Independent R&D

The TopX ecosystem

Manufacturing software first — inspection analytics, vision training, and engineering knowledge systems — plus independent research in AI agents, blockchain, and algorithmic trading since 2013.

The Mission

Intelligent infrastructure that can measure, decide, adapt, and scale

Since 2013, TopX has been my platform for building intelligent systems at the intersection of AI, blockchain, algorithmic trading, and advanced automation. The work spans decentralized infrastructure, machine learning, computer vision, financial modeling, and Web3 application development.

I design automated trading strategies using ThinkScript, PineScript, and Python — market-responsive algorithms, signal-generation logic, and backtesting frameworks that evaluate performance, risk, and repeatability across changing market conditions. On the blockchain side, I research and prototype decentralized applications, tokenization systems, NFT marketplace components, and Ethereum-based architectures, with a focus on secure smart-contract design, scalable system architecture, and cross-contract communication.

Alongside this work I lead advanced vision and automation initiatives at Universal Instruments — a rare bridge between real-world industrial automation and emerging computational technologies. Rlab, my founder-led software and engineering lab, gives this work a home: practical prototype systems across AI agents, manufacturing data systems, financial modeling, blockchain engineering, automation tooling, and technical documentation.

Manufacturing Meets TopX

TopX Inspection Analyzer

Where the portfolio touches the factory floor — software that makes inspection data easier to understand, validate, and act on after measurement.

TopX Inspection Analyzer — 3D coplanarity, heatmaps, and tolerance-ring analytics
  • Offline-first analytics suite that monitors inspection CSV output and aggregates pin-level data into interactive dashboards.
  • 3D coplanarity and seating-plane analysis, spatial heatmaps, tolerance-ring pin maps, deviation analysis, and repeatability review.
  • Source correlation across inspection platforms, best-fit registration, drift timelines, and pin-risk reporting.
  • Shareable interactive HTML reports, printable views, and customer-facing result communication — component-level reporting engineered for validation workflows.
3D CoplanarityPin Maps Drift TimelinesReport Exports
Full case study
Manufacturing Software

Tools that accelerate vision engineering

VisionPro Forge training platform

VisionPro Forge

Offline Cognex VisionPro training with curriculum, quizzes, and certification finals.

Knowledge Chat RAG system

Knowledge Chat

Local RAG knowledge base for engineering documents — FastAPI, React, vector search, streaming chat.

Pin Grid Generator

Pin Grid Generator

Drill-drawing and CSV nominal data converted into inspection-ready coordinate grids.

On-Chain

Blockchain engineering

Smart-contract development and system architecture on the Ethereum Virtual Machine — from token standards to full DeFi platforms.

Solidity Development

  • Developed multiple decentralized applications (DApps) utilizing ERC standards on the Ethereum blockchain.
  • Implemented ERC-20 token contracts, facilitating the creation and management of custom tokens for various projects.
  • Designed and launched an ERC-721 non-fungible token (NFT) marketplace, enabling the trading of unique digital assets.
  • Collaborated with cross-functional teams to integrate ERC-1155 tokens into gaming platforms, enhancing in-game item ownership and interoperability.
SolidityERC-20ERC-721ERC-1155

Blockchain Solution Architecture

  • Architected and developed scalable, secure DApps on the Ethereum platform leveraging the Ethereum Virtual Machine (EVM).
  • Implemented cross-contract communication and interoperability using EVM-based protocols.
  • Utilized EVM debugging tools and conducted audits to ensure contract reliability, security, and compliance with best practices.
  • Designed custom EVM-based solutions for decentralized finance (DeFi) applications, including lending and staking platforms.
  • Applied blockchain systems to improve transparency, governance, fundraising, and financial coordination.
EVMDeFiContract AuditsGovernance
The Platforms

TopXFin & TopXAgents

Two research platforms: one extracts actionable insight from noisy financial information, the other builds AI agents that reason, learn, and automate.

TopXFin — Financial LLM & ML Data Processing

  • Directed the development of TopXFin, an advanced financial large language model (LLM) and machine-learning GPT platform.
  • Combined machine learning, natural language processing, market data, and predictive analytics to extract actionable insight from noisy information.
  • Applied NLP techniques to extract critical information from legal, psychological, and financial documents.
  • Designed sophisticated data-processing pipelines and algorithms delivering precise financial insights and predictions.
LLMNLPPredictive AnalyticsML Pipelines

TopXAgents — Adaptive AI Agents

  • Engineered TopXAgents, a system of AI agents solving complex problems across mechanical, electrical, mechatronic, mathematical, and software disciplines.
  • Designed and trained agents using advanced machine-learning techniques to optimize problem-solving across multiple domains.
  • Implemented deep-learning architectures — recurrent neural networks (RNNs) and transformers — for agent training and decision-making.
  • Developed novel adaptive-learning algorithms enabling agents to continuously enhance their capabilities through continuous optimization.
AI AgentsTransformersRNNsAdaptive Learning
“A reward-based reinforcement model where agents continuously improve their decision-making based on trading outcomes.”
— TopX Reinforcement Gym
Protocol Layer

EVM research & development

Research into Ethereum Virtual Machine performance — scalability, layer-2 integration, off-chain computation, and protocol-level improvements for faster, more efficient decentralized systems.

EVM Research

  • Conducted comprehensive research on the Ethereum Virtual Machine and its underlying technologies.
  • Explored optimizations and enhancements to improve EVM performance and scalability.
  • Investigated layer-2 scaling solutions — Plasma, Optimistic Rollups, and sidechains — plus off-chain computation to address scalability challenges.
  • Developed RPC (Remote Procedure Call) interfaces to interact with the EVM and facilitate DApp integration.
Layer-2RollupsOff-Chain ComputeRPC

On-Chain Trading Development

  • Implemented advanced trading processes on the EVM, including flash swaps, margin trading, and algorithmic strategies.
  • Designed trading contracts with sophisticated features — limit orders, stop-loss orders, and algorithmic order matching.
Flash SwapsMargin TradingOrder Matching
Trading Systems

TopX Trading

A reinforcement gym where AI agents learn to trade — plus the algorithmic strategies and data infrastructure behind them.

Reinforcement Gym

  • Developed the TopX Reinforcement Gym, a dynamic training environment where AI agents use reinforcement learning to optimize trading strategies.
  • Trained agents to simulate varied trading environments, learning from historical data to execute optimal buy and sell decisions.
  • Implemented a reward-based reinforcement model where agents continuously improve decision-making from trading outcomes.
  • Integrated multi-timeframe analysis so agents evaluate short, medium, and long-term trends for more robust strategies.

Algorithmic Strategies

  • Designed and implemented algorithmic trading strategies utilizing technical indicators and price-action analysis.
  • Built strategies in ThinkScript, PineScript, and Python for market-specific conditions.
  • Backtested algorithms to validate performance and optimize parameters for diverse market conditions.
  • Monitored and refined trading systems to adapt to evolving market dynamics and ensure sustained performance.

Data-Driven Decisions

  • Utilized advanced data analytics to inform trading decisions and strategy development.
  • Integrated real-time data feeds to ensure timely and accurate execution of trading strategies.
  • Leveraged machine-learning models to predict market trends and enhance the accuracy of trading signals.
Research Frontier

Multi-modal agents for profession-specific cognition

Specialized language models (SLMs) fused with multi-modal inputs — text, visuals, audio — for cognitive analysis in finance, healthcare, and law.

SLM Cognition Analysis

  • Developed multi-modal AI agents capable of profession-specific cognition analysis using specialized language models.
  • Implemented multi-modal data fusion, enabling agents to combine text, visual, and audio inputs for comprehensive analysis.
  • Trained agents on domain-specific language models to deliver precise cognitive analysis in finance, healthcare, and law.
  • Leveraged profession-specific agents to solve complex tasks, integrating sector knowledge and learning from real-time data interactions.

Professional-Domain Intelligence

  • Utilized transformers and attention mechanisms so agents understand and prioritize relevant information across multi-modal inputs.
  • Designed the system to adapt to evolving professional requirements, refining cognition models from sector-specific feedback.
  • Implemented systems that generate insights, summaries, and actionable recommendations for professional industries.
On-Chain Art

The TopX Doge Division

Original NFT character art from the TopX collection.

TopX NFT — Chad of Chads
Chad of Chads
TopX NFT — Laser Eyes Go David
Laser Eyes Go David
TopX NFT — Wen Moon Alex
Wen Moon Alex
TopX NFT — Doge Miner Elite
Doge Miner Elite
TopX NFT — Cold Storage Chad
Cold Storage Chad
TopX NFT — Red Candle Basher
Red Candle Basher

Follow the research

Live market dashboards and a global market snapshot — the data side of TopX.

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