Hi, I'm Ivan David

AI Engineer & Machine Learning Specialist

Building intelligent systems and deploying AI solutions that solve real-world challenges. Specialized in predictive modeling, deep learning, and large language models.

6+

AI Products Shipped

3,500+

AI Tools Indexed

10+

Open Source Contributions

5+

Years in Tech

About Me

AI Engineer building intelligent systems that solve real problems. From fine-tuning LLMs and deploying RAG pipelines to designing agentic AI platforms — I turn complex ideas into production-ready solutions.

01

AI & Machine Learning

Building and deploying deep learning models, LLM fine-tuning, RAG architectures, and production ML pipelines at scale.

02

Blockchain Forensics

On-chain investigation, wallet forensics, transaction tracing, and AI-powered anomaly detection for crypto security.

03

Software Engineering

Full-stack development with Python, TypeScript, and modern frameworks. Building developer tools, APIs, and serverless infrastructure.

04

Operations & Strategy

Leading cross-functional teams, managing product lifecycles, and translating technical capabilities into business outcomes.

Tech Stack

PythonPython
PyTorchPyTorch
TensorFlowTensorFlow
TypeScriptTypeScript
🦜LangChain
OpenAI
Claude
🤗HuggingFace
Next.jsNext.js
FastAPIFastAPI
DockerDocker
PostgreSQLPostgreSQL
AWSAWS
Node.jsNode.js
PythonPython
PyTorchPyTorch
TensorFlowTensorFlow
TypeScriptTypeScript
🦜LangChain
OpenAI
Claude
🤗HuggingFace
Next.jsNext.js
FastAPIFastAPI
DockerDocker
PostgreSQLPostgreSQL
AWSAWS
Node.jsNode.js
Currently Building

Deploying OpenClaw AI Agents across the Gulf Region

Setting up OpenClaw's multi-channel AI assistant infrastructure for enterprise clients in UAE and Saudi Arabia — enabling Arabic-first agentic workflows across WhatsApp, Telegram, and internal tools.

Experience

My professional journey across blockchain forensics, AI-driven analytics, and tech operations

AI Engineer

Metorial

May 2025 - December 2025
  • Led AI product development for the serverless MCP runtime, enabling AI agents to connect with apps and data sources at scale
  • Implemented LLM fine-tuning and RAG architectures tailored for the platform's domain-specific agent integrations
  • Developed and deployed deep learning models to optimize runtime performance, improving prediction accuracy by 35% across platform workloads
  • Built stateful MCP server tooling with sub-second cold starts, built-in security, and end-to-end monitoring for production AI systems
  • Designed developer-facing APIs and SDKs, collaborating with product and engineering teams to streamline AI agent deployment

Blockchain Analyst

Metaplanet Inc.

Nov 2024 - April 2025
  • Investigated suspicious wallet behavior and conducted forensic analysis of blockchain transactions using AI-driven pattern recognition tools
  • Created detailed reports on crypto-related security incidents for stakeholders, incorporating wallet movement analysis, token swaps, and laundering patterns
  • Monitored major crypto security news, community alerts, and developer channels to stay ahead of emerging threats and trends
  • Worked alongside engineering and compliance teams to streamline incident response and improve data traceability

Chief Operations Officer

One and Zeros Co. App Studio

July 2022 - July 2024
  • Managed day-to-day operations including developing and implementing processes and procedures to improve efficiency and productivity
  • Oversaw financial operations including budgeting, forecasting, and financial reporting
  • Led the development of new app projects, ensuring on-time delivery within budget while continuously monitoring performance and driving improvements
  • Collaborated with the CEO and senior leaders to develop and execute overall business strategy, identifying and evaluating new business opportunities and partnerships

Cryptocurrency Forensic Investigator

Chilton Yambert & Porter LLP

March 2022 - June 2022
  • Provided expert analysis and investigation of cryptocurrency-related financial crimes including money laundering and fraud
  • Identified and analyzed digital assets, traced transactions, and gathered evidence to support legal and regulatory proceedings
  • Leveraged blockchain analytics and AI-powered tools for deep transaction graph analysis and anomaly detection
  • Worked independently and as part of a team to deliver actionable forensic intelligence on complex crypto cases

Skills

My expertise and technical proficiencies

AI & Machine Learning

TensorFlow
PyTorch
Scikit-learn
XGBoost
Neural Networks
Deep Learning
Computer Vision

LLMs & NLP

OpenAI
Claude
LangChain
RAG
Hugging Face
Prompt Engineering
Fine-Tuning
MCP

Programming Languages

Python
JavaScript
TypeScript
SQL
R
Solidity

Blockchain & Web3

On-Chain Analytics
Wallet Forensics
Transaction Tracing
DeFi Protocols
Smart Contracts
Chainalysis

Operations & Strategy

Team Leadership
Project Management
Budgeting & Forecasting
Business Strategy
Agile
Stakeholder Management

Tools & Infrastructure

Docker
Git
AWS
OpenCL
Jupyter
Next.js
Apache Spark
CI/CD

Featured Projects

AI-powered products and platforms I've built and contributed to

Clelp.ai

The first review platform where AI agents rate AI tools. AI-generated reviews across 3,500+ tools, Claude Skills, and MCP servers — eliminating marketing bias with authentic assessments from real usage.

Next.jsAI AgentsLLMsAPI

Seneca Lab

AI simulation platform combining Stoic philosophy with statistical rigor. Translates abstract potential into quantifiable landscapes using modern data simulation for your most critical decisions.

AI SimulationData AnalyticsDecision Science

Rava AI

Agentic AI-powered GTM platform for founders and growth-stage teams. Acts as your GTM co-founder — delivering a complete system that learns, adapts, and executes from idea validation to market traction.

AI AgentsGTMStartupsAutomation

BeReach

AI-powered LinkedIn lead generation platform. Tracks 10+ engagement signals to identify warm prospects, generates personalized outreach, and integrates with CRMs via REST API.

Chrome ExtensionAILinkedInLead Gen

Synthetically

Market validation platform that turns early-stage ideas into decision-grade clarity. Define your audience, pressure-test the concept, and get actionable insights on what to fix, keep, and focus on.

Market ValidationAIStartupsAnalytics

Digital Meld

AI, automation, and cloud consulting firm helping businesses transform through data analytics, Microsoft Cloud solutions, computer vision, and enterprise security.

AI ConsultingCloudAutomationEnterprise

Open Source Contributions

Projects I've contributed to in the open source community

OpenClaw

A personal AI assistant you run on your own devices. Integrates with WhatsApp, Telegram, Slack, and Discord for seamless multi-platform AI interactions.

TypeScriptAI AssistantLLMsMulti-Platform
View on GitHub

Agency Agents

A curated collection of AI agent personalities and system prompts designed for Claude, Cursor, and other AI-powered development tools.

AI AgentsPromptsClaudeDeveloper Tools
View on GitHub

elizaOS / eliza

An all-in-one platform for building AI-powered applications. Multi-agent framework supporting TypeScript, Rust, and Python with extensible plugin architecture.

TypeScriptAI PlatformMulti-AgentOpen Source
View on GitHub

What People Say

From colleagues and collaborators I've worked with

Ivan built our AI pipeline from scratch and had it in production within weeks. His ability to move fast without cutting corners is rare.

Daniel Reyes

CTO, Metorial

One of the sharpest engineers I've worked with. Ivan doesn't just write code — he understands the business problem and architects the right solution.

Sarah Chen

VP of Engineering, Nexara AI

Ivan led our blockchain forensics initiative and delivered tools that directly contributed to recovering millions in misappropriated assets.

Marcus Webb

Managing Partner, Chilton Yambert & Porter

Education

My academic background and qualifications

Master in AI and Data Analytics

Asian Institute of Management (AIM) · 2020 – 2021

Graduate program focused on applying artificial intelligence and data-driven decision-making to real-world business and technology challenges.

Machine LearningAI AnalyticsNatural Language ProcessingAI StrategyCapstone Projects

Bachelor of Science in Electrical Engineering

Technological University of the Philippines · 2010 – 2014

Strong technical foundation in circuit design, signal processing, control systems, and embedded electronics. Developed analytical and problem-solving skills that bridge hardware engineering with modern software and AI systems.

Circuit DesignSignal ProcessingControl SystemsEmbedded SystemsEngineering Mathematics