Day 73 of #100daysofnetworks
GrooveSeeker GraphRAG Week: Announcing Results
Hello everybody! I am so excited to write today’s post. This week has been GrooveSeeker GraphRAG Week, as mentioned in the three most recent articles. You can read more here, to catch up:
This week, I have been doing this work as well as the writing, and I am so happy with the results:
Reliability Improvement: 80.53% to 100%
Prompt-to-Answer Improvement: 60 seconds to 3 seconds (soon 0)
The time estimate is an estimate. Prompts used to take a long time to get answers, and now the delay just feels natural. From what I am seeing, I am typically getting answers in about 3-4 seconds, sometimes faster.
And that delay is about to be reduced to zero. I already know what to do. Yes, I will have sub-second prompt to answer on an AI interface, as soon as I want it.
How is that even possible, you ask? How is it possible to get sub-second answers from an LLM when it takes an LLM seconds to create answers, typically? It has to do with the architecture and how I have built my systems. I will explain these kinds of things in premium articles.
Article Preparation
In order to prepare for this article, I have done a few things:
Worked very hard on GrooveSeeker’s GraphRAG all week to bring its reliability to 100% on all desired capabilities. No model is 100%. “All models are wrong but some are useful.” However, my model has achieved 100% reliability in question sets to probe capabilities.
Accidentally realized that I didn’t need something in order to go fast, which immediately made things very fast. It was a Eureka moment, and a very important moment for my company.
Put the GraphRAG on Hugging Face so that I can chat with it.
Updated the Cosmograph data so that I can explore it with the GraphRAG.
With that, we are ready to go! I will explore the Cosmograph network, and then I will ask questions about what I see!
Network Exploration with GraphRAG
What a cool heading. Network Exploration with GraphRAG. I wonder if anyone has ever done that before this moment. Let’s go!
First, pull up Cosmograph so that you can view the network. This will take a few seconds to load. It is incredible to explore.
I can see that there are 38,464 nodes and 212,108 edges.
Let’s see if our GraphRAG can give us answers about this large network!
Brooklyn Comedy Collective
I can see Brooklyn Comedy Collective above, so let’s start there! What are they about? How many events can I see?
That is what my chat experience looks like, right now. Not flashy. We are going to put this behind an iPhone app and website, as soon as we can. A few things:
Prompt to answer took about three seconds. Unnoticeable delay. Not worth counting anymore.
Completeness in answering. Look at the scroll bar on the right. Often, RAG systems will return a few documents that are supposedly relevant to a prompt. Mine provides completeness of information, and depth.
Let’s see some event information:
Ladies Who Ranch: ALL FIVE!
Performers: Ladies Who Ranch (Caitlin Dullea, Sophie Zucker, Caroline Yost, Kelly Cooper, Maya Sharma)
Event Dates: January 23, 2026 at 8:30 PM
Price: From $11.88
Venue: Brooklyn Comedy Collective
Location: 167 Graham Avenue, Brooklyn, NY 11206
Contact Information: info@brooklyncc.com
Description: Improv supergroup Ladies Who Ranch will perform a reunion show featuring humorous, heart-opening improv. The group has been recognized by the New York Times and TimeOutNY and includes performers known for appearances on various popular shows.
Genres: Comedy, Improv
Source URL: https://www.eventbrite.com/e/ladies-who-ranch-all-five-tickets-1980664108667
Year of the Horse (Girl)
Performers: @soudboximprov, @li.sz, @lilahguaragna, @tiffwhuang, @sarahhhparsons, @carson1000000000, @sleazilzappa, @jamestomxo
Event Dates: January 23, 2026 at 8:30 PM
Price: Starting from $13.70
Venue: Eris Mainstage
Location: Brooklyn Comedy Collective, 167 Graham Avenue, Brooklyn, NY 11206
Contact Information: info@brooklyncc.com
Description: Saddle up for an improv show that embraces weird girl energy, featuring a lineup of various performers.
Genres: Comedy
Source URL: https://www.eventbrite.com/e/year-of-the-horse-girl-tickets-1980576797517
Horseshoe Theory vs The Final Boss: A Pokémon Improv Showdown!
Performers: Horseshoe Theory (Annie Ruoff, Ben Errichetti, Lizzy Kanzler, Marco Caruso) & The Final Boss (Ben Shaw, Christina Li, Sofia Dimos, Jenny Deneen, Lucy Skrebutenas, Tim Green)
Event Dates: 28th January 2026 at 7:00 PM
Price: From $11.88
Venue: Brooklyn Comedy Collective
Location: 167 Graham Avenue, Brooklyn, NY 11206
Contact Information: info@brooklyncc.com
Description: Watch as Horseshoe Theory and The Final Boss compete in an improv showdown, showcasing their skills in an entertaining battle filled with laughter and fun.
Genres: Comedy
Source URL: https://www.eventbrite.com/e/horseshoe-theory-vs-the-final-boss-a-pokemon-improv-showdown-tickets-1980447513826Solid information. These are just a few examples. This is impressive. Let’s continue.
Lady Gaga and Bad Bunny
I wonder what Lady Gaga and Bad Bunny did in 2026.
Bad Bunny has a cool collaboration network. Look at that!
What is the answer to my question? Here is some information found.
Bad Bunny Super Bowl Halftime Show
Performers: Bad Bunny, Green Day
Event Dates: Sunday, February 8, 2026, 2:00 p.m. - 3:00 p.m.
Price: Free, $18-$195 depending on the event venue
Venue: Various venues including Eli’s Mile High Club, Town Bar and Lounge, FLUID510, Xingones Cantina, and others.
Location: Oakland, California
Contact Information: azucena@oaklandside.org
Description: The event features Bad Bunny performing during the Super Bowl halftime show, with various watch parties organized throughout Oakland to celebrate the performance and the game.
Genres: Música urbana, Punk Rock
Source URL: https://oaklandside.org/2026/02/02/oakland-bad-bunny-super-bowl-halftime-show-watch-parties/
68th Annual Grammy Awards
Performers: Billie Eilish, Bad Bunny, SZA, Kehlani, Olivia Dean, Joni Mitchell, Carole King, Brandi Carlile, Shaboozey
Event Dates: February 1, 2026
Price: Not provided in source.
Venue: Crypto.com Arena
Location: Los Angeles, California
Contact Information: Not provided in source.
Description: The 68th Annual Grammy Awards featured several prominent artists, including Billie Eilish and SZA, who used their acceptance speeches to protest against ICE and advocate for immigrant rights, condemning the Trump administration's immigration policies.
Genres: Not provided in source.
Source URL: https://noticias.foxnews.com/media/musics-biggest-stars-protest-ice-grammy-awards-amid-trumps-immigration-crackdown
Lady Gaga | American Arenas
Performers: Lady Gaga
Event Dates: Thursday, February 19, 2026, 8:00 PM
Price: Not provided in source.
Venue: Not provided in source.
Location: Inglewood
Contact Information: Phone (866) 459 9233
Description: Lady Gaga will be performing at an event organized by American Arenas.
Genres: Not provided in source.
Source URL: https://americanarenas.com/events/lady-gaga-inglewood-thursday-february-19-2026-800-pm/Local Events
I would like to get out more often, and today is Saturday. What is going on in my area this weekend?
Look at that scroll bar! There is a lot, and again, I’m getting very fast answers.
That’s All For Today
I love this. That is all. Substack is saying that I am out of space. I hope you enjoyed the tour!
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