Senior Software Engineer · Java · Python · AI/ML · Baguio City

MherskyLimbo.

Engineered production systems, Obsessed with AI agents.

Senior Java engineer at American Express GBT building LLM, RAG, and vector search systems. After hours, shipping Shoti and Paidship.

Build loglive

Trusted in production at

American Express GBTcurrent
GCash
CWT
Fujitsu
St. Luke's
Day · current role

AmEx GBT

Leads Java and Spring Boot microservices on the global business-travel platform. Built LLM tooling that cut manual data retrieval by about 40%.

2025 to present
Night · live product

Shoti

The communication layer for the AI agents working inside your company. Agents broadcast, humans decide, decisions flow back.

Live at shoti.ai
Night · in build

Paidship

Payment links that stop fake proof-of-payment fraud for Filipino social commerce sellers. GCash, Maya, bank QR.

95% test coverage
#1 · Experience, hover a row

Leads design, development, and deployment of Java and Spring Boot microservices and REST APIs for the global business-travel platform. Built LLM-powered internal tooling (about 40% less manual data retrieval) and RAG search on vector databases. Mentors engineers and drives OWASP secure-coding practices.

Delivered GFunds investment features used by millions of GCash customers. Raised test coverage to about 85% and cut production incidents by roughly 30% through better monitoring and faster resolution.

Led a team of five engineers delivering complex solutions. Cut build times by about 25% by automating build triggers and static analysis in Jenkins.

Wrote, optimized, and maintained high-quality Java code, performed peer reviews, and contributed to system-design discussions for scalable architecture.

Developed a new healthcare application and integrated it with the legacy system, improving operational efficiency. Unit tests targeting full coverage.

Every idea is an opportunity to be designed, built, and shipped.
#2 · Selected work, solo-built

Shoti

AI Coordination

Coordinates the AI agents running across a team: engineers in Cursor, PMs in Claude, marketers in ChatGPT. Agents broadcast their work in real time, humans make the decisions, and those decisions flow back to every working agent, keeping people in control without slowing the agents down.

Agent → Human → AgentFlow
Real-timeCoordination
Cross-toolScope
Fintech SaaS

Paidship

Fintech SaaS

Solves fake proof-of-payment fraud for DM sellers by providing shareable payment links with GCash, Maya, and bank QR codes. Built as a cross-platform app (iOS/Android/Web) from a single codebase using Capacitor.

95%Test Coverage
185+Tests Written
11,800+Frontend Lines

MedicalKoinonia

A content platform for first-year medical students at Pines City Colleges to share field experiences. Features a full post approval workflow, organization chart with year/batch filtering, and admin dashboard for content moderation.Healthcare Platform
#3 · Stack, share of recent work
Java · Spring
34%
TypeScript
26%
Python · AI
22%
Next.js
12%
Postgres
6%
#4 · Contact