ContentPosts from @nastya..
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New AI innovations that are redefining the future for software companies

Azure AI Foundrygives developers the power to masterfully control AI agent workflows and streamline decision-making through a single API and SDK.Agentic DevOpselevates AI agents beyond mere coding assistants, morphing GitHub Copilot into a formidable dev partner eager to wrestle with code reviews an.. read more  

New AI innovations that are redefining the future for software companies
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LLM Optimization: LoRA and QLoRA

Learn how LoRA and QLoRA make it possible to fine-tune huge language models on modest hardware. Discover the adapter approach for scaling LLMs to new tasks—and why quantization is the next step in efficient model training... read more  

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Linear Programming for Fun and Profit

Modal’s "resource solver" hacks cloud volatility. It taps into thesimplex algorithmto snag cheap GPUs. Scale-ups? Lightning-fast. Savings? In the millions... read more  

Linear Programming for Fun and Profit
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Rust is Officially in the Linux Kernel

Rust struts into Linux 6.15with the flashy entrance of theNOVA DRM driver.No subtlety here; it's gunning for Nvidia's crown and promising a jetpack for those next-gen RTX beasts. Meanwhile,Fornjot CADwhispers sweet nothings to tinkerers: model anything your Rusty heart desires, straight from code to.. read more  

Rust is Officially in the Linux Kernel
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GitHub MCP Exploited: Accessing private repositories via MCP

Invariantplayed detective and unearthed a gaping hole in GitHub MCP. This flaw lets sneaky attackers hijack agents using malicious GitHub issues, spilling private repo secrets all over the public domain. Fortify your agent systems: clamp down on access and deployInvariant Guardrailsalong withMCP-sca.. read more  

GitHub MCP Exploited: Accessing private repositories via MCP
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How To Structure Terraform Deployments At Scale

Scalrcracks the admin whip with a sharp, flexible hierarchy inTerraform. It lets dev teams roam free in their own isolated territories. Usinginheritance and reusable moduleslike a seasoned parent, it kills bottlenecks and spikes code efficiency... read more  

How To Structure Terraform Deployments At Scale
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Building a Distributed Cache for S3

ClickHouse Cloud's distributed cache obliterates latency woes:Compute nodes band together, sharing cached data, and sidestepping S3 molasses. They rev up speed by4x, even during chilly starts. Cold starts and storage re-reads? Forget 'em. Welcome to the fast lane... read more  

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Software Delivery Governance and Compliance, but make it automated

Regulated industries wrestle with compliance hassles. They crave efficiency, not endless, mind-numbing audit checklists.Koslisteps in with a bold solution: ahorizontal tech approach. Why? At their core, software risks wear the same uniform across sectors—consider code peer-reviews and release contro.. read more  

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Are Edge Computing and Cloud Computing in Competition?

Edge computingis climbing the ranks with a cool $380 billion market tag. The culprits?IoTandGenAI—those data-hungry beasts. But don’t toss your cloud computing just yet.Edge AIspruces things up: trims latency, cuts costs, bolsters security.Hybrid architectures? They cozy up to both edge and cloud, c.. read more  

Are Edge Computing and Cloud Computing in Competition?
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Why is your Google Cloud SQL bill so high?

Point-in-time recoveryin Cloud SQL canballoonover 2 TiB of WAL logs from just 13 GiB of data. That hike in storage blows up costs quickly. Fine-tune your settings to trim the fat and save some cash... read more  

Why is your Google Cloud SQL bill so high?