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@faun shared a link, 3 months, 4 weeks ago

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...

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@faun shared a link, 3 months, 4 weeks ago

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..

Parsing 1 Billion Rows in Bun/Typescript Under 10 Seconds
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@faun shared a link, 3 months, 4 weeks ago

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..

Scalability is not performance
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@faun shared a link, 3 months, 4 weeks ago

AV1 @ Scale: Film Grain Synthesis, The Awakening

AV1 Film Grain Synthesis (FGS)tricks the eye by imitating film grain after compression. Cuts bitrates like a ninja and keeps the artistry alive. Models grasp grain's pattern and punch, ensuring sharp visuals on bandwidth-challenged gadgets. Grainy magic, delivered neatly!..

AV1 @ Scale: Film Grain Synthesis, The Awakening
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@faun shared a link, 3 months, 4 weeks ago

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...

Death by a thousand slops
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@faun shared a link, 3 months, 4 weeks ago

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...

Rethinking CLI interfaces for AI
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@faun shared a link, 3 months, 4 weeks ago

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..

OpenAI deputizes ChatGPT to serve as an agent
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@faun shared a link, 3 months, 4 weeks ago

LangSmith and LangGraph Platform are now available in AWS Marketplace

LangSmith and LangGraph Platform just hit AWS Marketplace, ready to turbocharge AI deployment and fine-tune your workflow right in your AWS VPC...

LangSmith and LangGraph Platform are now available in AWS Marketplace
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@faun shared a link, 3 months, 4 weeks ago

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...

AWS goes full speed ahead on the AI agent train
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@faun shared a link, 3 months, 4 weeks ago

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%...

Open-source skills can save your career when AI comes knocking
IncusOS, released is a lightweight Linux distribution built on Debian 13 with a focus on security, reliability, and reproducibility. It implements atomic A/B updates for safe rollbacks, UEFI Secure Boot, TPM 2.0 integration, and full-disk encryption to ensure a trusted boot process and data protection.

The system departs from traditional management models by eliminating shell access entirely. Administration occurs exclusively through authenticated APIs using TLS client certificates or OIDC. This design enforces consistency and limits attack surfaces across server fleets and virtualized environments.

IncusOS supports an online image customizer and a fully automated installation process, applying configuration at first boot. Hardware requirements align with modern systems such as Windows 11. Future updates will deliver new kernel versions, expanded configuration options, and integrations with tools like Linstor and Netbird.

By standardizing deployment and management through uniform images, IncusOS simplifies auditing, maintenance, and support for organizations operating large or distributed infrastructures.