Projects / Stack

Data visualization and algorithmic trading performance metrics on a terminal interface.

Technical Ecosystem & AI Integration Stack

My systems design approach is ROI-driven and strictly production-ready. As a Lead AI Solutions Consultant (Groupe Ordinata Inc.) with 20 years of experience in complex systems, I integrate autonomous agents and automate critical workflows to drastically reduce operational costs. I build infrastructure for high availability (HA), fault tolerance, and mathematical precision, ensuring 24/7 execution without memory leaks or silent failures.

1. AI Integration & Autonomous Agents

Deploying advanced LLMs and local AI pipelines to automate complex reasoning and data extraction tasks for SMEs.

  • LLM Automation: Utilizing advanced models (Claude Opus/Sonnet, GPT-4 & GPT-5) to engineer autonomous web extractors and complex data transformation pipelines (CSV, Excel).
  • Knowledge Systems (RAG): Deploying specialized conversational agents via NotebookLM for targeted business use cases, including legal compliance (e.g., RBQ licensing), negotiation coaching, and startup advisory.
  • Local AI & Hardware Acceleration: Architecting local Machine Learning pipelines leveraging CUDA and heavy GPU Inference (NVIDIA RTX architectures) for high-speed unstructured data analysis and automated Speech-to-Text transcription.

2. Workflow Automation & Algorithmic Engineering

Infrastructure designed for high-volume data extraction, autonomous trading, and rapid business reporting.

  • Algorithmic Trading: Autonomous day trading bots developed in Python, processing market data via the Interactive Brokers (IBKR) API and ib_insync for asynchronous, high-availability order routing.
  • Quantitative Analysis: Vectorized operations using Pandas and NumPy to eliminate loop bottlenecks during strategy backtesting.
  • High-Volume Data Engineering: Automated scraping robots for systematic real estate data extraction (property rolls, ownership registries), backed by TimescaleDB / PostgreSQL for high-cardinality ingestion.
  • B2B Report Generation: Designed automated document generation software (dynamic Word reports) boasting a 20-year production lifespan, deployed across multiple franchises to guarantee sub-24h turnaround times.

3. Distributed Systems, Logistics & Industrial Vision

Low-level optimization for mission-critical enterprise operations running 24/7.

  • Cloud & Routing Optimization: Engineering enterprise-scale routing systems (e.g., USPS integration), managing massive databases and nightly automated batch processes to slash execution bottlenecks.
  • Industrial Computer Vision: 15 years building real-time 2D/3D reconstruction scanners for automated defect detection in the lumber industry, utilizing C++ and C# in zero-downtime factory environments.
  • IoT & Telemetry: Integration of full domotic systems and telemetry sensors interfaced with Oracle databases for real-time monitoring.
  • Resilience & CI/CD: Docker containerization paired with automated "Watchdog" recovery systems to survive network outages, alongside robust GitHub Actions testing pipelines.