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@laura_garcia shared a post, 6 months ago
Software Developer, RELIANOID

🌍 RELIANOID at DevOpsDays Almaty 2025 | 24 October | Almaty, Kazakhstan

DevOpsDays — a global series of technical conferences uniting software development and IT operations professionals — is coming to Almaty on 24 October 2025! 🎉 This event will gather local and international experts, engineers, and businesses to share insights, drive collaboration, and grow the DevOp..

devopsdays almaty event
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@laura_garcia shared a post, 6 months ago
Software Developer, RELIANOID

🚨 Cyberattack on Qantas exposed growing threats to aviation

A few months ago, up to 6 million customers were affected through a third-party data breach — reportedly linked to Scattered Spider, a group notorious for social engineering and supply chain attacks. 🔍 The takeaway? The weakest link often lies outside the organization. ✈️ At RELIANOID, we helped air..

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@devopslinks shared an update, 6 months ago
FAUN.dev()

AWS Outage: A Single Cloud Region Shouldn’t Take Down the World. But It Did.

Amazon Web Services

A major AWS outage disrupted high-profile services like Amazon, Snapchat, and Disney+, affecting over 70 AWS services and causing widespread operational issues.

Downdetector
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@varbear shared a link, 6 months ago
FAUN.dev()

GitHub MCP Registry: The fastest way to discover AI tools

GitHub rolled out theMCP Registry—a hub for findingModel Context Protocol (MCP) serverswithout hunting through scattered corners of the internet. No more siloed lists or mystery URLs. It's all in one place now. The goal? Cleaner access to AI agent tools, plus a path towardself-publishing, thanks to .. read more  

GitHub MCP Registry: The fastest way to discover AI tools
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@varbear shared a link, 6 months ago
FAUN.dev()

Nine HTTP Edge Cases Every API Developer Should Understand

Last February, CVE-2024-26141 punched a nasty hole inRack's Range header parsing. All versions since 1.3.0 are exposed. The bug let attackers blow up memory usage and responses—classic denial-of-service—just by crafting bloated Range headers. The trick? Custom file download handlers. They skip the u.. read more  

Nine HTTP Edge Cases Every API Developer Should Understand
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@varbear shared a link, 6 months ago
FAUN.dev()

A stateful browser agent using self-healing DOM maps

A stateful browser agent using self-healing DOM maps is now available. Users describe tasks, Agent4 performs them, creates reusable workflows from interactions, and executes instantly on subsequent requests. Under the hood, it checks for known maps in a vector DB, patches them if needed, and self-he.. read more  

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@varbear shared a link, 6 months ago
FAUN.dev()

Foreign hackers breached a US nuclear weapons plant via SharePoint flaws

UnpatchedSharePoint flaws(CVE-2025-53770, CVE-2025-49704) cracked open theKansas City National Security Campusin July. IT systems tied to 80% of U.S. non-nuclear weapons parts got compromised. Attackers—likely state-backed, Russian or Chinese—moved fast, hitting the zero-day RCE and spoofing bugs ju.. read more  

Foreign hackers breached a US nuclear weapons plant via SharePoint flaws
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@varbear shared a link, 6 months ago
FAUN.dev()

Python 3.14 Is Here. How Fast Is It?

Python 3.14 lands with a ~27% speed jump over 3.13, keeping the post-3.11 momentum alive. The big news: the newfree-threading interpreter—no GIL—now hits up to3.1x fasterthan regular CPython in multi-threaded, CPU-heavy benchmarks. That’s up from 2.2x in 3.13. Less shiny: theJIT interpreterstill can.. read more  

Python 3.14 Is Here. How Fast Is It?
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@varbear shared a link, 6 months ago
FAUN.dev()

Supply Chain Risk in VSCode Extension Marketplaces

Wiz dug up 550+ leaked secrets buried in 500+ public VSCode extensions—including 130+ live access tokens forVSCode MarketplaceandOpenVSX. That’s a wide-open door to supply chain attacks through auto-updates. Microsoft reacted fast: dumped the breached tokens, rolled outpre-publish secret scanning, a.. read more  

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@kala shared a link, 6 months ago
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Sora 2 in Azure AI Foundry: Create videos with responsible AI

OpenAI’sSora 2just dropped intopublic previewvia theAzure AI FoundryAPI. It’s a multimodal video model aimed at serious use—enterprise safety, API-ready, built for scale. Azure didn’t stop there. It bundled inGPT-image-1,Flux 1.1, andKontext Pro, pulling together a full-gen stack under one roof... read more  

Sora 2 in Azure AI Foundry: Create videos with responsible AI
GPT-5.4 is OpenAI’s latest frontier AI model designed to perform complex professional and technical work more reliably. It combines advances in reasoning, coding, tool use, and long-context understanding into a single system capable of handling multi-step workflows across software environments. The model builds on earlier GPT-5 releases while integrating the strong coding capabilities previously introduced with GPT-5.3-Codex.

One of the defining features of GPT-5.4 is its ability to operate as part of agent-style workflows. The model can interact with tools, APIs, and external systems to complete tasks that extend beyond simple text generation. It also introduces native computer-use capabilities, allowing AI agents to operate applications using keyboard and mouse commands, screenshots, and browser automation frameworks such as Playwright.

GPT-5.4 supports context windows of up to one million tokens, enabling it to process and reason over very large documents, long conversations, or complex project contexts. This makes it suitable for tasks such as analyzing codebases, generating technical documentation, working with large spreadsheets, or coordinating long-running workflows. The model also introduces a feature called tool search, which allows it to dynamically retrieve tool definitions only when needed. This reduces token usage and makes it more efficient to work with large ecosystems of tools, including environments with dozens of APIs or MCP servers.

In addition to improved reasoning and automation capabilities, GPT-5.4 focuses on real-world productivity tasks. It performs better at generating and editing spreadsheets, presentations, and documents, and it is designed to maintain stronger context across longer reasoning processes. The model also improves factual accuracy and reduces hallucinations compared with previous versions.

GPT-5.4 is available across OpenAI’s ecosystem, including ChatGPT, the OpenAI API, and Codex. A higher-performance variant, GPT-5.4 Pro, is also available for users and developers who require maximum performance for complex tasks such as advanced research, large-scale automation, and demanding engineering workflows. Together, these capabilities position GPT-5.4 as a model aimed not just at conversation, but at executing real work across software systems.