Joined April 2026
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To be completely honest, I did not expect this. I knew it was good. But holy sh*t... LAST 30 DAYS · LIVE 90.4% (n=303) of high-confidence calls actually graduated. Every prediction publicly hashed before the outcome was known. The ML keeps learning — from 55% to 96% as the index grew. Those numbers aren't hardcoded, they are pulled form the DB via the API. Token launch via @ProofLaunch on Monday.
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ok this is fun $ npx goracle signup builder sign up, pay in SOL, and use the graduate-oracle API without ever leaving your terminal. graduateoracle.fun/cli

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graduate-oracle is live. -graduateoracle.fun — simple API demo -89% hit rate (last 30d) on mints we score ≥70% in their first 60s -982,688 @Pumpfun mints indexed, and counting -Every prediction publicly hashed before outcome $GO launches Monday on @prooflaunch_. Tokenomics utility: graduateoracle.fun/for-termi…

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Graduate Oracle retweeted
I'm really excited to share @GraduateOracle. This has been a while in the making. Today I'm working on a cron job that retrains the ML in the background so our signal doesn't drift. So far: → 998,659 @Pumpfun mints indexed (1M this week) → 203,822 predictions made → 23,804 successful graduations called → 9,732 composite signals fired → 246k unique wallets observed trading. Our top 20 wallets don't appear in any other KOL public wallet list. Every prediction hashed before outcome was known. TG bot and API for anybody to use, but this is built for terminal integration. We launch $GO off of @ProofLaunch in the near future.
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Graduate Oracle retweeted
We built Proof Launch because no other launchpad gave you programmable on-chain tokenomics — sealed bots running burn / SOL-to-holders / vault distributions on every trade, public Solscan wallets per bot, slot-based community formation before the token even deploys. Now we're putting $GO through it. If our own launchpad isn't the right home for our own token, nothing else we say should mean anything. prooflaunch.fun/meme/8b71b9a…
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$GO funded on @prooflaunch. Launch imminent. Utility, locked: • 500k $GO → TG composite signal • 2.5M $GO → API access (Builder) • Or subscribe in SOL — founding rate locks forever Trade-layer tokenomics, sealed by Proof bots every trade: 50% burn · 30% SOL→holders · 10% treasury Built for trading terminals. Open to anyone.
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$GO is launching off of @ProofLaunch Here's the bot stack: 🔥 50% burn 💸 30% SOL paid to holders 🏦 10% public site treasury 10% platform · 100% on-chain. prooflaunch.fun/meme/8b71b9a…
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Some numbers behind graduate-oracle we don't usually flex: 🧠 437,000 @Pumpfun curves indexed 👛 766,000 wallets scored on real on-chain outcomes 📊 23,000 creators tracked with launch history ⚡ ~2,800 trades/min ingested live from the firehose 🧾 every prediction hashed before its outcome — 14-day verdict landed June 2
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14 days ago we hashed the success criteria and committed to publishing either outcome. Verdict: ACT calls peaked ≥5× within 24h at 74.7%, n=561. WATCH 44.9% (n=735) · SCOUT 31.6% (n=658). All four pre-registered criteria cleared. 95% lower bound on ACT ≥5× = 71.5%, vs pooled benchmark 26.6%. → graduate-oracle.fly.dev/accu… The bar was set before the data. Numbers are what they are.

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The verdict closes tomorrow. 14 days ago we hashed the criteria. They haven't moved. Whatever they say, we publish.
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11 days into a 14-day forward-validation window on our 3-tier signal. I have the numbers in front of me. I'm not going to post them. The whole point of pre-registering success criteria is that the verdict doesn't depend on which day I happened to look. If I tweet a screenshot today, I've contaminated the window I told you to trust. Verdict reads June 2. Whatever it says, it says.
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Locked in yesterday: a 14-day forward-validation window on our 3-tier signal. Success criteria hashed, timestamped, and frozen before we can see a single result. Verdict reads June 2. If the numbers clear the bar, we publish them. If they don't, we publish that too — and the design dies on the spot. No "we'll just tweak it" — the criteria forbid us from touching the classifier mid-window. A predictor you can't game your way into is the only one worth paying for.
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Most "alpha" accounts show you their wins. This morning we took two weeks of favorable data and threw it out — restarted the clock under success criteria locked, hashed, and timestamped before we're allowed to see a single result. A number you can't game your way into is the only one worth paying for. Calibrated track, untouched: predict ≥50% → 51.2% real. n=3,766, every prediction hashed before its outcome existed.
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Every alpha account posts its winners. None post the misses. We publish the opposite — a graduation predictor that's calibrated, not optimistic. When it says ≥50%, reality is 51.2%. 3,766 outcomes. Resolved on-chain. Every prediction hashed before the result existed. Not "we called it." Just: the odds are real, and you can check them yourself → graduate-oracle.fly.dev/accu…

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Building toward open: the graduate-oracle TG bot API. pump fun graduation calls in the first 60s — every prediction hashed before its outcome, resolved on-chain. The receipts are public and live now: graduateoracle.fun/accuracy Not for sale yet, by design. It opens when the live forward-validation verdict confirms the signal — not before. Weeks, not months. Founding pricing, locked for early subscribers: • TG Bot — 0.2 SOL/mo • Builder API — 0.4 SOL/mo • Premium API — 1 SOL/mo • Unlimited — custom, talk to us Follow for the open. The day it's earned, it's open.

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Most pump fun "alpha" is a screenshot posted after the fact. Ours is the inverse: every graduation call is cryptographically hashed before the outcome exists, then resolved against on-chain truth. You don't trust the call — you check it. The live receipts: of mints we flag at ≥50% confidence in their first 60 seconds, 51% actually graduate (n=3,700 ). The ≥70% band: 58%. Every band, every prediction, verifiable. graduateoracle.fun/accuracy

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The receipts page is live. Not a backtest — forward predictions, every one hashed before its outcome, resolved against on-chain truth. 51% of our ≥50%-confidence calls actually graduated (n=3,725). And we publish the number that complicates the story too: only 44% of graduates held value 30 min post-bond (n=13,475). Both are on the page, not in a deck. The 3-tier signal bot is in pilot — forward-validating in public. It releases when the data earns it, not before. graduateoracle.fun/

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1/ Feeling really good about this right now. This morning I posted "watch it hold or break, no edits, no excuses."It's night. Here's the honest follow-up — same day, like I said.
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3/ But the receipts exposed something worse than a precision wobble: we were firing on ~32% of graduations and ~12% of the big tradeable movers. The filter was silently burying most of the signal. Missing good calls you never see is the worst failure a signal product can have. [media: precision/recall-by-threshold table]
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4/ Rebuilt it from the resolved-outcome curve the same day. 3 tiers — ACT / WATCH / SCOUT — keyed off the model's own confidence gradient. SCOUT exists to surface the strong stuff the old gate was burying.Pre-registered, frozen criteria, forward-validating now. Verdict in 72h — you'll see it break or hold either
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