Christopher M. Klein

AI Systems Engineer • Founder • Full-Stack Python Developer | Based in The Bahamas • Serving the Caribbean

Professional Summary

Founder and lead developer of Caynetic Ltd., a Caribbean-first software company building secure SaaS platforms, AI-powered systems, and open-source tools.

Hands-on experience designing structured LLM workflows, AI automation systems, OCR pipelines, and Linux-based production infrastructure. Strong background in validation systems, reliability engineering, and secure deployment for real-world operational environments.

Core Expertise

  • AI System Architecture & Structured LLM Workflows
  • Prompt Engineering & Function Call Orchestration
  • Linux-Based Production Systems & Open-Source Tooling
  • SaaS Platform Development & Backend Architecture
  • Automation & OCR Document Processing
  • Data Validation & Hallucination Mitigation
  • PostgreSQL & Redis-Based Systems
  • Cloud Infrastructure & Deployment (DigitalOcean, Cloudflare)

Professional Experience

Founder & Lead Developer — Caynetic Ltd. | Nassau, Bahamas | 2025 – Present

  • Architect and deploy AI-powered production systems using structured prompting and controlled tool invocation
  • Built conversational AI infrastructure including WhatsApp automation layers
  • Designed validation frameworks enforcing deterministic structured outputs
  • Operate Linux-based production environments running PostgreSQL, Redis, Nginx, and open-source tooling
  • Maintain cloud infrastructure and deployment pipelines across DigitalOcean and Cloudflare
  • Build and maintain open-source software under MIT licensing

SaaS Product Owner / Lead Developer — CaribTrends (Powered by Caynetic) | 2026 – Present

  • Designed scalable backend architecture for a Caribbean-focused market intelligence SaaS
  • Implemented automated insight pipelines with deterministic structured outputs
  • Built profile-based data segmentation systems for repeatable regional analysis
  • Engineered maintainable data workflows prioritizing consistency and clarity

Product Developer — CaribInsights (Powered by Caynetic) | 2026 – Present

  • Developed structured Caribbean country brief datasets (public holidays, key dates, tax signals)
  • Built deterministic automation pipelines for structured content generation
  • Designed presentation logic optimized for operational planning use cases

Software Engineer (Systems Maintenance / Support)

International Private Banking Systems (IPBS) | Jun 2022 – Sep 2024 | Nassau, Bahamas

  • Supported internal systems reliability and operational troubleshooting
  • Assisted in testing, validation, and controlled update deployments
  • Contributed to maintaining system stability in financial software environments

Software Engineer / Consultant | Nassau, Bahamas | 2023 – Present

  • Developed OCR-assisted document processing systems for structured extraction
  • Built structured document generation pipelines with templated outputs
  • Integrated validation layers to improve data accuracy
  • Optimized operational workflows through scripting and automation

AI Systems & Automation Experience

  • Built chatbot infrastructure supporting contextual task execution
  • Integrated AI APIs into web and messaging platforms (including WhatsApp automation)
  • Designed structured output formats for predictable downstream processing
  • Implemented safeguards to detect inconsistencies and reduce hallucinated responses
  • Built supporting infrastructure for logging, monitoring, and iterative improvement
  • Worked with evaluation frameworks to assess AI output quality and reasoning

Education

Associate of Arts (A.A.), Focus: Computer Science — Santa Fe College | 2022–2024

Dual Enrollment — Akhepran International Academy / Bahamas Institute of Technology | 2020

Volunteer Experience

Adventure Learning Center | 2024 – Present

  • Assisted in redevelopment efforts and provided ongoing support as needed

Technical Skills

Languages: Python (advanced), SQL, HTML/CSS, JavaScript (basic)

Frameworks: Flask, Django, FastAPI (experience)

AI & Automation: Prompt engineering, structured output design, function calling / tool orchestration, conversational AI systems, AI API integrations, hallucination mitigation strategies, AI-assisted personalization and summarization, automation scripting

Automation & Document Systems: OCR tooling, python-docx, workflow scripting, data cleanup and transformation

Databases: PostgreSQL, MySQL concepts, SQL querying

Cloud & Systems: Linux, Nginx, DigitalOcean, Cloudflare, deployment and operations fundamentals

Tools: Git / GitHub, VS Code

Brand Statement

Based in The Bahamas • Serving the Caribbean

Community-first. Region-rooted.

Engineered with clarity and security.