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@devopslinks shared a link, 5 months, 3 weeks ago
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How and Why Netflix Built a Real-Time Distributed Graph -  Ingesting and Processing Data Streams at Internet Scale

Netflix built a Real-Time Distributed Graph (RDG) to connect member interactions across different devices instantly. Using Apache Flink and Kafka, they process up to1 millionmessages per second for node and edge updates. Scaling Flink jobs individually reduced operational headaches and allowed for s.. read more  

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@devopslinks shared a link, 5 months, 3 weeks ago
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Jump Starting Quantum Computing on Azure

Microsoft just pulled off full-stack quantum teleportation withAzure Quantum, wiring up Qiskit and Quantinuum’s simulator in the process. Entanglement? Check. Hadamard and CNOT gates set the stage. Classical control logic wrangles the flow. Validation lands cleanly on the backend... read more  

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@kala shared an update, 5 months, 3 weeks ago
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FSF Talks GPL Compliance and AI Code at GNU Cauldron

The FSF's Licensing and Compliance Lab engaged with GNU toolchain maintainers at GNU Cauldron to discuss GPL compliance, AI-generated code, and attribution in containerized environments.

FSF Talks GPL Compliance and AI Code at GNU Cauldron
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@varbear shared an update, 5 months, 3 weeks ago
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Arkade’s New Off-Chain Protocol Promises Smoother Bitcoin Transactions

Arkade introduces a new protocol to enhance Bitcoin's global financial capabilities by enabling offchain payments and transaction batching, inviting developers to explore its public beta.

Arkade’s New Off-Chain Protocol Promises Smoother Bitcoin Transactions
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@kala shared an update, 5 months, 3 weeks ago
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Anthropic Scales Up Google Cloud TPUs to Power Next-Gen AI Research

Google Kubernetes Engine (GKE)

Anthropic plans a major expansion of its Google Cloud TPU usage to enhance AI research and development, driven by increasing customer demand and valued at tens of billions of dollars.

Anthropic Scales Up Google Cloud TPUs to Power Next-Gen AI Research
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@devopslinks shared an update, 5 months, 3 weeks ago
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MinIO Pulls Docker Images and Documentation - Community Calls Move "Malicious" and "Lock-In Strategy"

MinIO

MinIO transitions to a source-only distribution model, ending pre-compiled Docker images, sparking community concerns over security and feature removal.

MinIO GitHub Issue
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@devopslinks shared an update, 5 months, 3 weeks ago
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Cloudflare Turns Workers into an Email Platform - Private Beta Begins.

Cloudflare Workers Cloudflare

Cloudflare introduces a private beta for its Email Service, integrating email sending into Workers to streamline email management and enhance delivery reliability for developers.

Cloudflare Turns Workers into an Email Platform - Private Beta Begins.
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@devopslinks shared an update, 5 months, 3 weeks ago
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A New Terraform Alternative Has Arrived - Platform Engineering Labs Launches Formae

formae Terraform

Platform Engineering Labs introduces formae, an open-source IaC platform, to streamline cloud resource management and replace traditional systems like Terraform.

A New Terraform Alternative Has Arrived - Platform Engineering Labs Launches Formae
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@varbear shared an update, 5 months, 3 weeks ago
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Even Your Bed Isn’t Safe from AWS Outages - Eight Sleep Learns the Hard Way

Amazon Web Services

An AWS outage disrupted Eight Sleep's smart beds, prompting plans for an "outage mode" to enhance system resilience and prevent future connectivity issues.

Eight Sleep technology
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@kala shared an update, 5 months, 3 weeks ago
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Mistral AI Studio Launches: Streamlining AI from Prototype to Production

Mistral AI Studio

Mistral AI Studio launches to aid enterprise AI teams in moving from prototypes to production with enhanced infrastructure and governance features.

Mistral AI Studio Marketplace
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.