Indonesian · Singapore · Senior AI Engineer at EY

I build AI platforms
from scratch.

I embed with teams to ship production AI systems — agents, pipelines, and the full-stack infrastructure behind them.

Edrick Kesuma
97%Faster AI agent build time2 weeks → 8 hours
85%AI bugs resolved autonomouslyAI-powered debugging pipeline
90%Cloud cost reductionServerless architecture refactor
5K+AI conversations served dailyWhatsApp CRM infrastructure
Top 1%Kaggle Computer Vision competitionPetfinder.my Pawpularity Contest
3×Hackathon ChampionSingapore

Client Work

AI Agents Built for Clients

Production agents deployed for real businesses — handling orders, locating showrooms, and automating workflows over WhatsApp.

Order Processing Agent

Reads parts lists from images, resolves stock conflicts, builds a cart, and generates a purchase order — end to end.

Showroom Locator Agent

Finds the nearest dealership from a shared location via WhatsApp and books a test drive in one conversation.

Internal Tools

AI Infrastructure Built for Companies

Production-grade internal platforms that let teams build, deploy, and maintain AI agents — without touching the underlying models.

Agent Builder
< 1 hrto deploy

A no-code wizard that lets any team build a fully configured production AI agent — from personality upload to live deployment.

Agent Debugger & Fixer
85%issues auto-resolved

Drop a failing trace into Slack. The system pulls logs, reads the agent's tools, diagnoses the root cause, and opens a fix PR — automatically.

About

From Dota to production AI

I got obsessed with AI in 2017 after watching OpenAI beat Dota 2 pros. Since then the path has run through a self-taught gap year, a Top 1% Kaggle finish in computer vision, 3x hackathon wins in Singapore, production work at Covena building sales AI agents, and now enterprise AI at EY. I also share parts of that journey by making AI reels on Instagram.

Now I'm a Senior AI Engineer at EY, building evaluations from scratch on EY's agent platform and AI solutions for enterprise customers across APAC. Before that, at Covena, a Silicon Valley VC-backed AI startup, I built the agents, tooling, and infrastructure that helped forward deployed engineers ship client AI agents faster. That work cut AI agent build time by 97%, resolved 85% of AI bugs autonomously, supported 5K+ daily AI conversations, reduced cloud costs by 90%, and made retrieval 10x faster.

Agents and orchestration

I build end-to-end agent systems, from prompt and tool design to internal platforms that help teams create, test, and improve them faster.

Self-improving systems

I ship an MVP fast, learn from real usage, and build the eval and feedback loops that make the AI better over time.

Full-stack delivery

I ship the surrounding product too: Next.js and Express apps, APIs, CRM features, dashboards, WhatsApp integrations, Docker-based deployment, and observability.

LangChainLangGraphLangSmithQdrantNext.jsExpressDockerPostHogWhatsApp Cloud API

Current Role

Senior AI Engineer

EY / Agent platform evaluations and enterprise AI across APAC

Now

I care most about shipping AI systems that help teams move faster, can be measured, and stay maintainable after launch.

Previously at Covena

97%

faster AI agent build time

85%

AI bugs auto-resolved

90%

cloud cost reduction

5K+

daily AI conversations served

Core Areas

EvaluationsAI agentsRAGLLMOpsAI-based analyticsWhatsApp systemsFull-stack AI productsAI observability

Experience

Where I've been building

From Kaggle leaderboards and hackathons to production AI at a startup and at EY.

  1. Senior AI Engineer

    EY

    Now2026 - Present

    Building evals from scratch on EY's agent platform, and AI solutions for enterprise customers across APAC.

  2. AI Full Stack Engineer

    Covena AI

    2025 - 2026

    Silicon Valley VC-backed AI startup running end-to-end sales on WhatsApp for B2C brands.

    • Led the internal FDE platform: agent builds from 2 weeks to 8 hours.
    • No-code Agent Builder that synthesizes agents from example chats.
    • AI debugging pipeline that writes its own fix PRs (85% of bugs).
    • WhatsApp Cloud API integration behind 5K+ daily conversations.

    Notable clients

    Garuda IndonesiaAyanaColearn
  3. Bachelor of Computer Science (Big Data)

    University of Wollongong

    2022 - 2024

    Graduated with High Distinction (86.1/100).

    • Dean's Merit Award 2022 and 2023 (top 1% of the cohort).
    • Thesis: CoviDoc, lung X-ray AI + RAG prescriptions, tech lead.

    Hackathons

    • 1st place#HACK2023
    • 2nd placeAnaconda Data Science Expo
    • 2nd placeOmnitools AI Hackathon
  4. Kaggle ML Competitions

    Kaggle and Twitter

    2021 - 2022

    Competed in ML competitions and posted the concepts I learned on Twitter. Reached 2x Kaggle Expert, and Twitter peaked at 2K followers.

    Competitions

    • Top 1%Petfinder.my PawpularityCV classification · 30/3537
    • Top 2%Tabular Playground Series Sep 2021Tabular · 20/1942

Contact

If you're building with AI, let's talk.

Whether you're looking for a technical engineer who can actually ship, or you just want a second opinion on AI agents, evals, or architecture, I'd be happy to chat.

Email is the easiest way to reach me. If you want to browse a bit first, the rest of my socials are here too, along with my resume.

If you already have a rough use case, I can usually tell pretty quickly whether you need an agent, better tooling, or a simpler automation path.

Get In Touch

Best for hiring conversations, collaborations, or AI agent questions. Email is still the fastest route.