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Products / Distinct AI

AI-powered products in active production at Distinct AI.

Automation / n8n

Applied research and hands-on builds focused on n8n workflow automation, 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:

  • Multi-Agent Orchestration: Modality-agnostic, agent-to-agent workflows focused on security and privacy.

  • Privacy-First Local AI: On-device open-weight models and local inference designed to secure sensitive financial and healthcare data.

  • Context & Memory Management: Hybrid memory retrieval system for context-aware user personalization.

  • Hybrid Inference Routing: Token efficiency, latency, and costs between cloud-based APIs and local environments.

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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