thought i knew enough to write the rules myself. testing made a fool of me.
ruggers adapt faster than any rulebook. so we stopped writing rules.
proud of this one. syft aei starts testing today: it snapshots every launch, checks back to see if it rugged, and retunes itself when it gets one wrong.
every launch makes it smarter. https://t.co/9soyIXxpPS
thought i knew enough to write the rules myself. testing made a fool of me.
ruggers adapt faster than any rulebook. so we stopped writing rules.
proud of this one. syft aei starts testing today: it snapshots every launch, checks back to see if it rugged, and retunes itself when it gets one wrong.
every launch makes it smarter. https://t.co/9soyIXxpPS
@cryptoboltz@Pumpfun making millionaires is the easy half. the trenches only survive if they stay degens after, most just cash out and leave a hole in the volume
six months is a roadmap for the chain
in the trenches that's thousands of launches and plenty of rug, rebrand, repeat
the chain gets better on a timeline
the scams get better every block
whatever gets built has to learn at launch speed, not roadmap speed
that's why syft aei retunes itself on every coin
solana builders, looking for eyes on syft. it's an overlay that shows a dev's on-chain record right on the coin page: launches, rugs, 5-hop funding trail, block-zero snipers. live on pumpfun, padre, photon, bullx, neo bullx and gmgn.
new this week: a rug engine that records metrics on every launch, makes a call, checks what really happened, and adjusts itself when it misses. it also traces funding trees so burner wallets from known ruggers get flagged early.
what signals would you add? https://t.co/9soyIXxpPS
building a self-learning model for a pretty chaotic dataset: memecoin launches on solana.
how it works: every new coin gets a snapshot of metrics at birth (dev history, funding trail, early buyers, holder spread). the model makes a call, checks back at 15m, 1h, 6h and 24h, and if it was wrong, it retunes its weights. new weights only go live if they beat the old ones on coins it hasn't seen.
it sits inside a browser overlay called syft. curious how other builders handle self-correcting models without overfitting. feedback welcome.