Isaac Flath
Builder • Teacher • Writer
Jake Selvey
Director of Analytics & Data Science
Centriam
"If I had to pick one individual to assist me in tackling an unknown data-related problem, large or small, it would be Isaac."
Structure Is a Thinking Tool
Structure turns raw ideas into things you can ship: specs, drafts, tutorials, and docs. It makes the fuzzy concrete.
AI is best at transforming form. I build tools and teach workflows that make those transformations reliable so the output stays clear and human (clarity + connection).
Focused on developer tooling and retrieval systems that improve context quality.
Raw ideas are fuzzy and hard to work with
Structure makes ideas concrete and shippable
- Specs
- Drafts
- Tutorials
- Docs
- AI excels at transforming form
- Do it reliably
- Keep it human: clarity + connection
- Developer tooling
- Retrieval systems
- Context quality
- Structure turns fuzzy ideas into shippable artifacts
- AI excels at form transformation
- Transformation must preserve clarity and humanity
- My focus: developer tooling and retrieval systems
- Target: improving context quality
Dr. Sheyi Ojofeitimi
CEO
Synthesis Physical Therapy
"Isaac Flath is a gem. A project we struggled with for a year was completed in 2 months under his guidance."
Raw to Draft
You already created the content. That demo you recorded. Those notes. The AI agent log. Now share it everywhere.
Plot Builders
Finish your novel. Most writers never do. You will. If you've got a story that's been living in your head rent-free for years, maybe it's time to finally write it.
John Romans
CEO
Biomedix
"His genuine curiosity in understanding the "why" behind each project enables him to bring innovative ideas that routinely lead to better outcomes than originally imagined."
Courses
Retrieval is active. AI-assisted coding is a legacy course that documents a systematized workflow.
AI-Assisted Coding
A systematized workflow for AI-assisted development. The course is no longer running, but the materials and testimonials capture the approach.
Learn RAG
Master Retrieval Augmented Generation from keyword search to multimodal search, chat interfaces to citation generation.
Emily Ekdahl
Founding AI Engineer
Stealth Startup
"I became radically more effective in how I build with AI agents."
Writing
Three representative posts per domain.
Data Science Foundations
Updates
Jelle de Jong
Data Specialist
Waterschap Drents Overijsselse Delta
"I can now add features more easily, hunt down and fix bugs faster, and make my code more secure and reliable."
Getting to Know Me
My Start
Assembly line worker ➢ assembly line management ➢ assembly line efficiency optimization
Moving Up
Business process engineering ➢ product management
Starting Technical Journey
Data analyst ➢ dynamics CRM developer
Trying New Things
Accounting ➢ call center ➢ full-time ballroom dance teacher
Finding my home ❤️
Product owner ➢ machine learning researcher ➢ data science ➢ AI and tech generalist
Greg Gonsior
VP Analytics & Co-Founder
Centriam
"His ability to combine technical expertise with deep understanding of people and process to prescribe and build the optimal solution puts him heads and shoulders above the rest."
Beyond Work
My primary hobby is dance. I used to teach ballroom dance full time, which is where I met my partner.
My partner runs her own dance instruction business here in the D.C. area.
Here are some of our dance performances!
Country Mashup
Social Style Dance
Routine Performance
Akshay Joshi
Principal Software Engineer
Aisera Inc
"Isaac and Eleanor are great people who lend their ears and try to help... The respect and love they bring feels so fresh."
Stay Updated
Get notified about new products, courses, and writing on AI, development, and building great software.
Carol N Willing
President
Willing Consulting
"Their focus on the processes makes everything timeless in a quickly evolving ecosystem of tools. They shine by listening and responding to questions..."