Senior AI Engineer · Philippines · Remote

I build AI that acts in the real world.

Every claim below is followed by the artifact that proves it. Evidence class is printed next to each one.

Not chatbots — autonomous agents that operate robots, run real operations, and ship to production, with the safety layers that make it survivable.

EX-00 · Subject Portrait · synthesized from a still
Not a system capture

Three evidence classes are used on this page. Verifiable means you can open it now. Attested means a third party signed it. Self-reported means it is my own count and you should treat it as such.

Status
Available for work
Self-reported
Repos shipped
80 · 21 public
Self-reported Verifiable ↗
Throughput
~4,000 commits / year
Self-reported
Core stack
Agents · ROS2 · Cloud
The distinction

Calling this prompt engineering is a disservice to both of us.

Anyone can generate a demo. The engineering is everything after — the safety layer, the failure modes, the handover, the thing still running six months later.

I scope. I staff. I architect. I delegate. I review. I unblock. I ship. I operate.

read the logs · write the tests · take the pager · fix it myself

I do both. That is the job.

The rest of this page is the file. — exhibits.

Exhibits 01–08

Platforms I have built and shipped.

Open-source where I can show it, client and proprietary where I cannot. The private ones are marked and unlinked — I am not going to pretend otherwise.

EX-01
physical-mcp ↗ Verifiable
Robotics · AI Safety

A safety-first MCP server for ROS2 robots — a guarded bridge that lets AI agents command physical systems without driving them off a cliff. Velocity limits, geofencing, e-stop and full audit logging.

TS · MCP · ROS2
2,167 tests · 100 tools
EX-02
ai-dev-agency ↗ Verifiable
AI Application

A 3D visual AI development agency — watch a team of Claude-powered agents build real software inside an interactive office. Three.js meets multi-agent.

TS · Three.js
Multi-agent
EX-03
Remake AI Platform Private
Robotics · Platform

A full robotics platform — 2D-LiDAR feature detection with a custom 1D-CNN, a real-time robot control app (FastAPI + Socket.IO, three-phase handshake), a ROS2 client, app store and mobile layer. ~1,580 commits across a dozen repos. Architecture drawn below, EX-10.

Python · TS · ROS2
2D-LiDAR · 1D-CNN
EX-04
agent-scout ↗ Verifiable
Agent Infrastructure

Gives an AI agent eyes on the open web — search & read the web, YouTube, GitHub and Hacker News from one CLI, with zero API fees.

Python
CLI · MCP
EX-05
KAGIX Bot Private
Quant · Agents

A strategy-driven trading system (v5.2.4, deployed) — mirrors fund signals through ETFs via IBKR, with an options-hedging layer, a backtest engine, and a Claude API risk layer with hard spend caps.

Python · IBKR
v5.2.4 deployed
EX-06
GFY Data Cloud Private
Data · Cloud

A data & analytics platform on AWS Amplify Gen2 — a component-first framework so AI and humans can ship features without getting stuck on UI, plus a control center and mobile app.

TypeScript
AWS Amplify Gen2
EX-07
MCP Operator Private
Agent Platform

A self-hosted, no-code autonomous-agent platform — connect services, describe an automation in plain English, and it runs on schedules and webhooks with a self-correcting feedback loop.

TypeScript
Next.js · AI SDK
EX-08
career-ops ↗ Verifiable
Multi-Agent

A multi-agent job-search system, open-sourced and translated into 7+ languages. Companies use AI to filter candidates — this gives candidates AI to choose companies.

Python · Multi-agent
7+ languages

More at github.com/ricardothe3rd ↗

Motion study · Differential-drive kinematics Schematic diagram, drawn for this page
Not capture · Not a client deliverable
Scope the cell.
Teach the trajectory.
Hand it to the operators.

A commanded path, then a base that travels it.
Rigid-body translation and yaw only — exactly what a differential-drive base can physically do, and nothing it cannot.
It only moves while you scroll, and reverses when you scroll back. This is a diagram, not footage.
The safety layer between an agent and these motors is physical-mcp — see EX-01.

Exhibit 03 · drawn

A robotics platform, end to end.

Private client system.
Diagram authored by me.
No client screens are shown.

ROS2 robot package
13,500+ lines · 106 tests

BROWSER CLOUD PHYSICAL ROBOT DEVELOPER PORTAL APP STORE PORTAL AUTHENTICATION LAYER THREE-PHASE · HMAC-SHA256 FASTAPI BACKEND REST + SOCKET.IO DEPLOYMENT DOCKER · TRAEFIK · CI/CD ORCHESTRATION CLOUD ROS2 ROBOT PACKAGE 13,500+ LINES · 106 TESTS SOCKET.IO BRIDGE · SUB-SECOND LATENCY
Evidence class · Attested
Ricardo consistently exceeds expectations. His attention to detail is unparalleled — he catches the smallest issues others overlook, always delivers on time and with the highest accuracy, and his contributions significantly improved our project's overall quality. Truly an asset to any team.
John & Marie · Long-term engagement · 1,636 hours
★★★★★ 5.0 / 5.0

Engagements · Remake.ai · GFY · Wellnite · Findd · Concise · Chinchilla AI

The direction layer

I stopped being the bottleneck.

At Chinchilla AI I direct people and manage projects. I decide what gets built, who builds it, and what does not ship — holding the architecture and the standard while other people do the work, and staying accountable when it lands badly.

Six lanes · one direction node
Each lane is a responsibility, not a headcount.

DIRECTION SCOPE WHAT PROBLEM WHAT BOUNDARY STAFF WHO TAKES IT ARCHITECT THE SHAPE IT MUST HOLD REVIEW UNTIL IT READS RIGHT UNBLOCK REMOVE WHAT IS IN THE WAY OPERATE STILL RUNNING IN SIX MONTHS THE PATH EVERY BRIEF TAKES BRIEF BROKEN DOWN ASSIGNED BUILT REVIEWED SHIPPED OPERATED

Materials · 32 entries

Python
TypeScript
Claude / LLMs
Model Context Protocol
Multi-Agent Systems
RAG
Anthropic API
Vercel AI SDK
LangChain
PyTorch
ROS2
LiDAR
1D-CNN ML
Computer Vision
Object Detection
Gazebo
AI Safety
Next.js
React
Three.js
AWS Amplify Gen2
FastAPI
Node.js
PostgreSQL
Supabase
Redis
Docker
Kubernetes
WebSockets
Socket.IO
Quant / Trading
iOS / Expo
Closing

Have a system that needs

to think — or move?

I am available for AI engineering, cloud, and robotics work. Tell me what you are building and let's figure out the path to shipped.

Email · rarganaiii@gmail.com GitHub · @ricardothe3rd Location · Philippines (remote) Available for work

The index · every exhibit, its class, its link

EX-00Portrait — synthesized from a still, not a system capture
EX-01physical-mcp — Verifiable — github.com/ricardothe3rd/physical-mcp
EX-02ai-dev-agency — Verifiable — github.com/ricardothe3rd/ai-dev-agency
EX-03Remake AI Platform — Private — diagram authored by me
EX-04agent-scout — Verifiable — github.com/ricardothe3rd/agent-scout
EX-05KAGIX Bot — Private
EX-06GFY Data Cloud — Private
EX-07MCP Operator — Private
EX-08career-ops — Verifiable — github.com/ricardothe3rd/career-ops
EX-09Motion study — reconstruction from my own simulator frames
EX-10Remake architecture — drawn by me, no client screens
EX-11Testimonial — Attested — John & Marie, 1,636 hours
EX-12Telemetry — Self-reported — figures as of July 2026

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