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See how Palantir Software Engineer Colton Rusch uses AIP Evolve to prove that cheaper AI doesn't have to mean worse AI: "Evolve screened a whole suite of models across providers, then used evals and expert feedback to rule out certain options and keep others for further optimization." "We got... show more

Palantir

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13,165 views • 8 days ago •via X (Twitter)

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70% lower cost. 84% fewer GPT calls. 90% expert-preferred output. At DevCon 6, Dr. David Zihr, Medical Director for Physician Advising Services at Tampa General Hospital, and Palantir Forward Deployed Engineer Colton Rusch show how AIP Evolve achieved these optimizations by screening models across providers, rewriting prompts, and swapping AI for deterministic code on Tampa General's AI-generated utilization reviews.

70% lower cost. 84% fewer GPT calls. 90% expert-preferred output. At DevCon 6, Dr. David Zihr, Medical Director for Physician Advising Services at Tampa General Hospital, and Palantir Forward Deployed Engineer Colton Rusch show how AIP Evolve achieved these optimizations by screening models across providers, rewriting prompts, and swapping AI for deterministic code on Tampa General's AI-generated utilization reviews.

Palantir

70,650 views • 8 days ago

At DevCon 6, Palantir Software Engineer Ankit Shankar unveils the Agent Stack, a set of products to help you build production agents for the enterprise, all built on the Ontology. ▪️Orchestrator for durable execution ▪️Agent Engine and Agent SDK for building agents of any shape ▪️Agent Manager for actionable telemetry and observability ▪️AIP Evolve for continuous, end-to-end optimization

At DevCon 6, Palantir Software Engineer Ankit Shankar unveils the Agent Stack, a set of products to help you build production agents for the enterprise, all built on the Ontology. ▪️Orchestrator for durable execution ▪️Agent Engine and Agent SDK for building agents of any shape ▪️Agent Manager for actionable telemetry and observability ▪️AIP Evolve for continuous, end-to-end optimization

Palantir

40,210 views • 13 days ago

SITUATION EXPLAINED: Why is software the most important part of the AI hardware stack? We asked Anush Elangovan, VP of AI software at AMD "You got the data center, you got desktop, you got laptops, you got FPGAs. And in time, we have multiple generations of each. So if you map this whole terrain out, software is gonna have to map across so much hardware variation that this is kind of like the golden age of abstractions." "We wanna abstract it in a way that you almost have to automate it too. Because there's gonna be a combinatorial explosion of cases that we have to handle. But every one of them is gonna expect day zero support and performant models." "You're not doing performance optimization of one platform. You're doing performance optimization of N platforms across like a time machine. And when a new model drops, every combination is gonna be looking for it." "Because AI is gonna suck up every flop that exists. Any flop, any compute you have anywhere is something that AI could be using: your laptop doing local tokens for coding sessions, grepping files, bash commands, voice commands done locally for latency reasons."

SITUATION EXPLAINED: Why is software the most important part of the AI hardware stack? We asked Anush Elangovan, VP of AI software at AMD "You got the data center, you got desktop, you got laptops, you got FPGAs. And in time, we have multiple generations of each. So if you map this whole terrain out, software is gonna have to map across so much hardware variation that this is kind of like the golden age of abstractions." "We wanna abstract it in a way that you almost have to automate it too. Because there's gonna be a combinatorial explosion of cases that we have to handle. But every one of them is gonna expect day zero support and performant models." "You're not doing performance optimization of one platform. You're doing performance optimization of N platforms across like a time machine. And when a new model drops, every combination is gonna be looking for it." "Because AI is gonna suck up every flop that exists. Any flop, any compute you have anywhere is something that AI could be using: your laptop doing local tokens for coding sessions, grepping files, bash commands, voice commands done locally for latency reasons."

MTS

17,297 views • 21 days ago

We have taken action to bring down health care costs. That includes capping the cost of insulin at $35 a month for seniors, capping out-of-pocket drug costs for Americans with Medicare, and empowering Medicare to negotiate lower prescription drug prices.

We have taken action to bring down health care costs. That includes capping the cost of insulin at $35 a month for seniors, capping out-of-pocket drug costs for Americans with Medicare, and empowering Medicare to negotiate lower prescription drug prices.

Vice President Kamala Harris Archived

255,154 views • 1 year ago

From a scrappy side project built to solve their own LLM optimization problems to becoming the industry’s de-facto independent scoreboard, Micah Hill-Smith and George Cameron went through the arc of launching Artificial Analysis for free, paying benchmarking costs out of pocket, and growing it into what many now call the “new Gartner of AI” for enterprises, labs, and developers. We sat down with Micah and George to unpack why truly independent benchmarking is so hard (prompt variance, eval saturation, mystery-shopper policies), how the Artificial Analysis Intelligence Index evolved as old benchmarks broke, and what new metrics actually matter now such as agentic evals (GDPVal-AA). We also dig into the economics behind the “smile curve” of AI: why intelligence is getting 100–1000× cheaper per unit while total spend explodes, how reasoning and agents change token efficiency, and their bet that evals must continuously evolve or risk training the industry to optimize for the wrong things. swyx Micah Hill-Smith George Cameron

From a scrappy side project built to solve their own LLM optimization problems to becoming the industry’s de-facto independent scoreboard, Micah Hill-Smith and George Cameron went through the arc of launching Artificial Analysis for free, paying benchmarking costs out of pocket, and growing it into what many now call the “new Gartner of AI” for enterprises, labs, and developers. We sat down with Micah and George to unpack why truly independent benchmarking is so hard (prompt variance, eval saturation, mystery-shopper policies), how the Artificial Analysis Intelligence Index evolved as old benchmarks broke, and what new metrics actually matter now such as agentic evals (GDPVal-AA). We also dig into the economics behind the “smile curve” of AI: why intelligence is getting 100–1000× cheaper per unit while total spend explodes, how reasoning and agents change token efficiency, and their bet that evals must continuously evolve or risk training the industry to optimize for the wrong things. swyx Micah Hill-Smith George Cameron

Latent.Space

33,374 views • 6 months ago

IDK HOW I MISSED THIS-BUT MAYBE WE CAN MEGA EVOLVE MULTIPLE POKÉMON IN BATTLE. As you can see in AustinJohnPlay’s video,he mega evolves Lucario once,then the gauge runs out but then he fills it up again and megas a 2nd time in the same battle. Hypothetically: If he swaps to another Pokemon that can mega he should be able to use the newly filled gauge to mega a different Mon in the same battle.(unless we are only allowed 1 Pokemon in The rogue battles?) ALSO IF we can refill this gauge somehow, with an item or just hitting our opponent in a regular battle, the same situation could occur. Of course the regular battle would have to last long enough for that gauge to run out and refill. I’m still hoping we can just swap out our mega mid-battle and if there’s still energy in our gauge we can mega evolve the newly switched in Mon… but that seems unlikely now that it seems the gauge need to be full to mega evolve again.

IDK HOW I MISSED THIS-BUT MAYBE WE CAN MEGA EVOLVE MULTIPLE POKÉMON IN BATTLE. As you can see in AustinJohnPlay’s video,he mega evolves Lucario once,then the gauge runs out but then he fills it up again and megas a 2nd time in the same battle. Hypothetically: If he swaps to another Pokemon that can mega he should be able to use the newly filled gauge to mega a different Mon in the same battle.(unless we are only allowed 1 Pokemon in The rogue battles?) ALSO IF we can refill this gauge somehow, with an item or just hitting our opponent in a regular battle, the same situation could occur. Of course the regular battle would have to last long enough for that gauge to run out and refill. I’m still hoping we can just swap out our mega mid-battle and if there’s still energy in our gauge we can mega evolve the newly switched in Mon… but that seems unlikely now that it seems the gauge need to be full to mega evolve again.

SoulSilverArt

195,899 views • 11 months ago

At my small business, a cone of ice cream costs the same for everyone. But big corporations are using AI surveillance pricing to jack up costs. Same price for the same item. That’s how we do it in NH, and it’s not too much to ask.

At my small business, a cone of ice cream costs the same for everyone. But big corporations are using AI surveillance pricing to jack up costs. Same price for the same item. That’s how we do it in NH, and it’s not too much to ask.

Chris Pappas

67,170 views • 2 months ago

We’re proud of how we continually evolve to support our clients and our people. At the heart of this evolution is a clear truth—we don’t just help you keep up with technology, we help you move further. We set the foundation for future growth, combining deep technology expertise with industry insight, to push organisations from potential to performance. #SoYouCan

We’re proud of how we continually evolve to support our clients and our people. At the heart of this evolution is a clear truth—we don’t just help you keep up with technology, we help you move further. We set the foundation for future growth, combining deep technology expertise with industry insight, to push organisations from potential to performance. #SoYouCan

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🇺🇸 CHARLIE KIRK LEGACY: BIBLE SALES ARE GROWING AND YOUNG AMERICANS ARE GOING BACK TO CHURCH America is trying to pull off a challenging combo move: beat everyone in the AI race and lower your electric bill at the same time. Sec. Howard Lutnick explains the Trump administration pitch to get 2 goals: more AI data centers and cheaper energy. If massive tech companies want to build power hungry data centers, they do not just take energy, they add energy too, according to Lutnick’s plan. That means more electricity on the grid, cheaper power nearby, and fewer locals feeling like big tech showed up, sucked resources dry, and left them with higher bills. AI growth, but with receipts. "If you're building a data center, you're going to give power to the grid and drive the energy costs of everybody around that data center lower. Trump is going to bring lower energy prices everywhere that a big tech company builds a big data center. Win the AI race, but drive down electricity costs so the people who live near those data centers are winners too." Source: Howard Lutnick

🇺🇸 CHARLIE KIRK LEGACY: BIBLE SALES ARE GROWING AND YOUNG AMERICANS ARE GOING BACK TO CHURCH America is trying to pull off a challenging combo move: beat everyone in the AI race and lower your electric bill at the same time. Sec. Howard Lutnick explains the Trump administration pitch to get 2 goals: more AI data centers and cheaper energy. If massive tech companies want to build power hungry data centers, they do not just take energy, they add energy too, according to Lutnick’s plan. That means more electricity on the grid, cheaper power nearby, and fewer locals feeling like big tech showed up, sucked resources dry, and left them with higher bills. AI growth, but with receipts. "If you're building a data center, you're going to give power to the grid and drive the energy costs of everybody around that data center lower. Trump is going to bring lower energy prices everywhere that a big tech company builds a big data center. Win the AI race, but drive down electricity costs so the people who live near those data centers are winners too." Source: Howard Lutnick

Mario Nawfal

13,831 views • 7 months ago

Greene: We've got families getting ready to go on spring break and gas prices are skyrocketing. People voted for lower grocery costs. What we're going to see costs at the grocery stores going up because diesel is going up and oil is going up because of this war. We've got 30% of the world's fertilizer goes through the strait. That affects our farmers that are struggling already. We voted to put Americans first.

Greene: We've got families getting ready to go on spring break and gas prices are skyrocketing. People voted for lower grocery costs. What we're going to see costs at the grocery stores going up because diesel is going up and oil is going up because of this war. We've got 30% of the world's fertilizer goes through the strait. That affects our farmers that are struggling already. We voted to put Americans first.

Acyn

34,138 views • 4 months ago

A little filler to start the year. I´m thinking how to evolve the project to keep it fresh and leveling up the animation quality, we have several ideas in mind to introduce this year and something bigger for the end of the year or early next year. There will be early updates on patreon in the next days.

A little filler to start the year. I´m thinking how to evolve the project to keep it fresh and leveling up the animation quality, we have several ideas in mind to introduce this year and something bigger for the end of the year or early next year. There will be early updates on patreon in the next days.

VitzyPie

168,441 views • 2 years ago

Sam Altman says the AI infrastructure race is not about bigger chatbots. It is about shifting the planet's intellectual output from human brains to AI brains. "If people knew what we could do with compute, they would want way, way more." "The thing I am personally most excited about is to use AI and lots of compute to discover new science." "A recent cool example here is we built the Sora Android app using Codex... in less than a month." "You can imagine that way much further, where entire companies can build their products using lots of compute." Then he gives the scale: "Let's say that an AI company today might be generating something on the order of 10 trillion tokens a day out of frontier models." "We're going to have these models at a company be outputting more tokens per day than all of humanity put together, and then 10 times that, and then 100 times that." The bottleneck is moving from software talent to compute supply, inference speed, product integration, and where all that machine intelligence gets pointed.

Sam Altman says the AI infrastructure race is not about bigger chatbots. It is about shifting the planet's intellectual output from human brains to AI brains. "If people knew what we could do with compute, they would want way, way more." "The thing I am personally most excited about is to use AI and lots of compute to discover new science." "A recent cool example here is we built the Sora Android app using Codex... in less than a month." "You can imagine that way much further, where entire companies can build their products using lots of compute." Then he gives the scale: "Let's say that an AI company today might be generating something on the order of 10 trillion tokens a day out of frontier models." "We're going to have these models at a company be outputting more tokens per day than all of humanity put together, and then 10 times that, and then 100 times that." The bottleneck is moving from software talent to compute supply, inference speed, product integration, and where all that machine intelligence gets pointed.

Karl Mehta

16,606 views • 1 month ago

I built a way to save America a whole lot of money. A patient of mine needs a mastectomy with tissue expander reconstruction, so we called a hospital’s price transparency line to ask for an estimate before surgery. The quote? $430,000. Then I sat down and estimated what it would cost to perform that exact same operation at Redbud Surgery Center. About $17,000. This is exactly why I believe independent outpatient surgery centers are part of the future of healthcare. When physicians are empowered to build efficient, patient-centered facilities, we can often provide the same high-quality care in a setting that is more affordable, more transparent, and designed around the patient experience. Healthcare doesn’t have to be this expensive. Competition works. Transparency works. Innovation works. If we want to lower healthcare costs in America, we don’t have to lower the quality of care. We simply have to start supporting models that deliver excellent outcomes without unnecessary overhead. There are solutions. We just have to be willing to build them.

I built a way to save America a whole lot of money. A patient of mine needs a mastectomy with tissue expander reconstruction, so we called a hospital’s price transparency line to ask for an estimate before surgery. The quote? $430,000. Then I sat down and estimated what it would cost to perform that exact same operation at Redbud Surgery Center. About $17,000. This is exactly why I believe independent outpatient surgery centers are part of the future of healthcare. When physicians are empowered to build efficient, patient-centered facilities, we can often provide the same high-quality care in a setting that is more affordable, more transparent, and designed around the patient experience. Healthcare doesn’t have to be this expensive. Competition works. Transparency works. Innovation works. If we want to lower healthcare costs in America, we don’t have to lower the quality of care. We simply have to start supporting models that deliver excellent outcomes without unnecessary overhead. There are solutions. We just have to be willing to build them.

Elisabeth Potter MD

182,405 views • 29 days ago

BREAKING: Texas Congressional Nominee Brandon Herrera's Message to GOP and White House Before 2026 Midterms: Get Out of Iran and Focus on Domestic Issues “I've been saying for awhile that if we want to have a successful midterm, we have to get out of Iran as soon as possible and we have to focus on domestic issues." "...get the cost of housing down, get inflation down, wages up, new jobs, lower gas costs, lower grocery costs. Those are the things that's going to win us the midterms in November.” LA Times Media Group LA Times Studios

BREAKING: Texas Congressional Nominee Brandon Herrera's Message to GOP and White House Before 2026 Midterms: Get Out of Iran and Focus on Domestic Issues “I've been saying for awhile that if we want to have a successful midterm, we have to get out of Iran as soon as possible and we have to focus on domestic issues." "...get the cost of housing down, get inflation down, wages up, new jobs, lower gas costs, lower grocery costs. Those are the things that's going to win us the midterms in November.” LA Times Media Group LA Times Studios

Catherine Herridge

75,643 views • 1 month ago

Four years ago, Polymer began to solve the scalability challenges developers face when building across chains. These problems have evolved, and so have we. We’ve explored different paths, learned from every iteration, and today, we have the tools to do it right and pave a new path for interoperability. This is an inflection point of who we are and where we’re going. Our new logo and website are a return to first principles, a tribute to why we came here in the first place: to solve real problems, build openly, and empower growth without limits. To fortify the foundations, we must evolve—together. Let’s keep building a world where apps can scale freely and meaningfully.

Polymer Labs 🛜

16,698 views • 1 year ago

IN NEWS: Baseten raises a $150M series D round. Tuhin Srivastava (Founder & CEO, Baseten) on the future of inference: “I think the token price goes down and inference should get cheaper over time. And that really just means there is going to be more inference.” “Every time we lower prices or optimize models to make it cheaper, four months later customers are spending more anyway.” “Inference prices will go down, but if the world is run by AI in 10 years, there is going to be a lot of inference. It better be cheap.”

IN NEWS: Baseten raises a $150M series D round. Tuhin Srivastava (Founder & CEO, Baseten) on the future of inference: “I think the token price goes down and inference should get cheaper over time. And that really just means there is going to be more inference.” “Every time we lower prices or optimize models to make it cheaper, four months later customers are spending more anyway.” “Inference prices will go down, but if the world is run by AI in 10 years, there is going to be a lot of inference. It better be cheap.”

TBPN

17,057 views • 10 months ago

The new and improved is now live! This refresh marks the beginning of a new era for $NPC as we begin rolling out upcoming initiatives, including Non-Playable Clothing, our AI personality generator, a 3D customization app, and Our goal as a community is not just to prove that memecoins can build like protocols but also to evolve into a decentralized brand with real-world traction. Thank you, and keep supporting the current thing. •⎳•

NPC

48,255 views • 1 year ago

🚨 OMG: Trump just mocked the CRAP out of Fed Chair Jerome Powell for not cutting interest rates...🤣 "He's doing a disservice. And then he goes up and talks about, 'I'd like to see costs come down.' You know, he gets up and he does his little thing for five minutes, and he goes out and he goes back to the beach." "He goes, 'I'd like to see costs come down.' Well, he could lower the interest costs by 900 BILLION dollars a year. All he has to do is lower rates." "And everybody's saying, I was watching some of the business shows today, and they're saying, 'you know, Trump's right. He should really be cutting.' The country's doing well. We have no inflation." "Now, DESPITE him, we're doing great. But if we got the rates down, we would be a rocket ship."

🚨 OMG: Trump just mocked the CRAP out of Fed Chair Jerome Powell for not cutting interest rates...🤣 "He's doing a disservice. And then he goes up and talks about, 'I'd like to see costs come down.' You know, he gets up and he does his little thing for five minutes, and he goes out and he goes back to the beach." "He goes, 'I'd like to see costs come down.' Well, he could lower the interest costs by 900 BILLION dollars a year. All he has to do is lower rates." "And everybody's saying, I was watching some of the business shows today, and they're saying, 'you know, Trump's right. He should really be cutting.' The country's doing well. We have no inflation." "Now, DESPITE him, we're doing great. But if we got the rates down, we would be a rocket ship."

Eric Daugherty

565,035 views • 1 year ago

Change is inevitable and the human desires are insatiable, but one desire is common to everyone, the need to enjoy all that life has to offer, the need for a better life, the need to flourish. At Edenlife, we have embraced the need to evolve, we have rebranded and with the introduction of the Eden Marketplace we have become the platform to make you flourish . Join us on this journey of tranformation as we unveil our new brand and the launch of Eden Marketplace. Welcome to a new EDEN #FlourishwithEden

Eve from Eden

113,011 views • 2 years ago