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Often, the worry is robots in the future will not be able to tell the difference between what is considered real to ai, but perhaps it’s humans itself that also requires clarification training to notice why is real, and what isn’t.
Case in point 👇
LIVE on Surge: @harborml
HarborML is building the audio and video data infrastructure powering next-generation AI models.
By combining real-world media ingestion, human-in-the-loop annotation, and enterprise-grade QA workflows, HarborML turns raw video, audio, and image data into production-ready datasets for AI training and evaluation.
Partners include @IBM and @Adobe, with infrastructure delivering 3.3M+ annotations and 136K+ hours of streamed data annually. 👇
https://t.co/WtmY8LPwT2
We're pleased to continue as global solution partners of @IBM@IBMData
With Harbor, the opportunities as we step into the automation era of labor is limitless.
Find out more here: https://t.co/TP4lp1IkY9
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A savings account lets you withdraw anytime and pays you accordingly.
A CD locks your money for a term and pays more.
DeFi has been all savings accounts until now.
Goli.eth is the CD layer.
Instant-liquidity vaults hold 10–20% of capital in reserves.
That reserve earns ~4% (money market) instead of the strategy's 10–13%.
That's a 1–3% APY gap, every year.
For depositors who never redeem, it's a cost they don't have to pay.
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Most depositors don't touch their capital for months.
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Every trader makes mistakes, but most of them aren’t obvious until the damage is already done ⚠️
What usually hurts performance isn’t one dramatic loss, but a series of weak decisions that go unnoticed and keep repeating over time.
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