data pipelines, web automation, and trading EAs, while exploring econometrics and macro calendars. I’ve taught red‑team concepts, led end‑to‑end ops for media platforms, and now I’m focused on production‑ready LLM deployments, secure infrastructure, and scalable cloud pipelines for trading and fintech use cases.

Available to hire

I’m an AI Engineer focused on Agentic AI, RAG/MLOps, and trading tech. I build agentic workflows, hardened LLM pipelines, and secure real-time market/news microservices on AWS and DigitalOcean. I recently relocated to Singapore and am completing a Diploma in IT to align my technical work with corporate goals. My background spans cyber security, DevSecOps, and private client work, where I translate market and system signals into practical tools for teams.

Over the years I’ve developed robust data pipelines, web automation, and trading EAs, while exploring econometrics and macro calendars. I’ve taught red‑team concepts, led end‑to‑end ops for media platforms, and now I’m focused on production‑ready LLM deployments, secure infrastructure, and scalable cloud pipelines for trading and fintech use cases.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
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Language

English
Fluent
Burmese
Fluent

Work Experience

Freelance AI Engineer at Self-Employed
April 1, 2020 - November 3, 2025
Built agentic AI workflows for trading/fintech teams to accelerate research & operations; reduced manual triage and latency via lean retrieval and caching. Adapted open-source LLMs to finance use-cases; improved factuality and response time through prompt-security patterns and rigorous eval loops. Led red‑team reviews; closed prompt‑injection/data‑leak paths and implemented guardrails/allow‑lists. Delivered real‑time market/news feeds as secure microservices (Docker on AWS Fargate/DigitalOcean) with structured logs and fallback flows. Built Agentic LLM applications with LangChain/LangGraph/Pydantic and Telegram bots for user engagement.
Funded Trader / AI Strategist at BrightFunded
June 1, 2025 - June 1, 2025
Traded perpetual futures using ICT & price‑action playbooks anchored to macro calendars. Built ForexFactory scrapers to track key releases and drive pre‑news scenarios. Prototyped execution scripts for entries/exits while keeping manual oversight for volatile events.
Server Administrator / DevOps Engineer at ABC Content Solutions
December 1, 2018 - December 1, 2018
Migrated the Mahar mobile app backend (Myanmar’s leading video‑streaming platform) to DigitalOcean, improving reliability and reducing hosting costs. Implemented CI/CD and hardened infrastructure against DDoS and application‑layer attacks. Layed groundwork for scalable operations using AWS alongside DigitalOcean.
Lecturer & Technical Advisor at PentestVilla
February 1, 2018 - February 1, 2018
Delivered training on malware, vulnerability assessment, and AI/LLM safety basics to 30+ students. Co‑authored red‑team playbooks adopted by enterprise clients.

Education

Diploma in Business (IT) at ACETEK College, Singapore
March 1, 2025 - October 1, 2025
B.E., Electrical/Electronics (withdrew) at Technological University Hmawbi, Myanmar
January 11, 2030 - November 3, 2025

Qualifications

Advanced Prompt Hacking
June 1, 2025 - November 3, 2025
Mastering Kubernetes and DevOps
March 1, 2020 - November 3, 2025

Industry Experience

Software & Internet, Financial Services, Media & Entertainment, Professional Services