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Scalability is not performance

Boostingscalabilityin distributed systems isn't just a mad dash for speed. It's about morphing resources to tackle shifting demand. Nail scalability, and you balance infrastructure costs with job handling efficiency, all while juggling resource utilization at a sweet spot around 0.5. Crave a drama-f.. read more  

Scalability is not performance
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Parsing 1 Billion Rows in Bun/Typescript Under 10 Seconds

Buntries to swallow files over 4GB and promptly chokes. The culprit? ItsBuffercaps out at 4GB. The fix? Slice files into chunks under 4GB but keep the buffer lean, no more than 128KB, to keep things zippy. Pull out the big guns—workers. This move fires up all CPU cores, slashing processing time from.. read more  

Parsing 1 Billion Rows in Bun/Typescript Under 10 Seconds
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Death by a thousand slops

By 2025,AI slopwill infect20%of curl's security submissions. Meanwhile, a mere5%reveal actual threats. Cutting the$90,000bounty might fend off the slopsters, but it'll scare away the real wizards, too... read more  

Death by a thousand slops
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How Go 1.24's Swiss Tables saved us hundreds of gigabytes

Uncovered a memory regression inGo 1.24. Pored over memory patterns in countless pods like a detective with too much caffeine. Pinpointed sneaky allocation blunders... read more  

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OpenAI deputizes ChatGPT to serve as an agent

OpenAI's ChatGPTnow flexes its muscles as an agent. It juggles complex tasks, dives into spreadsheets, and pokes at APIs. But hey, watch your back—new levels of power mean fresh data security headaches. While it shrugs off most prompt injection attacks, the bot's got strict manners. It always asks b.. read more  

OpenAI deputizes ChatGPT to serve as an agent
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Rethinking CLI interfaces for AI

LLMs fumble with CLI tools because they lack context. Tweaking APIs and tools for LLM savvy could cut mistakes and boost context efficiency.Smarter interfaces might keep them from getting stuck in infinite loops or bungling directories, slashing tool calls and making automation crisp and tidy... read more  

Rethinking CLI interfaces for AI
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Tzafon builds the next generation of agentic machine intelligence with Google Cloud infrastructure

Tzafondives headfirst intoGoogle Cloud'sAI-ready playground, juicing up multi-agent systems withNVIDIA GPUsand the nimbleness ofKubernetes... read more  

Tzafon builds the next generation of agentic machine intelligence with Google Cloud infrastructure
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Open-source skills can save your career when AI comes knocking

94%of companies expect AI to skyrocket their value. But here’s the twist:70%of AI transformations hinge more on humans than machines. Upskilling speeds things up by62%over hiring and improves retention by a whopping91%... read more  

Open-source skills can save your career when AI comes knocking
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AWS goes full speed ahead on the AI agent train

AWS Bedrock AgentCorepromises AI agent deployment at ungodly scales. But hang onto your hats: by 2027, up to 40% of these endeavors might implode without a squeak of success... read more  

AWS goes full speed ahead on the AI agent train
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Netflix’s first show with generative AI is a sign of what’s to come in TV, film

Netflix has unleashed the power of gen AI inThe Eternaut. Visual effects? Now they're ten times faster. What used to need a blockbuster budget is now a sleek in-app magic trick. Swift. Pocket-friendly. Yet undeniably grand... read more  

Netflix’s first show with generative AI is a sign of what’s to come in TV, film
DeepSeekMath-V2 is a state-of-the-art mathematical reasoning model built on the DeepSeek-V3.2-Exp-Base architecture with 685 billion parameters. Unlike conventional math-focused language models that optimize only for correct final answers, DeepSeekMath-V2 introduces a self-verification framework where the model generates, inspects, and validates its own mathematical proofs.

This approach enables rigorous, step-by-step reasoning suitable for theorem proving, scientific research, and domains requiring high-integrity logic. The model is trained through a generation-verification loop involving a dedicated LLM-based verifier and reinforcement learning optimized for proof correctness rather than answer matching.

DeepSeekMath-V2 achieves gold-level scores on IMO 2025 and CMO 2024, along with a groundbreaking 118/120 on the Putnam 2024 contest. Released under the Apache 2.0 license and hosted on Hugging Face, it is fully open source for research and commercial use.