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Grok 4 Heavy won’t reveal its system prompt

Grok 4 Heavytucks its system prompt under the rug, abandoning its earlier promise of transparency. This move risks its credibility, especially on the heels of that recent antisemitic prompt debacle... read more  

Grok 4 Heavy won’t reveal its system prompt
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Gemini Embedding now generally available in the Gemini API

Gemini Embeddingdoesn't just stand on MTEB's Multilingual leaderboard; it struts. More than 100 languages bow to its prowess, stretching up to a max2048 input token length. It wieldsMRLtechniques like a wizard’s wand for slick optimization. Curious? It's yours for a paltry$0.15 per 1M tokensthrough .. read more  

Gemini Embedding now generally available in the Gemini API
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The LLM-for-software Yo-yo

LLMshave evolved from playful diversions to indispensable coding companions. Yet, a study suggests they sometimeshinderdevelopers. Digging deeper into the nuances of context and repetition could reveal the truth lurking within these claims... read more  

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Amazon CEO says AI agents will soon reduce company's corporate workforce

Amazon's CEO foresees an "agentic future." AI will bulldoze into human roles, shrinking corporate jobs as it fuels efficiency.With a whopping 1,000 generative AI projects brewing,Amazon's AI shopping assistant already lends a hand to tens of millions.Internal buzz reveals AI's hustle is squeezing so.. read more  

Amazon CEO says AI agents will soon reduce company's corporate workforce
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How SORA Will Impact Hollywood?

OpenAI's SORAjust might overturn Hollywood's apple cart with its blistering speed and jaw-dropping, lifelike video wizardry. But there's a glitch—it’s mired in messy data transparency debates. As200,000 jobs hang by a thread, VFX artists, scriptwriters, and background actors brace for impact. SORA's.. read more  

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Chat with your documents tool — RAG (vector DBs + cosine sim.) & Claude API implementation

RAGdominates legal circles by embedding private briefs intoFAISS. Imagine zero hallucinations. Plus, it keeps pristine audit trails and trims costs like a pro. Handles up to1 TBof data, responding in a blink. It's got the brains ofTri-lingual MiniLMand the agility of a quantizedcross-encoder. All wi.. read more  

Chat with your documents tool — RAG (vector DBs + cosine sim.) & Claude API implementation
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AI Agent Benchmarks are Broken

Ah,WebArena—where getting math wrong gets a pass. Out of ten benchmarks, eight stumbled in spectacular style, misjudging things by a staggering100%. Enter theAI Benchmark Checklist (ABC), a 43-point lifeline designed to yank these tests out of the abyss and show what AI can actually do... read more  

AI Agent Benchmarks are Broken
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Announcing GenAI Processors: Build powerful and flexible Gemini applications

GenAI Processorsby Google DeepMind strips away AI pipeline headaches with a modular, stream-based design that's all about real-time agility. This beauty chops downTime To First Tokenby harnessing Python's concurrency magic. It juggles multimodal data like a pro, making life a breeze for LLM apps tha.. read more  

Announcing GenAI Processors: Build powerful and flexible Gemini applications
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Introducing Kiro

Kiroflips "vibe coding" into slick, production-ready apps. How? Specs nail down every requirement, hooks lock in code consistency, and assumptions hang in the open. The real trick? Kiro pumps out design docs, tweaks tests on its own, and lays down the law on code standards—all without muddling the f.. read more  

Introducing Kiro
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Denmark Moves Toward AI Copyright Rules for Voice and Appearance

Denmark is changing the game by allowing individuals to own their likeness, combatting deepfake threats effectively. Scarlett Johansson's showdown with OpenAI in 2024 highlights the need for legal protection against deepfakes... read more  

Pelagia is a Kubernetes controller that provides all-in-one management for Ceph clusters installed by Rook. It delivers two main features:

Aggregates all Rook Custom Resources (CRs) into a single CephDeployment resource, simplifying the management of Ceph clusters.
Provides automated lifecycle management (LCM) of Rook Ceph OSD nodes for bare-metal clusters. Automated LCM is managed by the special CephOsdRemoveTask resource.

It is designed to simplify the management of Ceph clusters in Kubernetes installed by Rook.

Being solid Rook users, we had dozens of Rook CRs to manage. Thus, one day we decided to create a single resource that would aggregate all Rook CRs and deliver a smoother LCM experience. This is how Pelagia was born.

It supports almost all Rook CRs API, including CephCluster, CephBlockPool, CephFilesystem, CephObjectStore, and others, aggregating them into a single specification. We continuously work on improving Pelagia's API, adding new features, and enhancing existing ones.

Pelagia collects Ceph cluster state and all Rook CRs statuses into single CephDeploymentHealth CR. This resource highlights of Ceph cluster and Rook APIs issues, if any.

Another important thing we implemented in Pelagia is the automated lifecycle management of Rook Ceph OSD nodes for bare-metal clusters. This feature is delivered by the CephOsdRemoveTask resource, which automates the process of removing OSD disks and nodes from the cluster. We are using this feature in our everyday day-2 operations routine.