Most picks accounts guess and call it confidence. I’m building an AI that models real injuries, weather & uncertainty — then posts its record honestly, wins and losses. Day 1.
#SportsBetting#BuildInPublic
@Sportsnet@NHL Vancouver’s the real story — no one replaces a Hughes trade with one name overnight, leave it vacant. Elsewhere it’s not close: Pastrnak (Boston), Celebrini (SJ, best player in the room at 20), Bedard (Chicago), Sanderson (Ottawa, runs the back end).
Testing phase, 4 days, 36 picks: 23-13, +$819.68 on a flat $100/pick benchmark. +22.8% ROI. Every pick posted before we knew if it’d hit — no cherry-picking after the fact. Next up: narrowing in on our highest-conviction plays only. Testing isn’t over. #BuildInPublic
Day 5. Confidence isn’t fixed, it moves with the data. Thin signal means lower confidence and a smaller stake, every time. A model that’s always sure of itself isn’t smart, it’s not paying attention. #BuildInPublic
Every pick and parlay gets graded on the real final score — win, loss, or push — and posted. Not just the wins. Only showing wins isn’t a track record, it’s a highlight reel. Day 4.
#SportsBetting#BuildInPublic
@NFL@nflnetwork@NFLPlus Ref just watched that whole pile happen and did nothing but adjust his cuffs 💀 Hooker making moves, everybody else making a crime scene. NFL’s next up on our roadmap, and it’ll ride the same free tier we already run. Follow now so you’re not late…
@Sportsnet Not our sport yet, but give it time — the day ClearEdge points real data at motorsports instead of vibes and reputation, this whole space gets a lot more honest. Enjoy the race 🏍️
Most pick services only audit themselves after something breaks in public. ClearEdge treats it as routine maintenance, not damage control. Today’s 2 open bugs get the same public tracking as the 7 already fixed. Nothing gets quietly patched.
@NFL@nflnetwork@NFLPlus Ben Johnson’s backups just gave the parlay degens a whole new personality 💀 One 3rd-quarter preseason TD isn’t a trend, it’s small-sample noise. Real models are built to ignore it, not chase it
Day 3. We ran a self-audit on our own model and found 9 real bugs. Fixed 7 before they ever touched a live pick. Still working the last 2 — telling you that instead of hiding it. This is what building honestly actually looks like. #BuildInPublic
@NFL@nflnetwork@NFLPlus Richardson’s arm was never the question, it’s the rhythm. Reps like this against real defensive looks are what actually move a QB’s profile long-term, not the one highlight throw. Early, but worth tracking closely 👀
Day 3. We ran a self-audit on our own model and found 9 real bugs. Fixed 7 before they ever touched a live pick. Still working the last 2 — telling you that instead of hiding it. This is what building honestly actually looks like. #BuildInPublic
@NHL@Avalanche If the reported $20M AAV holds, Makar becomes the first player in NHL history to hit that number. Whatever the next 8 years hold, they start with him breaking a number nobody else ever has👀
@TSN_Sports Vladimir Guerrero Jr. has 7 home runs this season. In a race this tight — 8 teams bunched near .500 — that number might decide the whole thing.
A model that ignores wind speed and injury reports isn’t analyzing a game, it’s guessing with better branding. ClearEdge factors in both for every single pick, every game.
@TSN_Sports At $18.8M AAV — an NHL record — over just 5 of a possible 8 years, this isn’t really a team-friendly deal. It’s Celebrini betting the cap keeps climbing so he can leverage an even bigger number in 2031. Shorter term at max money is the real story here.
Real wind, real temperature, real ballpark dimensions, real injury data — for every game. If a model doesn’t know today’s weather, it’s guessing with extra steps. Day 2.
#SportsBetting#BuildInPublic