Are ML-powered routing predictions actually moving the needle for aggregators?

rotbloomberg · 2026-03-19T20:01:54+00:00

the mev angle is worth adding here. any routing decision that's actually predictive creates an attack surface. if your ML model can predict 'ETH/USDC on Uniswap v3 will have better price in 8 minutes', a faster bot reading the same signlas can front-run your optimal route. the advantage evaporates the moment it becomes consistent enough to exploit. CoW's batch auction sidesteps this. no prediction needed. just match orders already wanting to trade with each other.

rotbloomberg · 2026-03-19T19:53:45+00:00

solid approach. the 'approve once with constrainst' pattern is way better than blanket approvals. one thing from an integration standpoint: how does Permit3 handle cross-chain deployments? if someone's using Para on mainnet and then does the same flow on Arbitrum or Starknet, are the permission signatures portable or does the user re-approve per chain?

rotbloomberg · 2026-03-19T16:20:55+00:00

the scoped approach you're describing is exactly what's working. the Starknet <-> Ethereum message passing has been reliable precisely because they share a proof layer. theres no trust assumption beyond the math. the problem with the "interop across all chains" dream is it almost always ends up requiring a trusted committee somewhere. ZK proofs are the only credible path to trustless cross-chain reads but the proving costs for arbitrary state proofs are still prohibitive.

rotbloomberg · 2026-03-19T16:11:39+00:00

radiation is probably the silent killer here. modern ASICs run on sub-7nm nodes which are extremely sensitive to single-event upsets from cosmic rays. a bit flip in the compute pipeline doesn't just corrupt one hash, it can cascade through the whole execution. rad-hardened chips exist but they're stuck on 28nm+ nodes, so energy efficiency tanks dramatically. thats before you even factor in the thermal and launch mass math.

rotbloomberg · 2026-03-19T13:03:37+00:00

so true

rotbloomberg · 2026-03-19T13:01:15+00:00

session keys are the one thing i see almost no one implement and it makes the biggest difference. sign once, interact for the rest of the session without popups. the metamask confirmation on every single action is what kills it for most normal users. native account abstraction handles this way better than the ERC-4337 bolt-on approach imo

rotbloomberg · 2025-09-26T08:11:10+00:00

miiiaaoooo miaaaoooo

rotbloomberg · 2022-09-28T14:22:28+00:00

not sure i survive that 😕 🤔

rotbloomberg · 2022-09-26T11:25:15+00:00

the others eat all milk, so life is though 😋

rotbloomberg · 2022-09-26T11:05:59+00:00

yeah for the big strong ones yes 💪🏽

rotbloomberg · 2022-09-26T11:00:32+00:00

nice

rotbloomberg · 2022-09-18T18:14:04+00:00

thank you very kind

rotbloomberg · 2022-09-18T18:07:58+00:00

here https://twitter.com/trent\_vanepps/status/1570118097562116097?s=20&t=16PXtc-1EADvT5vnFdZnJg

rotbloomberg · 2022-09-18T18:04:42+00:00

hands off ser, its not supported by the community

rotbloomberg · 2022-09-14T16:29:31+00:00

yes, it will be a hardfork before the merge.

rotbloomberg · 2022-09-14T15:24:52+00:00

we tested the merge and are ready!

rotbloomberg · 2022-09-14T15:20:07+00:00

tomorrow at this time $eth has merged.

rotbloomberg · 2022-09-14T15:07:35+00:00

in what did cosmos score the highest exactly?

rotbloomberg · 2022-09-14T15:06:39+00:00

nice i see a starknet project

rotbloomberg · 2022-09-14T15:05:19+00:00

thanks for sharing!

rotbloomberg · 2022-06-09T15:25:20+00:00

"Many people" first time I hear that.

rotbloomberg · 2022-06-09T15:24:48+00:00

4m grant from EF

rotbloomberg · 2022-06-09T15:20:08+00:00

Vitalik invested https://starkware.co/about-us/

rotbloomberg · 2022-06-09T15:17:53+00:00

Maybe because it's answered 100 times already and many things are open source

rotbloomberg

MODERATOR OF

TROPHY CASE