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@kaptain shared a link, 1 month ago
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Kubernetes v1.36 Sneak Peek

Kubernetes v1.36, coming inApril 2026, will feature removals and deprecations, with enhancements that include retirement of the Ingress NGINX project and thedeprecation of .spec.externalIPs in Service.Additionally, the release will remove the gitRepo volume driver and introduce enhancements like fas.. read more  

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@kaptain shared a link, 1 month ago
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Sandboxes: Run Agents in YOLO Mode, Safely

Over a quarterof production code is now AI-authored, with agents boosting pull requests by 60% when allowed to run autonomously in YOLO mode. Docker Sandboxes provide a safe boundary for agents, enabling fully autonomous operation without risking your machine or data... read more  

Sandboxes: Run Agents in YOLO Mode, Safely
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@kala shared a link, 1 month ago
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Qwen3.6-Plus: Towards Real World Agents

Qwen3.6-Plus, the latest release following Qwen3.5 series, offers enhanced agentic coding capabilities and sharper multimodal reasoning. The model excels in frontend web development and complex problem-solving, setting a new standard in the developer ecosystem. Qwen3.6-Plus is available via Alibaba .. read more  

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@kala shared a link, 1 month ago
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Why we're rethinking cache for the AI era

Cloudflare data shows that 32% of network traffic originates from automated traffic, including AI assistants fetching data for responses. AI bots often issue high-volume requests and access rarely visited content, impacting cache efficiency. Cloudflare researchers propose AI-aware caching algorithms.. read more  

Why we're rethinking cache for the AI era
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@kala shared a link, 1 month ago
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Our most intelligent open models, built from Gemini 3 research and technology to maximize intelligence-per-parameter

Built from Gemini 3 research and technology, Gemma 4 offers maximum compute and memory efficiency for mobile and IoT devices. Develop autonomous agents, multimodal applications, and multilingual experiences with Gemma 4's unprecedented intelligence-per-parameter... read more  

Our most intelligent open models, built from Gemini 3 research and technology to maximize intelligence-per-parameter
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@kala shared a link, 1 month ago
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State of Context Engineering in 2026

Context engineering has evolved in the AI engineering field since mid-2025 with the introduction of patterns for managing context effectively. These patterns include progressive disclosure, compression, routing, retrieval strategies, and tool management, each addressing a different dimension of the .. read more  

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@kala shared a link, 1 month ago
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From zero to a RAG system: successes and failures

An engineer spun up an internal chat with a localLLaMAmodel viaOllama, a PythonFlaskAPI, and aStreamlitfrontend. They moved off in-memoryLlamaIndexto batch ingestion intoChromaDB(SQLite). Checkpoints and tolerant parsing went in to stop RAM disasters. Indexing produced 738,470 vectors (~54 GB). They.. read more  

From zero to a RAG system: successes and failures
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@devopslinks shared a link, 1 month ago
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RAM is getting expensive, so squeeze the most from it

The Register contrastszramandzswap. It flags a patch that claims up to 50% fasterzramops. It notes Fedora enableszramby default. It details thatzramprovides compressed in‑RAM swap (LZ4).zswapcompresses pages before writing to disk and requires on‑disk swap... read more  

RAM is getting expensive, so squeeze the most from it
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@devopslinks shared a link, 1 month ago
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Supply Chain Attack on Axios Pulls Malicious Dependency from npm

A supply chain attack on Axios introduced a malicious dependency, plain-crypto-js@4.2.1, published minutes earlier and absent from the project’s GitHub releases... read more  

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@devopslinks shared a link, 1 month ago
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Deployment strategies: Types, trade-offs, and how to choose

Deployment strategies control traffic shifts, rollback speed, and release risk. Options:canary,blue‑green,rolling,feature flags,shadow,immutable, andGitOps. Strategies trade production risk for setup cost. They pair withArgo Rollouts,Kayenta,ArgoCD/Flux, service meshes, and flag platforms. Pipelines.. read more  

Deployment strategies: Types, trade-offs, and how to choose
Travelopro is a leading travel software development company that offers cutting-edge software solutions to organizations in the travel and hospitality industries. Travel Agents can partner with us by choosing from one of the many unique travel-technology solutions we offer. Our team works diligently and smartly to come up with engaging, cost-effective solutions that meet the demands of our clients without ever compromising on the quality. Our approach and people create exceptional experiences. We provide customized travel software solutions such as B2B Booking System, B2C Booking System, Travel Agency Software, Tour Operator Software, White Label Travel Portal, Tour Booking Software, Package Booking Software, Car Rental Reservation System, Transfer Booking System, Hotel Booking Software, that are easily integrated into travel agents' travel portals and allow travel agents to provide the best travel deals for customers. Over the years, we have helped travel agencies, travel agents, tour operators, hotels, destination management companies, and travel companies simplify travel for their customers. This in turn helps companies provide their customers with a unique experience, which in turn helps organizations build their brand value and gain more customers. We serve as your trusted partner every step of the way, providing you with high-quality customer service available 24×7.