Loading video...

Video Failed to Load

There was a problem loading this video. This could be due to a temporary network issue or the video might be unavailable.

Conversational voice data exposes a subtle failure mode in many ASR pipelines. The metric says the data is bad, but human reviewers say the audio is clear. Often the issue isn’t transcription quality itself, but that the evaluation stack wasn’t built for turn-taking, silence, and multi-speaker structure. Learn how... show more

Poseidon

25,803 subscribers

11,160 views • 3 months ago •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

In action at Dell Technologies World: the modern data center, built for how AI actually runs. Not just faster infrastructure, but smarter decisions: - Predictable cost - Clear governance - Workload placement across hybrid environments From deskside to data center, this is how enterprises turn AI into real outcomes.

In action at Dell Technologies World: the modern data center, built for how AI actually runs. Not just faster infrastructure, but smarter decisions: - Predictable cost - Clear governance - Workload placement across hybrid environments From deskside to data center, this is how enterprises turn AI into real outcomes.

Dell Technologies

142,498 views • 1 month ago

Most teams collecting voice data optimize for volume over quality, partly because they’re measuring quality wrong. To help evaluate quality we created the Poseidon Score. When applied, single-speaker audio scored well while multi-speaker conversations scored worse. Why? ↓

Most teams collecting voice data optimize for volume over quality, partly because they’re measuring quality wrong. To help evaluate quality we created the Poseidon Score. When applied, single-speaker audio scored well while multi-speaker conversations scored worse. Why? ↓

Poseidon

28,515 views • 3 months ago

AI was trained on the open internet, but the data that matters most lives in the real world. Introducing early access to Numo, an app built to collect the next generation of AI training data. Starting with voice data collection in Bengali, Hindi, Tamil, and Telugu. Details ↴

AI was trained on the open internet, but the data that matters most lives in the real world. Introducing early access to Numo, an app built to collect the next generation of AI training data. Starting with voice data collection in Bengali, Hindi, Tamil, and Telugu. Details ↴

Poseidon

1,240,151 views • 2 months ago

The AI agent stack moved fast. ClawHub has 44,000+ community-built skills and 1.5M+ active agents in 2026. Multi-agent pipelines are now the dominant architecture in production. Single-agents are still running, but they are running inside multi-agent pipelines.

The AI agent stack moved fast. ClawHub has 44,000+ community-built skills and 1.5M+ active agents in 2026. Multi-agent pipelines are now the dominant architecture in production. Single-agents are still running, but they are running inside multi-agent pipelines.

Aethir

21,385 views • 5 days ago

Mother Tongue Season 3 is LIVE But this isn’t just another campaign, it’s proof that PublicAI is building the Human Layer of AI. Every voice recorded becomes high‑integrity training data. Every payout in USDT on Solana shows what fair data sourcing looks like in action. 1/ 🧵

Mother Tongue Season 3 is LIVE But this isn’t just another campaign, it’s proof that PublicAI is building the Human Layer of AI. Every voice recorded becomes high‑integrity training data. Every payout in USDT on Solana shows what fair data sourcing looks like in action. 1/ 🧵

PublicAI

83,550 views • 11 months ago

Introducing: Dashboard Builder! The latest addition to Blockworks Research that allows full control over how you view and use our data. Even the best data loses its edge when scattered. We're here to solve that.

Introducing: Dashboard Builder! The latest addition to Blockworks Research that allows full control over how you view and use our data. Even the best data loses its edge when scattered. We're here to solve that.

Blockworks Research

32,873 views • 1 year ago

The wait is over. 🙌 View and edit shape data in Visio for the web. Learn how: #MicrosoftVisio

The wait is over. 🙌 View and edit shape data in Visio for the web. Learn how: #MicrosoftVisio

Microsoft 365

23,639 views • 2 years ago

🚀 My New Book is Here: Data Strategy (3rd Edition) 🚀 I’m thrilled to share the release of my latest bestselling book, Data Strategy: How to Use Data and Artificial Intelligence to Transform Your Business. Every business today needs data to survive - but simply having data is not enough. What matters is how you use it. A well-designed data strategy is the key to unlocking value, driving insights, and giving your organisation the competitive edge it needs to thrive in the digital economy. From small organisations to global enterprises, I’ve seen first-hand how a data-driven approach can transform operations, improve decision-making, and unlock entirely new opportunities. That’s why I’ve poured my experience into this book — to help leaders and teams build strategies that don’t just talk about data, but actually deliver measurable impact. 🔍 In this third edition, I’ve expanded the book to reflect the latest developments in data and AI, including: ✅ Generative AI and its role in shaping business innovation. ✅ Synthetic data and how it can accelerate AI adoption. ✅ The potential of quantum computing and what it means for the future of data. ✅ Expanded guidance on cybersecurity, regulations, and ethics in a data-driven world. This isn’t just a theoretical framework - it’s a practical guide to collecting, managing, and using data effectively in order to drive growth, innovation, and long-term success. Whether you’re leading a start-up or a multinational, Data Strategy will equip you with the tools you need to stay ahead in a rapidly evolving landscape. 📖 Pre-order your copy today: 👉 Amazon - 👉 Kogan Page - I can’t wait to hear how this book helps you craft your own data-driven strategy and transform your business for the future.

🚀 My New Book is Here: Data Strategy (3rd Edition) 🚀 I’m thrilled to share the release of my latest bestselling book, Data Strategy: How to Use Data and Artificial Intelligence to Transform Your Business. Every business today needs data to survive - but simply having data is not enough. What matters is how you use it. A well-designed data strategy is the key to unlocking value, driving insights, and giving your organisation the competitive edge it needs to thrive in the digital economy. From small organisations to global enterprises, I’ve seen first-hand how a data-driven approach can transform operations, improve decision-making, and unlock entirely new opportunities. That’s why I’ve poured my experience into this book — to help leaders and teams build strategies that don’t just talk about data, but actually deliver measurable impact. 🔍 In this third edition, I’ve expanded the book to reflect the latest developments in data and AI, including: ✅ Generative AI and its role in shaping business innovation. ✅ Synthetic data and how it can accelerate AI adoption. ✅ The potential of quantum computing and what it means for the future of data. ✅ Expanded guidance on cybersecurity, regulations, and ethics in a data-driven world. This isn’t just a theoretical framework - it’s a practical guide to collecting, managing, and using data effectively in order to drive growth, innovation, and long-term success. Whether you’re leading a start-up or a multinational, Data Strategy will equip you with the tools you need to stay ahead in a rapidly evolving landscape. 📖 Pre-order your copy today: 👉 Amazon - 👉 Kogan Page - I can’t wait to hear how this book helps you craft your own data-driven strategy and transform your business for the future.

Bernard Marr

10,980 views • 10 months ago

Delighted to share our latest partnership with Streamr Network! Streamr is at the forefront of P2P real-time data delivery, removing the need for centralized servers. Their network is key infra for DePIN, AI and Web3. It works via a mesh of data pipelines - think of it as ‘BitTorrent for real-time data’. Here's the scoop on our collaboration with Streamr: One Click Node Deployment: CloudVerse users will be able to deploy Streamr nodes and earn $DATA rewards by participating on the network. Ecosystem Network Management: CloudSec and OneSec node base will leverage the Streamr Network for collaboration to synchronize data and coordinate actions. Spawn your own P2P Network: Alongside our upcoming data storage and hosting solutions, OneSec users will be able to create their own ‘publish subscribe’ data pipelines via the Streamr protocol, in a permissionless manner. This partnership is fuelled by our shared commitment to data security, privacy, and a truly decentralized digital world. Here's to the many technical synergies ahead! - End of post, beware of scammers -

Delighted to share our latest partnership with Streamr Network! Streamr is at the forefront of P2P real-time data delivery, removing the need for centralized servers. Their network is key infra for DePIN, AI and Web3. It works via a mesh of data pipelines - think of it as ‘BitTorrent for real-time data’. Here's the scoop on our collaboration with Streamr: One Click Node Deployment: CloudVerse users will be able to deploy Streamr nodes and earn $DATA rewards by participating on the network. Ecosystem Network Management: CloudSec and OneSec node base will leverage the Streamr Network for collaboration to synchronize data and coordinate actions. Spawn your own P2P Network: Alongside our upcoming data storage and hosting solutions, OneSec users will be able to create their own ‘publish subscribe’ data pipelines via the Streamr protocol, in a permissionless manner. This partnership is fuelled by our shared commitment to data security, privacy, and a truly decentralized digital world. Here's to the many technical synergies ahead! - End of post, beware of scammers -

OpSec

84,532 views • 2 years ago

This issue is suddenly back... Periodic stutters that are hard to notice in a video but you feel them and they make the game unplayable Happens when PC is on for a while, not the game itself. Only reliable fix is to restart PC To clarify, this wasn't issue in the past

This issue is suddenly back... Periodic stutters that are hard to notice in a video but you feel them and they make the game unplayable Happens when PC is on for a while, not the game itself. Only reliable fix is to restart PC To clarify, this wasn't issue in the past

Maxim

203,045 views • 2 years ago

📢 Nuklai Insights: Building Multi Datasets for Next Generation Insights Full Blog: We live in an era where #data is valuable, but only a few organizations mine ⛏️ insights from data. Idle data is now a cost, a risk, and an opportunity lost. $NAI

📢 Nuklai Insights: Building Multi Datasets for Next Generation Insights Full Blog: We live in an era where #data is valuable, but only a few organizations mine ⛏️ insights from data. Idle data is now a cost, a risk, and an opportunity lost. $NAI

Nuklai

48,010 views • 2 years ago

AI listens to everyone. Except for 5.5 billion people. We’re launching BRIDGE (Benchmark of Regional & International Data for Global Evaluation), the first independent Global South ASR benchmark. 22 regional languages across 15 models evaluated on a first-of-its-kind 7-metric stack. Read the full benchmark here: Most ASR benchmarks report one WER per model per language. That number hides more than it reveals. Dialect variation, code-switching fidelity, speaker overlap and script-mismatch all sit underneath it. BRIDGE surfaces them. Here’s how 🧵

AI listens to everyone. Except for 5.5 billion people. We’re launching BRIDGE (Benchmark of Regional & International Data for Global Evaluation), the first independent Global South ASR benchmark. 22 regional languages across 15 models evaluated on a first-of-its-kind 7-metric stack. Read the full benchmark here: Most ASR benchmarks report one WER per model per language. That number hides more than it reveals. Dialect variation, code-switching fidelity, speaker overlap and script-mismatch all sit underneath it. BRIDGE surfaces them. Here’s how 🧵

Humyn Labs

29,674 views • 1 month ago

BIG NEWS. The Blockworks website has evolved: yesterday we were the home of news, today we are the home of onchain data. Head over to the site to see for yourself, but here's a little snippet of what you can expect: 1. Sector leaderboards (chains, DEXes, borrow lend, DATs, etc...) 2. Comprehensive data dashboards protocols 3. The ability to compare pricing and onchain data easily (coming soon) We're doing this because the industry still has a gigantic data problem. As investors get more sophisticated and fundamentals driven, basic high level facts are no longer sufficient. Investors need to be able to trust the data they are seeing and go much deeper than the surface level info that's available today. Additionally, because many data providers allow companies to essentially self report, you can't trust what you are seeing. This site is our contribution to fixing that problem and to ensuring clear, accurate data for investors. Blockworks is fully dedicated to becoming the most comprehensive data company in crypto in 2026. This is the first of many, many announcements like this this year, stay tuned.

BIG NEWS. The Blockworks website has evolved: yesterday we were the home of news, today we are the home of onchain data. Head over to the site to see for yourself, but here's a little snippet of what you can expect: 1. Sector leaderboards (chains, DEXes, borrow lend, DATs, etc...) 2. Comprehensive data dashboards protocols 3. The ability to compare pricing and onchain data easily (coming soon) We're doing this because the industry still has a gigantic data problem. As investors get more sophisticated and fundamentals driven, basic high level facts are no longer sufficient. Investors need to be able to trust the data they are seeing and go much deeper than the surface level info that's available today. Additionally, because many data providers allow companies to essentially self report, you can't trust what you are seeing. This site is our contribution to fixing that problem and to ensuring clear, accurate data for investors. Blockworks is fully dedicated to becoming the most comprehensive data company in crypto in 2026. This is the first of many, many announcements like this this year, stay tuned.

Mippo 🟪

91,704 views • 5 months ago

CLIMATE EMERGENCY - This man is lying! The spokesman for Just Stop Oil states that the planet was the hottest it’s been in 100, 000 years! But this wasn’t a measurement. It was a computed average from a computer model! (Think Covid) And the data only goes back to 1940 🤡

CLIMATE EMERGENCY - This man is lying! The spokesman for Just Stop Oil states that the planet was the hottest it’s been in 100, 000 years! But this wasn’t a measurement. It was a computed average from a computer model! (Think Covid) And the data only goes back to 1940 🤡

Bernie

189,708 views • 1 year ago

GDP growth data proves that India is a key growth engine for the global economy. But according to award-winning economist Rahul Gandhi, the Indian economy is in distress and an economic tsunami is coming. What will you say for this dumb prediction of Rahul Gandhi?

GDP growth data proves that India is a key growth engine for the global economy. But according to award-winning economist Rahul Gandhi, the Indian economy is in distress and an economic tsunami is coming. What will you say for this dumb prediction of Rahul Gandhi?

Facts

14,732 views • 26 days ago

I built a directory of beaches in manus in just two prompts it's ridiculous, BUT here's why *you* are more important than ever: it still relies on crawling the web and on other sites to provide the data. for an MVP of a directory, or pseo site, or saas etc that's fine. it's never been easier to whip up that idea in minutes but if you want long term success you need to be the source and not the fork - and that only comes from doing stuff ai can't replicate (yet) all of the data from this site was crawled from elsewhere. is it accurate? how often is it updated? what if those sources change? when it becomes so easy to do things like build a directory or vibe code a saas, doing the hard things is more important than ever i have another app in this niche that has around 10,000 monthly active users it's been going for years and years at this point on autopilot i did it by painstakingly parsing time series of sea temperature data from the us government with a bot that runs 4x a day - no ai 😭 (currently has 63.4m rows of data) this site is the source for manus and other tools and is very accurate. I've had many opportunities to sell the data into bigger companies and none of that would be possible taking the easy route anyway: tldr manus is amazing but humans working on the hard problems with ai as a copilot is still the way you win

I built a directory of beaches in manus in just two prompts it's ridiculous, BUT here's why you are more important than ever: it still relies on crawling the web and on other sites to provide the data. for an MVP of a directory, or pseo site, or saas etc that's fine. it's never been easier to whip up that idea in minutes but if you want long term success you need to be the source and not the fork - and that only comes from doing stuff ai can't replicate (yet) all of the data from this site was crawled from elsewhere. is it accurate? how often is it updated? what if those sources change? when it becomes so easy to do things like build a directory or vibe code a saas, doing the hard things is more important than ever i have another app in this niche that has around 10,000 monthly active users it's been going for years and years at this point on autopilot i did it by painstakingly parsing time series of sea temperature data from the us government with a bot that runs 4x a day - no ai 😭 (currently has 63.4m rows of data) this site is the source for manus and other tools and is very accurate. I've had many opportunities to sell the data into bigger companies and none of that would be possible taking the easy route anyway: tldr manus is amazing but humans working on the hard problems with ai as a copilot is still the way you win

Ian Nuttall

13,959 views • 1 year ago

In a recent interview with Sawpalin, Mathieu Cote says Voice Chat will not be happening anytime soon. This contradicts the development of Voice Chat that can be seen through in-game data. Apologies for the translation on the video, it isn’t translated perfectly.

In a recent interview with Sawpalin, Mathieu Cote says Voice Chat will not be happening anytime soon. This contradicts the development of Voice Chat that can be seen through in-game data. Apologies for the translation on the video, it isn’t translated perfectly.

-Ruthless-

30,854 views • 1 year ago

Imagine OptimAI Data Network is a giant library that AI Agents use to learn and work. 📚 But here’s the twist, instead of one person deciding what goes in the library, everyone in our community can help pick, check, and improve the books (data). That’s what OptimAI DataDAO is: + DAO? It stands for "Decentralized Autonomous Organization", fancy words for a club where we all make the rules together, no single boss in charge. Like a playground game where kids vote on the fun! + It’s how we, the community, decide together which data is accurate, useful, and fair for AI to use. + The more you contribute, the stronger our network gets, and the more value we all share. You're building the future! Stay tuned - we’re building something that will change how AI learns. BUIDL with us:

Imagine OptimAI Data Network is a giant library that AI Agents use to learn and work. 📚 But here’s the twist, instead of one person deciding what goes in the library, everyone in our community can help pick, check, and improve the books (data). That’s what OptimAI DataDAO is: + DAO? It stands for "Decentralized Autonomous Organization", fancy words for a club where we all make the rules together, no single boss in charge. Like a playground game where kids vote on the fun! + It’s how we, the community, decide together which data is accurate, useful, and fair for AI to use. + The more you contribute, the stronger our network gets, and the more value we all share. You're building the future! Stay tuned - we’re building something that will change how AI learns. BUIDL with us:

OptimAI Network

29,521 views • 10 months ago

Imagine this: Data is the lifeblood of AI. No matter how advanced, AI is only as good as the data it learns from. The catch? Most AI runs on outdated, biased, or limited data—like trying to win a marathon in flip-flops. 💡The problem isn’t AI itself—it’s how data is collected, processed & controlled by a few big players. OptimAI Network flips the script! 🔹No centralized silos 🔹No intrusive scraping 🔹A decentralized ecosystem where you power AI’s future Read more:

Imagine this: Data is the lifeblood of AI. No matter how advanced, AI is only as good as the data it learns from. The catch? Most AI runs on outdated, biased, or limited data—like trying to win a marathon in flip-flops. 💡The problem isn’t AI itself—it’s how data is collected, processed & controlled by a few big players. OptimAI Network flips the script! 🔹No centralized silos 🔹No intrusive scraping 🔹A decentralized ecosystem where you power AI’s future Read more:

OptimAI Network

91,789 views • 1 year ago

So where does all this data go? TikTok says U.S. data stays in the U.S. with backups in Singapore. But multiple investigations (e.g. leaked audio from over 80 internal TikTok meetings in 2022) revealed that U.S. user data was repeatedly accessed by engineers in China.

So where does all this data go? TikTok says U.S. data stays in the U.S. with backups in Singapore. But multiple investigations (e.g. leaked audio from over 80 internal TikTok meetings in 2022) revealed that U.S. user data was repeatedly accessed by engineers in China.

Brett Trembly

319,193 views • 1 year ago