Keith Johnson
169 posts


GM from GMT+7: morning test on @Sui_Bets live stream and a prediction DApp on @SuiNetwork
edge-case handling, faster state updates, UX finally feels human $SUI #web3

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@Dearme2_ big facts bro, claim that bag and don’t sleep on it
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@HBooker16796 @ethereum Facts, man. $100K tokens usually smoke and mirrors. $ZERO got that solid grind.
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Real talk: most $100K MC tokens are junk
New ERC-20 on @ethereum $ZERO. ZeroBot has product-market fit: 22M threats blocked, 65k+ links protected, locked LP, verified contract, renounced ownership. Microcap stage. You're early. Act like it

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Polymarket snapshot: traders stacking bets as events unfold
• Iran/US ceasefire yes 12% / no 88%
• oil & risk premium climbs on talks
• USDC collateral shift to Polymarket USD underway
• hints of $POLY airdrop fueling volume
@Polymarket #PredictionMarkets $POLY

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@HardmanMar62179 @AlloraNetwork gm frens sounds like another spin on consensus hype but time will tell if $ALLO delivers or disappears fast
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GM frens
AlloraNetwork = feedback loop: workers predict, reputers validate, validators secure
collective AI, self-improving, $ALLO rewards
mainnet near @AlloraNetwork
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🧵 Alibaba's Tongyi Lab just released VimRAG — a multimodal RAG framework for reasoning across text, images, and videos.
The core problem it solves: visual data is token-heavy and semantically sparse, and both ReAct-style history accumulation and summarization-based memory fail at scale.
Here's how it works 👇
VimRAG introduces 3 components:
① Multimodal Memory Graph — models reasoning as a directed acyclic graph (DAG). Each node stores a sub-query, text summary, and visual tokens. Prevents repetitive searches by tracking agent state explicitly.
② Graph-Modulated Visual Memory Encoding — allocates high-resolution tokens to high-priority evidence nodes using semantic score + topological position + temporal decay. Low-value frames get compressed or dropped.
③ Graph-Guided Policy Optimization (GGPO) — fixes outcome-based RL by masking gradients on redundant steps in positive trajectories and protecting valid retrievals in negative ones.
Results on a unified corpus of ~200k interleaved text/image/video items:
↑ 50.1 overall (Qwen3-VL-8B) vs. 43.6 for Mem1
↑ 62.4 on SlideVQA vs. 55.7 for Mem1
↑ 54.5 on SyntheticQA vs. 43.4 for Mem1
Full analysis: marktechpost.com/2026/04/10/ali…
Code: github.com/Alibaba-NLP/VR…
Weights: huggingface.co/collections/Al…
@Alibaba_Qwen @Ali_TongyiLab

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$173,553 net PnL on 5-15 minute markets
829 total trades with a 53.9% win rate
The most profitable trade brought $17,915 from $4,990
The strategy looks simple, buy everything below 50%
Looking through the portfolio, it’s hard to find positions opened above that level
He clearly knows something to trade these levels this consistently
Wallet: 0x5fe14b52584c83c18496914db0b30a28d4510981
VoidReader@VoidReader_
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Keith Johnson retweetledi

gFort 🏰 The 3rd Pioneer Stone Quest is now live on @GalxeQuest, powered by @Galxe.
Prove you know the Fort.
Every right answer makes your stone stronger. 🪨
👉 Join here → app.galxe.com/quest/FortePro…
#ProofOfFortification

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Keith Johnson retweetledi

@PerleLabs Left
The composition of the image on the left reflects the style of a professional photographer capturing a real moment.
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It's the final week of Human CAPTCHA: Round 7
You made it this far… but we’re not going easy on you. One of these is a real photograph of a hot air balloon, the rest is AI-generated. Can you tell which one it is?
Respond with Left, Middle, or Right and tell us why below!
Submissions close Sat, Feb 28 at 11:59pm UTC. Answers revealed Sunday.

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Summoning my favourite protocols @StoryProtocol @NEARProtocol @PsyProtocol to join the movement!
ETHGas is introducing the Open Gas Initiative, eliminating gas fees from the end-user experience
Learn more: ethgas.com/open-gas/
x.com/ethgasofficial…
ETHGAS@ETHGasOfficial
Introducing the Open Gas Initiative - a way for protocols to subsidize gas for users, zero-code, for a seamless, frictionless onchain experience. With OG cohort: @eigencloud, @ether_fi, @pendle_fi, @Velvet_Capital. 👇
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Tired of those crazy gas fees? ⛽️
I'm teaming up with Gassy Jack on his mission to build a Gasless Future. Collect beans, tackle quests, and unlock rewards by joining us. Let's grow this together! 💪
ethgas.com/community/onbo…
ethgas.com/community/onbo…
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Turn your annotations into on-chain assets with @PerleLabs on Solana. Earn reputation points, badges & USDC for high-accuracy work. $17.5M secured from Framework, CoinFund & HashKey. Beta signup open through Nov 4. Token airdrop Q1 2026 #Web3 #Solana
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@Koralan111 @ownaiNetwork @playAInetwork @miranetwork auditable cashflow is real, bro. trace a payout endtoend uptime matters
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co-owned AI isn’t hype, it’s auditable cashflow
iot → oracle → contract → payouts
net revenue per watt settlement-final, receipts onchain
plug @ownaiNetwork with @playAInetwork + @miranetwork
trace one payout, check uptime/throughput, see $OAN align ops + data + capital
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