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Next Meeting - August 17, 2026 6:30pm

I Should Really Write That Down: An LLM Pattern for Documentation That Updates and Answers Itself

We’ve all been there: “This is the third time I’ve been asked this — I should really write it down.” Then comes the sigh, because writing it down means reconstructing all the context, and for what? No one reads documentation until they need it — and by then, it’s usually out of date. Even when it isn’t, no one wants to wade through a long doc for one answer. They’ll just ask you the question directly anyway.

Based on Andrej Karpathy’s “LLM Wiki”, this talk is about ending that cycle with a pattern for LLM-maintained documentation — one where the LLM keeps the wiki updated and answers questions directly from it, citing and filing each answer back in for next time. Internal docs don’t go stale because no one cares; they go stale because maintenance cost outpaces the value of doing it by hand. Once an LLM can do that maintenance and answer the question itself for near-zero cost, “always up to date” stops being aspirational.

Rachel Slaby

Location & Parking

Meeting Location

Where: Bold Penguin - 6555 Longshore St, Dublin, OH 43017

When: Third Monday of each month at 6:00 PM (talks start at 6:30 PM)

Parking & Arrival

Parking: Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage.

Entry: The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right.

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About Us

We are a bunch of professionals, students, and geeks who are excited about Ruby programming language and Rails framework and the joy they have brought back to web development. Our goal is to provide a welcoming environment to speak and share knowledge to all level of programmers who are interested in Ruby, the Rails framework, and professional development.

We are a non-profit organization guided by a passionate board of volunteers who work together to organize our community and events.

Board of Directors

Brian Lees President/Treasurer
Michael Gee Secretary

Who's using Ruby?

Have you ever wondered who's using Ruby in Columbus? Want to find Ruby developers who want to work at your company? Want to get your company on the list? Put in a Pull Request here!

Name Market Location
Root Insurance Insurance Downtown Columbus
CoverMyMeds Healthcare Downtown Columbus
Test Double Consulting Your Home
Bold Penguin Insurtech Bridge Park, Dublin
Orange Barrel Media Marketing and Advertising Downtown Columbus
Ready Made RC, LLC Online Retail Lewis Center
Beam Technologies, Inc Dental Insurance Downtown Columbus
Switchbox, Inc Custom Application Development Upper Arlington
Bark, Inc Making Dogs Happy Franklinton
Upstart Fintech Short North
Your Lighting Brand Marketing and Advertising Downtown Columbus
Data-Axle Data and Marketing Remote
Ticketfire Entertainment Campus Area
Sana Health Insurance Remote! (Co-founder based in Columbus)
Northwoods Health and Human Services Dublin
Empora Title Real Estate Remote-first, with an office in the Short North
Kode Health Healthcare Fully Remote

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