James Woods

113 races worth of Speed Geeks Finish Position projections, and a nearly perfect distribution of actuals vs projection percentile buckets! Working on some a great page for the site to look back at historical results, founding members have access to the page via discord, hoping to have it ready for everyone in the next week or two.

@GarageGuyChase Claude Code for me. I had some rough experiences using ChatGPT a few years back to generate code snippets without much success. After watching a couple YT videos on Claude Code I decided to give it a try and it blew my mind

Al content is moving insanely fast on X right now. What's the one Al tool or breakthrough that actually changed how you work or think this month? Drop it in the replies. I read every single one and I'll reply to the best ones.

With 3 massive results over the last 4 cup races... I'm taking some of the funds and adding to the @Speed_Geeks Track Together fund! Should put us in range to start some real conversations with a few Trucks/O'Reilly teams!

Only because @steelersfan7979 loves when I go 3rd person... Oh my! He's on fire!

A 20-way tie atop the $325k Burnout on DK, and by my count, at least 8 of them were Speed-Geeks.com members! Another memorable day for the archives!

No luck on the betting front last night but we did manage to take down the Lug Nut $6k & The $1k Brake Pad on the DFS Front 💪🏻 Don’t forget to check out the awesome tools over at @Speed_Geeks #NASCAR

I just wanted to take a quick moment to shout out the wonderful #NASCAR Betting/DFS Tools over at @Speed_Geeks that I’ve added to my arsenal on race weekends. Their tools have enabled me to make faster, smarter betting/DFS decisions. Missed practice? No problem, there’s a practice model. Unsure if you are getting FMV on a bet? No problem, you can build the matchup, group, etc., & check it against the sim. Hoping to catch a crazy mispriced bet? There’s a Sportsbook scanner for that. If you’re interested in signing up yourself, I’ve got an affiliate link for you in my DMS ✉️

He's heating up! The tools at @Speed_Geeks are really getting dialed in as the 2026 sample size increases!

Don't let us get hot... #PoweredByProbability

Cars on track tonight! O’Reilly practice and qualifying at 4:30, then a much appreciated overnight window to run sims before tomorrow’s race. Expect practice model shortly after the session ends and race simulations later in the evening!

@Speed_Geeks @JoeSchroe85 Yesss Sirrrrr!

I don’t know if anybody had a better weekend than @JoeSchroe85, but I know the @Speed_Geeks community was riding high. Anybody else sweep the weekend? 👀 Powered by Probability.

The Speed-Geeks.com practice model really translated well to the race this week, as we typically see at tracks with moderate-to-high tire wear. I know a few of these names were really not that high on other people's lists...

Kashed my first Kalshi ticket at the equivalent of about +440 after seeing the Blaney rocketship in the @Speed_Geeks practice model. I've been having fun figuring out this new platform and not worrying about getting limited down to $5 max bets!

COTA was a blast. Entertaining race. Active Discord. Multiple wins. A fun little Sunday, powered by probability!

This bet isn’t on my card but just using as an example, this isn’t fun anymore

Daytona and Atlanta are survival races. This weekend, we get practice. We get data. We get signal. Many bettors and DFS players would say this is where the real season starts.

UD and PP both took a beating from the first week with the new Slip-Builder! Not sure anybody took them for as much as you though, wow!

Another day, another big update. UnderDog Bet Builder has been bumped up to v2 Beta! This new version allows you to select bets from the list of rated options and calculate the correlated outcome percentage to compare against the Standard (Flex is coming) payout multiplier.

🚨 Major Update 🚨 🏁 DraftKings Lineup Optimizer V3 Beta 🏁 New features include: • Min / Max Exposure by driver • Lineup Pool Buffer (replaces Selection Variance) • Diversification to reduce over-clustered pairs • Driver Pair Analysis report • Exposure constraint suggestions • Smarter default settings The old optimizer is still available just in case. V3 is live for this weekends Atlanta races!