Looks like you have JavaScript disabled. For the full Twine experience, you will need to re-enable it.

I'm Htoo Aye Lwin, an AI Engineer focused on Agentic AI, retrieval-augmented generation (RAG), and MLOps for trading and fintech. I design robust LLM pipelines, guardrails against prompt injection and data leaks, and ship real-time news/market microservices on AWS/DigitalOcean. Before this, I worked across security, SRE/infrastructure, and private client work, including migrating Myanmar's leading video-streaming backend to the cloud, teaching red-team concepts, and building data pipelines for research. Since relocating to Singapore, I am pursuing a Diploma in Business IT to bridge technical mastery with business outcomes and partner with teams to deliver impactful products.…I'm Htoo Aye Lwin, an AI Engineer focused on Agentic AI, retrieval-augmented generation (RAG), and MLOps for trading and fintech. I design robust LLM pipelines, guardrails against prompt injection and data leaks, and ship real-time news/market microservices on AWS/DigitalOcean. Before this, I worked across security, SRE/infrastructure, and private client work, including migrating Myanmar's leading video-streaming backend to the cloud, teaching red-team concepts, and building data pipelines for research. Since relocating to Singapore, I am pursuing a Diploma in Business IT to bridge technical mastery with business outcomes and partner with teams to deliver impactful products.

Htoo Aye Lwin

AI Engineer, Data Scientist, DevOps Developer, +3





I'm Htoo Aye Lwin, an AI Engineer focused on Agentic AI, retrieval-augmented generation (RAG), and MLOps for trading and fintech. I design robust LLM pipelines, guardrails against prompt injection and data leaks, and ship real-time news/market microservices on AWS/DigitalOcean. Before this, I worked across security, SRE/infrastructure, and private client work, including migrating Myanmar's leading video-streaming backend to the cloud, teaching red-team concepts, and building data pipelines for research. Since relocating to Singapore, I am pursuing a Diploma in Business IT to bridge technical mastery with business outcomes and partner with teams to deliver impactful products.…I'm Htoo Aye Lwin, an AI Engineer focused on Agentic AI, retrieval-augmented generation (RAG), and MLOps for trading and fintech. I design robust LLM pipelines, guardrails against prompt injection and data leaks, and ship real-time news/market microservices on AWS/DigitalOcean. Before this, I worked across security, SRE/infrastructure, and private client work, including migrating Myanmar's leading video-streaming backend to the cloud, teaching red-team concepts, and building data pipelines for research. Since relocating to Singapore, I am pursuing a Diploma in Business IT to bridge technical mastery with business outcomes and partner with teams to deliver impactful products.

Available to hire

I’m Htoo Aye Lwin, an AI Engineer focused on Agentic AI, retrieval-augmented generation (RAG), and MLOps for trading and fintech. I design robust LLM pipelines, guardrails against prompt injection and data leaks, and ship real-time news/market microservices on AWS/DigitalOcean.

Before this, I worked across security, SRE/infrastructure, and private client work, including migrating Myanmar’s leading video-streaming backend to the cloud, teaching red-team concepts, and building data pipelines for research. Since relocating to Singapore, I am pursuing a Diploma in Business IT to bridge technical mastery with business outcomes and partner with teams to deliver impactful products.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Intermediate

Intermediate

Intermediate

Intermediate

Intermediate

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.

Funded Trader / AI Strategist at BrightFunded

July 1, 2023 - 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.

Lecturer & Technical Advisor at PentestVilla

October 1, 2017 - 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.