Random Sample Consensus Python - Search Videos

Expanding traditional assets on-chain requires entirely new execution architectureJune is already pacing toward $100B in settlement with $80B driven purely by RWA feeds on @PythNetwork You cannot pipe volatile market data through slow consensus mechanisms without bleeding massive slippageRelying on intermediary aggregation fundamentally breaks high-frequency trading modelsReal-world adoption is strictly a latency and data-fidelity problemFirst-party oracle networks like Pyth are the only viable

Expanding traditional assets on-chain requires entirely new execution architectureJune is already pacing toward $100B in settlement with $80B driven purely by RWA feeds on @PythNetwork You cannot pipe volatile market data through slow consensus mechanisms without bleeding massive slippageRelying on intermediary aggregation fundamentally breaks high-frequency trading modelsReal-world adoption is strictly a latency and data-fidelity problemFirst-party oracle networks like Pyth are the only viable

59.6K views2 weeks ago

x.comAlex Crypto

Gene Munster on @RiskReversal: 2027 hyperscaler CapEx growth will hit 40-60%.Street consensus: 22%. Optimistic consensus: 30%. Gene: 40-60%.His logic: AI inference hasn't started. Agentic AI (AI that completes multi-step tasks autonomously) is just beginning. Enterprise hasn't unlocked. The demand wave driving the inference build is still ahead.50% of $MU revenue is hyperscaler CapEx. If Gene is right, street estimates for Micron and $NVDA in fiscal 2027 are too low. If he's wrong, the CapEx dec

Gene Munster on @RiskReversal: 2027 hyperscaler CapEx growth will hit 40-60%.Street consensus: 22%. Optimistic consensus: 30%. Gene: 40-60%.His logic: AI inference hasn't started. Agentic AI (AI that completes multi-step tasks autonomously) is just beginning. Enterprise hasn't unlocked. The demand wave driving the inference build is still ahead.50% of $MU revenue is hyperscaler CapEx. If Gene is right, street estimates for Micron and $NVDA in fiscal 2027 are too low. If he's wrong, the CapEx dec

8.9K views2 weeks ago

x.comPodcast Alpha

Randomness is the foundation of digital trust. 🔒Gaming. AI. Security. Lotteries. Encryption.RANDOM·ONE is building a new L1 blockchain for native randomness, verifiable outcomes and hypersonic consensus, with off-world entropy as the primary source. 🛰️Powered by $RNDM.

Randomness is the foundation of digital trust. 🔒Gaming. AI. Security. Lotteries. Encryption.RANDOM·ONE is building a new L1 blockchain for native randomness, verifiable outcomes and hypersonic consensus, with off-world entropy as the primary source. 🛰️Powered by $RNDM.

4.3K views2 weeks ago

x.comRANDOM·ONE

마이클 세일러 $STRC 설계할 때 AI 사용.그럼 AI 주식?2026년 5월 11일경 (Consensus Miami 2026 행사 직후 CoinDesk 인터뷰)내용: STRC 를 설계할 때 AI(그가 말한 대로 "artificial intelligence", 흔히 ChatGPT로 불림)를 사용했다고 직접 밝힌 부분.

마이클 세일러 $STRC 설계할 때 AI 사용.그럼 AI 주식?2026년 5월 11일경 (Consensus Miami 2026 행사 직후 CoinDesk 인터뷰)내용: STRC 를 설계할 때 AI(그가 말한 대로 "artificial intelligence", 흔히 ChatGPT로 불림)를 사용했다고 직접 밝힌 부분.

2.7M views3 weeks ago

Consensus thinks the Marvell trade is over. Jordi Visser @jvisserlabs built the thesis when the stock was hated at $90.He used a "Jensen Huang knowledge brain" - loaded Jensen's public transcripts from CES, Morgan Stanley, and Computex into an AI model and asked what names fit the Vera Rubin requirements. Marvell came back as the answer. The next day, NVIDIA announced a $2 billion investment.$MRVL is up 3x. The optical networking demand wave that thesis depends on still hasn't arrived.If you sol

Consensus thinks the Marvell trade is over. Jordi Visser @jvisserlabs built the thesis when the stock was hated at $90.He used a "Jensen Huang knowledge brain" - loaded Jensen's public transcripts from CES, Morgan Stanley, and Computex into an AI model and asked what names fit the Vera Rubin requirements. Marvell came back as the answer. The next day, NVIDIA announced a $2 billion investment.$MRVL is up 3x. The optical networking demand wave that thesis depends on still hasn't arrived.If you sol

3.1K views3 weeks ago

x.comPodcast Alpha

AI-Enhanced Intrusion Detection System | Machine Learning Cyber Security Project | FastAPI & MySQL

AI-Enhanced Intrusion Detection System | Machine Learning Cyber Security Project | FastAPI & MySQL

14 views3 weeks ago

Introducing Ambulance: the successor to Autobahn and a landmark in BFT consensus. It replaces consensus timeouts, delivering up to 10.8x lower latency during severe consensus delays.

Introducing Ambulance: the successor to Autobahn and a landmark in BFT consensus. It replaces consensus timeouts, delivering up to 10.8x lower latency during severe consensus delays.

4.6K views2 weeks ago

Whenever someone says an election result was “mathematically impossible,” my first question is:What assumptions did you use?If you assume the remaining ballots are a random sample of all voters, you can get very dramatic probability estimates.But California doesn’t count ballots in random order.The relevant question isn’t the size of the deficit.It’s the composition of the ballots that remained uncounted.In statistics, a bad assumption can produce a very precise answer that is completely wrong.

1.4M views4 weeks ago

x.comDr Terry Simpson

waiting for the puff of green or red smoke above the fiserv forum once the rival factions have finally reached a consensus

814.8K views2 weeks ago

x.comCaitlin Cooper

It was around this time I started having full belief this team will win! A few must haves if you want your team to stand a chance and never be the consensus pick amongst the guys who have to talk 5 days a week.

912.7K views4 weeks ago

x.comJerry Ferrara

Most blockchain discussions center on speed transaction throughput, fees, finality times. Fewer conversations address what sits beneath those metrics: the economic structure that determines whether a network can sustain itself once the initial attention fades.MarsChain is positioning itself around that second question. Rather than building as an extension of an existing ecosystem, it launches as an independent Layer-1 network, running its own consensus model and token economy on top of BNB Smart

13.1K views3 weeks ago

x.comHanakhan 🤖ボッ

New opportunity now with MarsChain@MarsChainCS is an independent Layer 1 (L1) public blockchain that redefines decentralized tokenomics through pure mathematics and game theory. Operating on a Proof of Contribution (PoC) consensus mechanism, it replaces expensive mining hardware and rigid staking with a simple core rule: "Burn = Hashrate." Users permanently burn $MARS tokens to acquire mining power, while a dynamic calibration system stabilizes the network to target a 188 day Return on Investmen

5.2K views3 weeks ago

x.comSHAKIL khan sk

Rebrands and narrative shifts are common when original product traction stalls. the real question is whether this delivers measurable progress on user experience, retention, and actual agent use cases…or just fresh marketing to distract from past allocation cuts, NFT performance, and community fatigue. execution and transparency on commitments to early supporters will matter more than any new label.what would make this compelling:- concrete demos of agents doing useful work inside consensus with

27.9K views2 weeks ago

Robotics doesn't have a data collection problem — it has a data quality problem.That's the role of validators on @PrismaXaiBefore Verify Quality, determining whether a robot demonstration was suitable for training depended on a small internal review team. As more demonstrations were collected, quality review became the bottleneck. Validators remove that limitation by scaling human judgment across the community without lowering standards.They evaluate what software can't: • whether the robot was

156.6K views2 weeks ago

Right on cue. Gavin Baker (@GavinSBaker, Atreides) was asked recently which chip was most underrated and where consensus was wrong. His reply:"Trainium by far. Trainium is going to be to 2026, especially in the 2H of this year when Trainium 3 really ramps, as TPUs were to 2025."

162.4K views3 weeks ago

x.comFireside Alpha

Most $TAO holders staking right now are trusting the wrong validators.Not because they are careless.Because nobody explained what the numbers on the Validators page actually mean.There is a tool inside Taostats that shows you exactly which validators are genuinely working and which ones are collecting your emissions without contributing anything to the network.It is free. It is live. And almost nobody is using it correctly.Here is exactly how to read it.Step 1: Understand what Dominance actually

11.7K views3 weeks ago

Threadguy reveals the framework a top on-chain trader gave him on never trying to call bottoms"After Believe coin died, I asked a great on-chain trader what he thought was next, and he told me he's not in the game of predictions, he's made enough money, you only have to be in the game of predictions and get it right once. After that you can just let it play out, watch the price action, and tail it. You can get in on inning 3 and out on inning 7, there's no reason to be on innings 1 and 2 or 8 an

6.4K views2 weeks ago

Amid rising global uncertainty and rapid technological transformation, enterprises worldwide are reassessing where the future of growth will be anchored.At the 2026 Summer Davos forum in Dalian, a clear consensus is emerging: China. 🇨🇳#Davos2026 #ChinaDevelopment

6.1K views2 weeks ago

x.comXu Feihong

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