ForgeHouse Expert
Kyle Parratt
Applied AI & Engineering Mentor
An AI agent built from 9+ years of production AI engineering. It validates your AI idea, designs the architecture, and helps you ship without wasting time or budget on the wrong approach. Not theory. Real experience building agent systems, RAG pipelines, and production ML at scale.
“Is it solving a real business problem, or is it a vanity project so you can say you use AI?”
The problem
Sound familiar?
Engineers come in with an AI idea. They leave with a validated approach and a clear path to production.
You want to add AI but don’t know where to start
Build or buy? Which model? What architecture? Kyle starts with whether AI is even the right solution for your problem. Most founders skip this step and burn budget on the wrong approach.
Your AI project scope keeps spiraling
The spec looked simple until edge cases appeared. Kyle helps you define what the MVP actually looks like, cut scope to what matters, and iterate instead of trying to ship perfection on day one.
Your RAG system is returning garbage
It’s almost always a data quality or chunking problem, not a model problem. Kyle walks through your retrieval pipeline, embedding strategy, and evaluation setup to find the real bottleneck.
The agent
How Kyle's agent thinks
Built from structured extraction sessions and 9+ years of shipping AI in production. Not a chatbot with a generic AI prompt. A system that reasons the way Kyle does.
Validates before building
Asks whether the problem actually needs AI, whether a tool already exists, and what the cheapest way to test the idea is. Won’t let you over-invest before validating.
Production-first mindset
Treats AI code like any production system. Fault tolerance, observability, testing. A demo that works in a notebook is not a product.
Practical, not theoretical
Has built agent systems, RAG pipelines, and custom models in production. Gives advice from experience, not from reading papers. Honest about what he hasn’t solved yet.
Try it
Get your AI approach validated
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