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<div style="display: none; max-height: 0px; overflow: hidden;">Anthropic identified three infrastructure bugs that intermittently degraded the output quality of its Claude models between late August and September </div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.ondeva.com%2Fsolutions%2Fcentralize-automations-and-internal-tools%3Futm_source=newsletter_ads%26utm_campaign=tldr%26utm_content=wed_eight%26utm_term=l_headline/1/01000199c380836b-4c2160cf-cb27-430b-956b-cb32c823c055-000000/FhL7CpdoaVsF8kw6l9mIJn0AupWObe98N5LwWZIFN78=426"><img src="https://images.tldr.tech/ondeva.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Ondeva"></a></td></tr></tbody></table>
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<h1><strong>TLDR DevOps <span id="date">2025-10-08</span></strong></h1>
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<strong>If you love maintaining fragile cron jobs and scripts, skip this one (Sponsor)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
You didn't become a developer to troubleshoot 20+ ad hoc scripts running hidden internal processes. When you're ready to get those hours back, check out <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.ondeva.com%2Fsolutions%2Fcentralize-automations-and-internal-tools%3Futm_source=newsletter_ads%26utm_campaign=tldr%26utm_content=wed_eight%26utm_term=l_brand/1/01000199c380836b-4c2160cf-cb27-430b-956b-cb32c823c055-000000/3fGSq76aU0QyH8w66mYDmUEff0NlgljxVG-99mZlJ-o=426" rel="noopener noreferrer nofollow" target="_blank"><span>Ondeva</span></a>.
<p></p>
<p><strong>What</strong>: A full-stack platform with visual programming, role-based access, and API hooks - built for overloaded dev teams (not hobbyists).</p>
<p><strong>Why:</strong> Automate workflows and logic without provisioning infra, free your team from throwaway scripts and glue code, and <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.ondeva.com%2Fsolutions%2Fcentralize-automations-and-internal-tools%3Futm_source=newsletter_ads%26utm_campaign=tldr%26utm_content=wed_eight%26utm_term=l_ai/1/01000199c380836b-4c2160cf-cb27-430b-956b-cb32c823c055-000000/tCI2zmHaypMN-2UCSVxcL1VbgCnBOCknr7SO4Qtmkxw=426" rel="noopener noreferrer nofollow" target="_blank"><span>bring secure sandboxed AI into your automations</span></a>. Use custom code whenever you need it.</p>
<p><strong>Start:</strong> Stop ad hoc scripting. Get back to building. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.ondeva.com%2Fsolutions%2Fcentralize-automations-and-internal-tools%3Futm_source=newsletter_ads%26utm_campaign=tldr%26utm_content=wed_eight%26utm_term=l_cta/1/01000199c380836b-4c2160cf-cb27-430b-956b-cb32c823c055-000000/Z-3WOyEvcydCp5ZB-Aye6Q64C-a1vSg2nk1nhFHDVfw=426" rel="noopener noreferrer nofollow" target="_blank"><span>Start for free</span></a>
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<strong>Anthropic Reveals Three Infrastructure Bugs Behind Claude Performance Issues (3 minute read)</strong>
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Anthropic identified three infrastructure bugs that intermittently degraded the output quality of its Claude models between late August and early September, affecting different versions across AWS Trainium, NVIDIA GPUs, and Google TPUs. The company has resolved the issues, acknowledged reliability setbacks, and committed to stronger evaluations, cross-platform validation, and improved debugging processes.
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<strong>New Relic Control Now Generally Available (3 minute read)</strong>
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New Relic has announced the general availability of Fleet Control and Agent Control, expanding its unified observability control plane alongside Pipeline Control to automate and centralize agent and telemetry management. The platform now supports Kubernetes clusters and host-based environments, enabling consistent configuration, streamlined deployments, and improved security, compliance, and reliability across entire IT estates.
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DigitalOcean has expanded its AI offerings with the DigitalOcean AI Partner Program and enhancements to the Gradient AI Agentic Cloud. The ecosystem provides access to infrastructure, advanced models from companies like OpenAI and Meta, and AI dev tools such as LangChain, aiming to empower startups and enterprises in building next-gen AI applications. Planned integrations will also allow users to generate voice, image, and video within AI applications using media models from Fal.ai and leverage Vector Search from MongoDB.
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<strong>Kubernetes for agentic apps: A platform engineering perspective (6 minute read)</strong>
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Agentic AI, where systems autonomously perceive, reason, and act, is shifting software from predefined instructions to genuine autonomy. Kubernetes, applied through platform engineering, offers the foundation for this new computing paradigm, with Google Kubernetes Engine (GKE) providing managed services and AI optimizations for production-ready agentic AI.
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<strong>Cloudflare just got faster and more secure, powered by Rust (12 minute read)</strong>
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Cloudflare has rebuilt its core traffic management system in Rust, delivering a 25% performance boost, reducing latency by 10 ms, and cutting CPU and memory usage by more than half. The new modular system, FL2, enhances security, simplifies feature development, and is on track to fully replace the legacy FL1 by early 2026.
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<strong>Slack Expands Platform (4 minute read)</strong>
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Salesforce unveiled the next evolution of the Slack platform with a real-time search API, a Model Context Protocol server, and new developer tools that securely connect AI to customer-owned conversational data. These innovations enable contextual AI agents to accelerate decision-making, increase productivity, and provide enterprise-grade security. General availability of key features will roll out through 2026.
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<strong>Introducing OpenZL: An Open Source Format-Aware Compression Framework (8 minute read)</strong>
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Meta has announced the public release of OpenZL, a data compression framework for structured data that promises compression performance comparable to specialized compressors. OpenZL employs a configurable sequence of transforms to highlight hidden order in data and uses one universal decompressor for all OpenZL files, regardless of transformation permutations. Users can describe data shapes via presets or format descriptions, allowing the system to learn a compression config for similar data.
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<strong>How to augment your AI use case with RAG on CockroachDB (5 min read) (Sponsor)</strong>
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From real-time information retrieval to chatbots, see how CockroachDB supports RAG-enabled applications by storing source data, metadata, and vector data in one database.<p></p><p>👉 <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cockroachlabs.com%2Fblog%2Ftutorial-rag-with-cockroachdb%2F%3Futm_source=tldr%26utm_medium=sponsor%26utm_campaign=tldr-devops-sponsor-global-tofu-data-mod-genai-blog-tutorial-q3/2/01000199c380836b-4c2160cf-cb27-430b-956b-cb32c823c055-000000/3AP6An7G5pP_xc26Hegp5XZpBCCzr197Nd2hnbimOAE=426" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Check it out</strong></span></a>
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<strong>Report Details Raft of Kubernetes Management Challenges (4 minute read)</strong>
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Komodor's report on Kubernetes management reveals IT teams spend 34 workdays annually resolving incidents, with 79% tied to recent system changes and over 60% of time consumed by troubleshooting.
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<strong>IBM Granite 4.0 Models Now Available on Docker Hub (3 minute read)</strong>
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IBM's open-source Granite 4.0 language models can now be discovered and run from Docker Hub's model catalog using Docker Model Runner, allowing developers to build AI applications more efficiently.
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<strong>Introducing new compute-optimized Amazon EC2 C8i and C8i-flex instances (3 minute read)</strong>
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Amazon EC2 C8i and C8i-flex compute-optimized instances, powered by custom Intel Xeon 6 processors, are now generally available in select AWS Regions.
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