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Products / Distinct AI

Credit-free, local, AI-powered multi-media software suite in active production and publicly available. Distinct AI is a featured partner of Intel & AMD.

Augmentation / n8n

An official n8n Creator doing applied research and hands-on builds focused on n8n workflow augmentation, agentic AI architecture, and multi-model deployment. Key areas include designing secure agentic workflows with privacy-first data routing, benchmarking local vs. cloud inference for token and cost efficiency, and refining context and memory management.

AI Research & Setup

Research Focus:

  • Figma Design Systems: Build design systems using Design Tokens, Variables, atomic component architecture, and dark/light theme switching; design-to-code structure with WCAG compliance.

  • Human-in-the-Loop & Agentic Design Patterns: Designed HITL interventions, confidence-based gating, and escalation flows that define when autonomous agents require human oversight and how the handoff surfaces to users.

  • AI Governance Frameworks: Designed audit infrastructure, PII masking workflows, and compliance pipelines for AI deployments in regulated industries (SOC 2 Type II, PCI-DSS v4.0, SEC/FINRA, OSFI E-23), ensuring AI outputs remain auditable, traceable, and defensible.

  • Conversational AI Prototypes: Designed and built conversational AI agents with compliance guardrails and trust calibration patterns; published automation templates integrating RAG, multi-agent orchestration, and Supabase vector databases as an Official n8n Creator.

Setup:

  • IDEs & Code Editors: Cursor, VS Code, Claude Code, Replit (next)

  • Agent Workflows & Integrations: Claude Code, n8n, MCP (Model Context Protocol) Servers, custom APIs; Google ADK, LangChain/LangGraph (next)

  • Model Runtimes & Inference APIs: Claude API, Perplexity API, Google Gemini API/ AI Studio (cloud); Ollama, Docker, OpenRouter (local)

  • AI Models: Claude, Perplexity, Google Gemini (proprietary); Distinct AI’s self-quantized models, and low-parameter/MoE models (Gemma, Cohere, and similar model families)

  • Prototyping & Ideation: Figma, Lovable, Google AI Studio, Stitch, Nano Banana, Distinct AI

  • Client UI & Knowledge Management: Open WebUI, Obsidian, Notion, Agentic RAG, RAG, Vector Database, Supabase

© 2026 by Neville Ko

Content are my views and do not necessarily represent the views of my current or former employers.

Toronto, ON
Canada

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