PROJECT / 01Built
Knowledge systems
Internal Knowledge RAG
A retrieval-augmented assistant that helps people find useful answers across an internal knowledge base. Details and source material are intentionally kept private.
Business Analyst · AI Engineer at CodeIT Group
Making AI
useful in the
real world.
I connect business workflows, AI agents, and industrial systems to make complex work feel a little more human—and a lot more useful.
SYSTEMS IN MOTION
KnowledgeRAG · context
DevicesMQTT · MCP
Agentsplan · act
AI
USEFUL INTELLIGENCE01 / 03From signal to action
BUSINESS × TECHNOLOGY × POSSIBILITYSCROLL TO EXPLORE ↓
01
Curious by default.
Practical by design.
From internal knowledge systems to AI that can reach a device, I’m interested in the full path from a real problem to a dependable workflow.
About meSelected work · 01—03
Useful things, built with intent.
A few ways I’m exploring how AI can connect knowledge, tools, and the physical world.
PROJECT / 02Built
AI × IoT
MQTT × MCP Device Bridge
An MCP integration that gives AI applications a structured way to work with MQTT-connected devices and data.
PROJECT / 03In progress
Agent tooling
Portable AI Skills & Automations
Reusable skills, scripts, and end-to-end workflows designed to fit different AI workbenches instead of locking into one tool.
IN THE WORKBENCHRAGMCPMQTTAI AGENTSWORKFLOW AUTOMATION
A little about how I think
Bridge the gap
between “could”
and “works.”
Business analysis taught me to start with the why. Testing taught me to ask what could go wrong. Building with AI keeps me curious about what we can make possible next.
More about my approach01
Make the problem clear
Good automation starts with understanding the work.
02
Connect the right pieces
Context, tools, devices, and people all matter.
03
Keep a human in the loop
Useful systems earn trust through reliability.
Field notes · 02
Ideas from the build process.
Notes on RAG, agents, connected devices, and automations—informed by the questions I’m working through.
Building a RAG System for an Internal Knowledge Base
What it takes to turn scattered internal information into a useful, grounded assistant—and why retrieval quality matters more than a clever prompt.
Read articleGiving AI a Safe, Structured Way to Work with MQTT Devices
A practical look at using MCP as a boundary between AI applications and MQTT-based systems.
Read articlePortable AI Skills: Designing Workflows Across Different Tools
How to separate reusable workflow logic from the conventions of individual AI assistants and coding environments.
Read article