ContentPosts from @tarsiandrea75..
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@faun shared a link, 1 month, 4 weeks ago

alden: detachable terminal sessions without breaking scrollback

Tired of losing terminal sessions and scrollback with tools liketmux,screen, ormosh? A new tool calledaldenkeeps your SSH shell alive after disconnects without breaking your native terminal scrollback. Unlike other solutions, it avoids emulating a terminal—so you get seamless reconnection and keep y..

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@faun shared a link, 1 month, 4 weeks ago

Automatic rollbacks are a last resort

Throw automatic rollbacks out the window. You don't need them.Continuous Deliverypartnered withhuman-driven resiliencesharpens up your software. When things go sideways, a speedy roll forward with a clever fix beats a blind retreat. Automatic rollbacks? They skip the surprises and rob you of learnin..

Automatic rollbacks are a last resort
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@faun shared a link, 1 month, 4 weeks ago

Inside Google’s Agent2Agent (A2A) Protocol: Teaching AI Agents to Talk to Each Other

Agent2Agent (A2A)is the new gospel for AI agents, taking over as the universal translator across platforms. Imagine 50+ tech behemoths waving its banner. A2A, clutchingJSON-RPC 2.0 over HTTP(S), crafts a chat apocalypse for AI, wiping out the custom integration chaos, much like the venerableInternet..

Inside Google’s Agent2Agent (A2A) Protocol: Teaching AI Agents to Talk to Each Other
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@faun shared a link, 1 month, 4 weeks ago

Lenovo introduces new AI-optimized data center systems

Lenovo'sThinkSystem SR680a V4doesn't just perform—it explodes with AI power, thanks to Nvidia'sB200GPUs. We're talking4nmchips with a mind-boggling208 billion transistors. Boost? Try11x...

Lenovo introduces new AI-optimized data center systems
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@faun shared a link, 1 month, 4 weeks ago

AI at Amazon: a case study of brittleness

Amazon Alexa floundered amid brittle systems: a decentralized mess where teams rowed in opposing directions, clashing product and science cultures in tow...

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@faun shared a link, 1 month, 4 weeks ago

Reinforcement Learning Teachers of Test Time Scaling

Reinforcement-Learned Teachers (RLTs)ripped through LLM training bloat by swapping "solve everything from ground zero" with "lay it out in clear terms." Shockingly, a lean 7B model took down hefty beasts likeDeepSeek R1. These RLTs flipped the script, letting smaller models school the big kahunas wi..

Reinforcement Learning Teachers of Test Time Scaling
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@faun shared a link, 1 month, 4 weeks ago

How to Build an Asynchronous AI Agent Network Using Gemini for Research, Analysis, and Validation Tasks

The Gemini Agent Network Protocol introduces powerful AI collaboration with four distinct roles. Leveraging Google’s Gemini models, agents communicate dynamically for improved problem-solving...

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@faun shared a link, 1 month, 4 weeks ago

ChatGPT polluted the world forever, like the first atom bomb

AI model collapsecould hit hard with synthetic data in play. Picturepre-2022 dataas the “low-background steel” savior for pristine datasets. The industry squabbles over thetrue fallout, while researchers clamor for policies that keep data unsullied. The worry? AI behemoths might lock everyone else o..

ChatGPT polluted the world forever, like the first atom bomb
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@faun shared a link, 1 month, 4 weeks ago

Deploying Llama4 and DeepSeek on AI Hypercomputer

Meta's Llama4models, Scout and Maverick, strut around with17B active parametersunder a Mixture of Experts architecture. But deploying onGoogle Cloud's Trillium TPUsor A3 GPUs? That's become a breeze with new, fine-tuned recipes. Utilizing tools likeJetStreamandPathways? It means zipping through infe..

Deploying Llama4 and DeepSeek on AI Hypercomputer
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@faun shared a link, 1 month, 4 weeks ago

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

FrontierLarge Reasoning Models (LRMs)crash into an accuracy wall when tackling overly intricate puzzles, even when their token budget seems bottomless.LRMsexhibit this weird scaling pattern: they fizzle out as puzzles get tougher, while, curiously, simpler models often nail the easy stuff with flair..

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity