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.

RC4 Mini versus RC2 Mini on BCM 11.5 with Radian SD charging handle, H3 buffer. PMC 55g .223.

Lucas Botkin

114,959 subscribers

55,890 views • 1 month ago •via X (Twitter)

Arts Science & Technology

Anya Rossi• Live Now

Private livecam show

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

Sam Butler secures a mini-buffer for Hawthorn with seven-and-a-half minutes to play! 🥵 📺 Watch the #AFLFinals on ch.504 or stream on Kayo: ✍️ BLOG 🔢 MATCH CENTRE

Sam Butler secures a mini-buffer for Hawthorn with seven-and-a-half minutes to play! 🥵 📺 Watch the #AFLFinals on ch.504 or stream on Kayo: ✍️ BLOG 🔢 MATCH CENTRE

Fox Footy

21,816 views • 1 year ago

Acasis 8-in-1 40Gbps dock turns a Mac Mini into a 2,765 MB/s workstation with one 2TB SSD slot. Hands open the silver case. A Samsung 990 Pro 2TB drops into the single M.2 bay. Lid screws down. The Mac Mini slides in from the side. Two USB4 ports. Three 10Gbps USB-A. HDMI. DisplayPort. SD 4.0. TF 4.0. Power Delivery. Blackmagic Disk Speed Test hits 2,765 MB/s write and 2,812 MB/s read. Every ProRes and H.265 checkbox turns green. Card slots appear as separate drives. 2.45 GB copies in about 4 seconds. Infrared thermometer reads 27.3°C under load. The dock sits on the desk with three monitors running and the original Mac Mini case still closed.

Acasis 8-in-1 40Gbps dock turns a Mac Mini into a 2,765 MB/s workstation with one 2TB SSD slot. Hands open the silver case. A Samsung 990 Pro 2TB drops into the single M.2 bay. Lid screws down. The Mac Mini slides in from the side. Two USB4 ports. Three 10Gbps USB-A. HDMI. DisplayPort. SD 4.0. TF 4.0. Power Delivery. Blackmagic Disk Speed Test hits 2,765 MB/s write and 2,812 MB/s read. Every ProRes and H.265 checkbox turns green. Card slots appear as separate drives. 2.45 GB copies in about 4 seconds. Infrared thermometer reads 27.3°C under load. The dock sits on the desk with three monitors running and the original Mac Mini case still closed.

HodlReaper

13,316 views • 25 days ago

Acasis 8-in-1 40Gbps dock turns a Mac Mini into a 2,910 MB/s workstation with one 4TB SSD slot. Hands open the silver case. A Samsung 990 Pro 4TB drops into the single M.2 bay. Lid screws down. The Mac Mini slides in from the side. Two USB4 ports. Three 10Gbps USB-A. HDMI. DisplayPort. SD 4.0. TF 4.0. Power Delivery. Blackmagic Disk Speed Test hits 2,910 MB/s write and 2,945 MB/s read. Every ProRes and H.265 checkbox turns green. Card slots appear as separate drives. 3.82 GB copies in about 5 seconds. Infrared thermometer reads 25.8°C under load. The dock sits on the desk with three monitors running and the original Mac Mini case still closed.

Acasis 8-in-1 40Gbps dock turns a Mac Mini into a 2,910 MB/s workstation with one 4TB SSD slot. Hands open the silver case. A Samsung 990 Pro 4TB drops into the single M.2 bay. Lid screws down. The Mac Mini slides in from the side. Two USB4 ports. Three 10Gbps USB-A. HDMI. DisplayPort. SD 4.0. TF 4.0. Power Delivery. Blackmagic Disk Speed Test hits 2,910 MB/s write and 2,945 MB/s read. Every ProRes and H.265 checkbox turns green. Card slots appear as separate drives. 3.82 GB copies in about 5 seconds. Infrared thermometer reads 25.8°C under load. The dock sits on the desk with three monitors running and the original Mac Mini case still closed.

HodlReaper

16,198 views • 25 days ago

Prior to release, we shared a version of Cohere North Mini Code with AI engineers and answered some questions. Here's a quick illustrated walkthrough of the model's architecture and training process. Small models fill an important niche. They: 1. run on more widely available hardware 2. handle tasks within a certain range of complexity 3. take on sub-tasks that larger models delegate

Prior to release, we shared a version of Cohere North Mini Code with AI engineers and answered some questions. Here's a quick illustrated walkthrough of the model's architecture and training process. Small models fill an important niche. They: 1. run on more widely available hardware 2. handle tasks within a certain range of complexity 3. take on sub-tasks that larger models delegate

Jay Alammar

89,261 views • 2 months ago

MEET THE $3M MINI JET THAT FLIES ITSELF - THE CIRRUS SF50 It seats 6, can be flown solo, and cruises up to 31,000 feet with a 1,200-nautical-mile range - all while taking off from runways under 1,640 feet. The engine’s mounted on top to avoid ground debris, and in a crisis? Pull a handle and the entire jet parachutes down. Oh - and if the pilot passes out, it’ll land itself. Yes, really. Source: Machine Knowledge

MEET THE $3M MINI JET THAT FLIES ITSELF - THE CIRRUS SF50 It seats 6, can be flown solo, and cruises up to 31,000 feet with a 1,200-nautical-mile range - all while taking off from runways under 1,640 feet. The engine’s mounted on top to avoid ground debris, and in a crisis? Pull a handle and the entire jet parachutes down. Oh - and if the pilot passes out, it’ll land itself. Yes, really. Source: Machine Knowledge

Mario Nawfal

1,732,932 views • 1 year ago

A $599 MAC MINI, A 340 YUAN SCREEN, AND $3 TO $5 OF POWER CAN TURN INTO A PRIVATE AI SERVER THAT CUTS THE DUMBEST PART OF A $150 API BILL 00:03 he shows the whole setup on the desk: tiny mac mini, cheap external display, keyboard, cables, and one silent box small enough to hide under the monitor while running local models all day. developers burn paid tokens on the wrong stuff. code formatting, quick summaries, draft emails, cron checks, log cleanup and tiny reviews can eat most of the bill, even when none of it needs a frontier model. ollama on a mac mini changes the math. qwen, llama, gemma or phi can handle the boring repeat work locally, while claude stays for architecture, production code and the problems that actually need expensive reasoning. one box can serve the whole workflow. open webui turns the mac mini into a private chat interface for your phone, laptop and tablet, with local files staying in your room instead of getting shipped to another cloud tab. monthly savings come from the invisible calls. 1,440 cron checks, 200 small summaries, 80 log reviews and dozens of throwaway prompts can move off paid tokens before they quietly become another $150 invoice. bookmark this before your next API bill looks like rent.

A $599 MAC MINI, A 340 YUAN SCREEN, AND $3 TO $5 OF POWER CAN TURN INTO A PRIVATE AI SERVER THAT CUTS THE DUMBEST PART OF A $150 API BILL 00:03 he shows the whole setup on the desk: tiny mac mini, cheap external display, keyboard, cables, and one silent box small enough to hide under the monitor while running local models all day. developers burn paid tokens on the wrong stuff. code formatting, quick summaries, draft emails, cron checks, log cleanup and tiny reviews can eat most of the bill, even when none of it needs a frontier model. ollama on a mac mini changes the math. qwen, llama, gemma or phi can handle the boring repeat work locally, while claude stays for architecture, production code and the problems that actually need expensive reasoning. one box can serve the whole workflow. open webui turns the mac mini into a private chat interface for your phone, laptop and tablet, with local files staying in your room instead of getting shipped to another cloud tab. monthly savings come from the invisible calls. 1,440 cron checks, 200 small summaries, 80 log reviews and dozens of throwaway prompts can move off paid tokens before they quietly become another $150 invoice. bookmark this before your next API bill looks like rent.

Gipp 🦅

21,848 views • 1 month ago

THIS GUY POWERED A $599 MAC MINI WITH A LAWN MOWER BATTERY AND TURNED HIS TESLA MODEL Y INTO A MOBILE AI OFFICE 00:44 he plugs the mac mini into a green EGO battery through a portable inverter, giving the entire setup its own power source instead of pulling everything from the car. the weird battery is the smartest part. it is normally used for lawn mowers and workshop tools, but here it runs the computer, cables and portable display while the tesla handles the internet connection and cabin. open obsidian, claude code and 4 small agents, and the car becomes a private work pod that can sort 140 links, summarize a 55 minute call and prepare project notes before the next charging stop. the extra setup costs roughly $250 to $350 depending on the battery size. add the inverter, tray, display and cables, and the complete mobile desk lands near $950 before counting the tesla. a larger 56v battery could keep the mac mini running for around 3 to 5 hours during research and writing, or closer to 2 hours with transcription, local models and multiple agents working together. bookmark this before lawn mower batteries start powering better offices than coworking spaces.

THIS GUY POWERED A $599 MAC MINI WITH A LAWN MOWER BATTERY AND TURNED HIS TESLA MODEL Y INTO A MOBILE AI OFFICE 00:44 he plugs the mac mini into a green EGO battery through a portable inverter, giving the entire setup its own power source instead of pulling everything from the car. the weird battery is the smartest part. it is normally used for lawn mowers and workshop tools, but here it runs the computer, cables and portable display while the tesla handles the internet connection and cabin. open obsidian, claude code and 4 small agents, and the car becomes a private work pod that can sort 140 links, summarize a 55 minute call and prepare project notes before the next charging stop. the extra setup costs roughly $250 to $350 depending on the battery size. add the inverter, tray, display and cables, and the complete mobile desk lands near $950 before counting the tesla. a larger 56v battery could keep the mac mini running for around 3 to 5 hours during research and writing, or closer to 2 hours with transcription, local models and multiple agents working together. bookmark this before lawn mower batteries start powering better offices than coworking spaces.

Gipp 🦅

51,881 views • 2 months ago

Wage Cucking With Jmo #38 👑 jmo caught up with leptokurtic from ! Tune in to hear how Ethena has handled their impressive growth to 6B TVL, what spicy product developments they have cooking and predictions for 2025. 🔥 Timestamps: 01:39 Did Guy expect Ethena's impressive growth? 04:12 How Ethena handle scaling 07:43 Expanding to other chains 10:21 A mini neobank on TON 12:03 Difficulty of expanding to other chains 14:58 Other DeFi protocols integrating Ethena 22:23 Thoughts on Hyperliquid 25:10 Ethereal 29:05 ENA 35:18 Would Guy have done anything differently with ENA? 36:58 Expansion of utility 39:24 USDtb collaboration with BlackRock 44:25 The Ethena Endgame 47:21 Predictions for 2025

Wage Cucking With Jmo #38 👑 jmo caught up with leptokurtic from ! Tune in to hear how Ethena has handled their impressive growth to 6B TVL, what spicy product developments they have cooking and predictions for 2025. 🔥 Timestamps: 01:39 Did Guy expect Ethena's impressive growth? 04:12 How Ethena handle scaling 07:43 Expanding to other chains 10:21 A mini neobank on TON 12:03 Difficulty of expanding to other chains 14:58 Other DeFi protocols integrating Ethena 22:23 Thoughts on Hyperliquid 25:10 Ethereal 29:05 ENA 35:18 Would Guy have done anything differently with ENA? 36:58 Expansion of utility 39:24 USDtb collaboration with BlackRock 44:25 The Ethena Endgame 47:21 Predictions for 2025

Shitcoin.com

40,128 views • 1 year ago

SV University HOD Chengayya is a 🍚 💼 convert. He is fooling everyone without changing his name. He is caught spreading “Bible versus” to students encouraging them to convert. Our Hindu organisations questioned him, and he tried to say they are “moral lessons”. But he is caught red handed with mini Bible version on his desk. But this is a serious matter. Our educational institutions are under attack. We can’t allow people to preach their Madrasa or Bible education in normal schools and colleges. State govt should initiate strict action against such communal and religious bigots. N Chandrababu Naidu Pawan Kalyan Daggubati Purandeswari 🇮🇳 ShivaShakthi Vishva Hindu Parishad -VHP BajrangDal

SV University HOD Chengayya is a 🍚 💼 convert. He is fooling everyone without changing his name. He is caught spreading “Bible versus” to students encouraging them to convert. Our Hindu organisations questioned him, and he tried to say they are “moral lessons”. But he is caught red handed with mini Bible version on his desk. But this is a serious matter. Our educational institutions are under attack. We can’t allow people to preach their Madrasa or Bible education in normal schools and colleges. State govt should initiate strict action against such communal and religious bigots. N Chandrababu Naidu Pawan Kalyan Daggubati Purandeswari 🇮🇳 ShivaShakthi Vishva Hindu Parishad -VHP BajrangDal

Tathvam-asi

171,848 views • 1 year ago

This guy put an AI data center into a box that fits on a desk It doesn't look like a serious machine It looks like a mini PC you could hide behind a monitor But with enough unified memory it can run local models, answer over your own files, power agents and keep private work off someone else's servers That sounds like a hobby setup until you look at what people are actually renting every month Claude subscription ChatGPT subscription API credits cloud GPU time usage limits private files uploaded into third-party tools For years the deal was simple: if you wanted intelligence, you rented it Now a Mac Mini M4 Pro or a 128GB AMD mini PC can handle a big part of everyday AI work locally Ollama runs the models Open WebUI gives you the chat interface Tailscale lets you reach it from your phone or laptop without exposing it to the open internet The cloud still wins for the hardest tasks But most daily AI work is not frontier research It is reading documents, summarizing files, drafting, coding helpers, search, notes and private workflows Most people will keep paying rent because it is convenient Others are realizing the assistant they rent every month can become hardware they own save this

This guy put an AI data center into a box that fits on a desk It doesn't look like a serious machine It looks like a mini PC you could hide behind a monitor But with enough unified memory it can run local models, answer over your own files, power agents and keep private work off someone else's servers That sounds like a hobby setup until you look at what people are actually renting every month Claude subscription ChatGPT subscription API credits cloud GPU time usage limits private files uploaded into third-party tools For years the deal was simple: if you wanted intelligence, you rented it Now a Mac Mini M4 Pro or a 128GB AMD mini PC can handle a big part of everyday AI work locally Ollama runs the models Open WebUI gives you the chat interface Tailscale lets you reach it from your phone or laptop without exposing it to the open internet The cloud still wins for the hardest tasks But most daily AI work is not frontier research It is reading documents, summarizing files, drafting, coding helpers, search, notes and private workflows Most people will keep paying rent because it is convenient Others are realizing the assistant they rent every month can become hardware they own save this

Asteri

12,171 views • 2 months ago

We invite you to take part in the Escape from Tarkov and Escape from Tarkov: Arena character cosplay contest! The contest is held in collaboration with SteelSeries! Don't miss your chance to show your skill and creativity and win great prizes! Immerse yourself in the world of Escape from Tarkov, create a character image and show what you can do. Your work can become not only a source of pride, but also an inspiration for others. Conditions: ● Create a costume of any character from the game's universe: Scav, PMC, Boss, Trader, Cultist; ● Come up with a mini-scene using recognizable Tarkov attributes; ● Take a high-quality photo or record a vertical video (Shorts/Reels). ● Post your entry on social media with an Escape from Tarkov tag and #EscapefromTarkov #TarkovStyle hashtags no later than 16.02.2025; More details: #TarkovStyle #EscapefromTarkov #TarkovArena

We invite you to take part in the Escape from Tarkov and Escape from Tarkov: Arena character cosplay contest! The contest is held in collaboration with SteelSeries! Don't miss your chance to show your skill and creativity and win great prizes! Immerse yourself in the world of Escape from Tarkov, create a character image and show what you can do. Your work can become not only a source of pride, but also an inspiration for others. Conditions: ● Create a costume of any character from the game's universe: Scav, PMC, Boss, Trader, Cultist; ● Come up with a mini-scene using recognizable Tarkov attributes; ● Take a high-quality photo or record a vertical video (Shorts/Reels). ● Post your entry on social media with an Escape from Tarkov tag and #EscapefromTarkov #TarkovStyle hashtags no later than 16.02.2025; More details: #TarkovStyle #EscapefromTarkov #TarkovArena

Escape from Tarkov

404,405 views • 1 year ago

She let kids as young as 5 run the register, stock shelves, and handle customers at her cookie shop… and someone reported her to the Attorney General for it 😳 Renee started her Mini Manager Program with her own son and expanded it because the kids were thriving. They learn how to handle money, talk to people, plan flavors, and take real pride in their work. It’s completely voluntary with applications, and she has more kids wanting spots than she can fill. She got the official letter, read it twice, laughed, and said she regrets nothing. She’s even invited the Attorney General’s office to come see a session for themselves and grab some free cookies. This is the kind of hands-on learning I wish more schools would embrace. It teaches kids real-life skills like responsibility, handling money, and working with people in a way that actually sticks. I’m so glad there are moms like her creating these programs and standing up for what’s best for our kids. What’s one hands-on skill you think kids today are missing out on?

She let kids as young as 5 run the register, stock shelves, and handle customers at her cookie shop… and someone reported her to the Attorney General for it 😳 Renee started her Mini Manager Program with her own son and expanded it because the kids were thriving. They learn how to handle money, talk to people, plan flavors, and take real pride in their work. It’s completely voluntary with applications, and she has more kids wanting spots than she can fill. She got the official letter, read it twice, laughed, and said she regrets nothing. She’s even invited the Attorney General’s office to come see a session for themselves and grab some free cookies. This is the kind of hands-on learning I wish more schools would embrace. It teaches kids real-life skills like responsibility, handling money, and working with people in a way that actually sticks. I’m so glad there are moms like her creating these programs and standing up for what’s best for our kids. What’s one hands-on skill you think kids today are missing out on?

End3of6Days9 (Helen) 🇺🇸

53,525 views • 3 months ago

Someone put a Claude Code sticker on a $599 Mac Mini and accidentally built the most productive setup in tech. Dedicated machine, zero distractions, Claude 4.7 Opus running 24/7 with one prompt on the screen. What do you want the computer to do? Fork a repo, write the code, create the file, find the article, handle whatever comes next, repeat. No laptop, no cloud subscription, no context switching, no "let me pull that up real quick" Just a box the size of a hardcover book sitting on a desk doing the work of a full time hire around the clock. People stopped using Mac Minis as computers, they're using them as Claude, $599 once and it never clocks out.

Someone put a Claude Code sticker on a $599 Mac Mini and accidentally built the most productive setup in tech. Dedicated machine, zero distractions, Claude 4.7 Opus running 24/7 with one prompt on the screen. What do you want the computer to do? Fork a repo, write the code, create the file, find the article, handle whatever comes next, repeat. No laptop, no cloud subscription, no context switching, no "let me pull that up real quick" Just a box the size of a hardcover book sitting on a desk doing the work of a full time hire around the clock. People stopped using Mac Minis as computers, they're using them as Claude, $599 once and it never clocks out.

Defileo🔮

70,389 views • 4 months ago

🎯 With a tough past and a hard childhood, Clint Barton knew struggle at an early age. Persevering through the hardships, he's become a master marksman with unparalleled precision. Hawkeye is ready to take aim with his Piercing Arrow, charging his shot for just the right moment. Prepared to fight anyone at any distance, his blast arrow is sure to wreak havoc to those who dare try and get close to him. Deflecting his enemies is certainly no easy task, but he's ready to prove himself and take on the challenge. 🎁Follow Marvel Rivals & repost this post. We will select 20 winners at random to receive 10 Mini art book and 10 sets of Marvel Rivals magnets! The giveaway ends on December 1st and winners will be announced on December 3rd! Please note that winners have 15 working days to claim the prizes, so make sure to keep an eye on your inbox! Wishlist Marvel Rivals now on: Steam: PlayStation: Xbox: Epic Games: #MarvelRivals #Marvel #MarvelGames #Hawkeye

🎯 With a tough past and a hard childhood, Clint Barton knew struggle at an early age. Persevering through the hardships, he's become a master marksman with unparalleled precision. Hawkeye is ready to take aim with his Piercing Arrow, charging his shot for just the right moment. Prepared to fight anyone at any distance, his blast arrow is sure to wreak havoc to those who dare try and get close to him. Deflecting his enemies is certainly no easy task, but he's ready to prove himself and take on the challenge. 🎁Follow Marvel Rivals & repost this post. We will select 20 winners at random to receive 10 Mini art book and 10 sets of Marvel Rivals magnets! The giveaway ends on December 1st and winners will be announced on December 3rd! Please note that winners have 15 working days to claim the prizes, so make sure to keep an eye on your inbox! Wishlist Marvel Rivals now on: Steam: PlayStation: Xbox: Epic Games: #MarvelRivals #Marvel #MarvelGames #Hawkeye

Marvel Rivals

1,057,721 views • 1 year ago

💪 HEROES IN THE SKY 💪 This week we’re teaming up with Alex Bond to support the Star Battalion of the 22nd Mechanized Brigade fearless drone operators unleashing aerial chaos on the invaders. They need the essentials to keep their birds in the sky: charging stations, generators, Starlinks, laptops, batteries, tablets, drone parts, all the materials needed to maintain and build more firing positions. We’re also raising funds for 10 mini Starlinks to support other units in urgent need. Goal - $12,000 - Donate €2 £2 $2 📬 screenshot in replies & repost PP: [email protected] (Put “Toonie” in comment) Monojar: Be sure to watch the video, visit our profile, bookmark the post, like and retweet, quote tweet even better, let’s go!

Official Toonie Tuesday 🎗️

83,905 views • 3 months ago

EVERYONE BUYING A $4,200 MAC STUDIO FOR LOCAL AI MISSED THAT TESLA V100s FROM DGX SERVERS ARE DUMPED ON EBAY FOR $250, AND ONE JUST RAN GPT-OSS 20B AT HOME a Tesla V100 SXM2 16GB shipped inside nvidia DGX-1 nodes at $10,000 per card in 2017, eight per chassis. those same cards now retire from cloud datacenters as H100s land, dumped on ebay at $200 to $300. drop a $50 SXM2 to PCIe adapter into a Z8 G4, slot the card with thermal pad, total bill $330. GPT-OSS 20B runs at 87°C and 180W the article calls the $700 used RTX 3090 the best memory per dollar. this V100 hack does the same job for one third the price with HBM2. the catch: HP Z620 fails on AVX2, install CUDA 11 not 12, flip above 4G decoding in BIOS the V100 pulls 250W and the blower screams. the mac mini from the article pulls 30W and runs silent. $300 versus $4,200 buys a lot of electricity and earplugs over four years

EVERYONE BUYING A $4,200 MAC STUDIO FOR LOCAL AI MISSED THAT TESLA V100s FROM DGX SERVERS ARE DUMPED ON EBAY FOR $250, AND ONE JUST RAN GPT-OSS 20B AT HOME a Tesla V100 SXM2 16GB shipped inside nvidia DGX-1 nodes at $10,000 per card in 2017, eight per chassis. those same cards now retire from cloud datacenters as H100s land, dumped on ebay at $200 to $300. drop a $50 SXM2 to PCIe adapter into a Z8 G4, slot the card with thermal pad, total bill $330. GPT-OSS 20B runs at 87°C and 180W the article calls the $700 used RTX 3090 the best memory per dollar. this V100 hack does the same job for one third the price with HBM2. the catch: HP Z620 fails on AVX2, install CUDA 11 not 12, flip above 4G decoding in BIOS the V100 pulls 250W and the blower screams. the mac mini from the article pulls 30W and runs silent. $300 versus $4,200 buys a lot of electricity and earplugs over four years

Shadow Nick

103,257 views • 2 months ago

Introducing Lightning V3 - it beats every model we tested against. ElevenLabs, Cartesia, OpenAI. Lightning sets a new SOTA with V3 in conversational text-to-speech. → Highest MOS score for conversational TTS at 3.9 → ~76% win rate vs gpt-4o-mini-tts on naturalness → 15 languages with mid-sentence code-switching → Built from scratch for voice agents, not read-aloud Every TTS model sounds clean in a demo. You type a sentence and you get beautiful audio. Voice agents don't work that way. They stream. They're generating audio in real-time chunks with half the context missing. That's where everything breaks. A great reading voice and a great conversational voice are fundamentally different things. A conversational voice has to sound like it's thinking - with the pauses, the rhythm shifts, the reactions. It has to handle the way real people actually talk, including switching languages mid-sentence. That's what V3 does. V3.1 also ships voice cloning. 5 to 15 seconds of audio, no fine-tuning, production-grade clone across 15 languages. Blog link in the comments.

Introducing Lightning V3 - it beats every model we tested against. ElevenLabs, Cartesia, OpenAI. Lightning sets a new SOTA with V3 in conversational text-to-speech. → Highest MOS score for conversational TTS at 3.9 → ~76% win rate vs gpt-4o-mini-tts on naturalness → 15 languages with mid-sentence code-switching → Built from scratch for voice agents, not read-aloud Every TTS model sounds clean in a demo. You type a sentence and you get beautiful audio. Voice agents don't work that way. They stream. They're generating audio in real-time chunks with half the context missing. That's where everything breaks. A great reading voice and a great conversational voice are fundamentally different things. A conversational voice has to sound like it's thinking - with the pauses, the rhythm shifts, the reactions. It has to handle the way real people actually talk, including switching languages mid-sentence. That's what V3 does. V3.1 also ships voice cloning. 5 to 15 seconds of audio, no fine-tuning, production-grade clone across 15 languages. Blog link in the comments.

Sudarshan Kamath

71,298 views • 5 months ago