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Mattymaxxing
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Mattymaxxing retweetledi

.@ajratner doesn't trust today's agent evals.
Alex co-founded @SnorkelAI out of Chris Ré's Stanford lab and helped establish data-centric AI as a field. Today, Snorkel is a $1.3B company shipping thousands of data sets and environments a week to frontier labs and vertical AI teams like Harvey.
In our @chain_ofthought conversation, he argues our ability to build AI agents has outpaced our ability to measure them. That gap is what he sees keeping enterprise agents stuck in demo purgatory.
If you can't measure it, you can't improve it. And you can't deploy it.
Watch out conversation covering the three dimensions of the evaluation gap: input complexity, autonomy horizon, and output complexity + much more on benchmarking, data, research - and even ancient Sumerian theology👇
youtu.be/aOd_HRre7bc

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Mattymaxxing retweetledi

$AVOID caught my attention since weeks because the narrative is actually real.
AI slop is everywhere. Same patterns, same structure, same robotic content. For that @avoidaiwriting is building around that problem with an open-source detector, Chrome extension, web app audits, and a burn model tied directly to usage.
Every paid audit = $AVOID bought/burned on-chain.
That’s the kind of utility + deflation combo Solana needs more of.
Still early
CA: BsidWuYJnayqMXVsLGr34524vmZ1BrWFhPer3198pump

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Make sure to join us tomorrow for the 3rd $avoid community spaces!
- special guests 👀
- updates on mobile app beta & more
- discuss potential partnerships
- contest winners announced right after
x.com/i/spaces/1PKqr…
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Mattymaxxing retweetledi

🎁 $AVOID GIVEAWAY
We are giving away 100,000 $AVOID to two lucky winners!
To enter:
✅ Follow @avoidaiwriting
✅ Retweet this
✅ Tag 2 people below
Winners picked in 24 hours
The AI wrote it. $AVOID made it yours. #PurgeProtocol 👁

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@traderInosuke 40,000,00 $AVOID just got LOCKED 🔒
That’s a massive 10% of total supply secured for 180 DAYS
@avoidaiwriting
Strong hands only we’re just getting started
This is how real projects move.
CA BsidWuYJnayqMXVsLGr34524vmZ1BrWFhPer3198pump

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Dev is at a conference for the next 48 hours but $avoid keeps cooking:
- Spaces tomorrow morning
- Mobile app testing continues: v1 Beta for public release planned for next week
- another token lock coming your way this weekend 🫡
+ More improvements
avoidaiwriting.com/plan
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Mattymaxxing retweetledi

Wash Trading: Exchange buys asset liquidating its short order book, exchange sells asset liquidating its long order book.
Repeat until regulated.
Example: Binance and Co can buy and sell the same block of Bitcoin over and over again for whatever price they need to liquidate the most leverage traders.
CT still not accepting this after being told for 3 years.
Until Clarity and enforcement of anti wash trading laws there is no market.
Daily open interest across off shore unregulated exchanges : $100b
Price is not based on spot markets. It is manipulated to extract leverage liquidity.
This will change on Clarity.
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