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<div style="display: none; max-height: 0px; overflow: hidden;">DigitalOcean announced its Agentic Inference Cloud in partnership with NVIDIA at GTC 2026, launching a new Richmond data center </div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhubs.la%2FQ047sKPF0/1/0100019d3e6d2fb7-bc016b23-df55-4db1-aee9-db87231f2849-000000/wXdoFfHwyWK1kIU4gnyYTM9luALd1MFJ1TWz1PgSMzE=450"><img src="https://images.tldr.tech/linuxfoundation.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="The Linux Foundation"></a></td></tr></tbody></table>
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<h1><strong>TLDR DevOps <span id="date">2026-03-30</span></strong></h1>
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<strong>Enterprise search that works on all your enterprise data, without the vendor lock-in (Sponsor)</strong>
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Legacy search leaves unstructured data out, and most enterprise data is unstructured. So when <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhubs.la%2FQ047sL9s0/1/0100019d3e6d2fb7-bc016b23-df55-4db1-aee9-db87231f2849-000000/LwsOI4y83Ba2JC2sBVNyxFIkiYe09HtqoTx_cUgb_tM=450" rel="noopener noreferrer nofollow" target="_blank"><span>451 Research</span></a> looked at how leading enterprises are modernizing search, guess what they found?
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<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhubs.la%2FQ047sKPF0/3/0100019d3e6d2fb7-bc016b23-df55-4db1-aee9-db87231f2849-000000/wDPI5Ewu8Rhesarvfir75OAbIixmKEJg0YeJs3jlP6Y=450" rel="noopener noreferrer nofollow" target="_blank"><span>OpenSearch</span></a> delivers what matters most: </p>
<p><strong>> Vector retrieval:</strong> Store and query billions of vectors with low latency across structured and unstructured data.</p>
<p><strong>> Built-in RAG:</strong> Connect your enterprise data to LLMs and return synthesized, plain-language answers.</p>
<p><strong>> Agentic workflows:</strong> Multi-step reasoning across data sources, formats, and organizational boundaries.</p>
<p>✅ Open source, Apache 2.0 licensed, and built by 3,000+ contributors across 400+ companies.<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhubs.la%2FQ047sKPF0/4/0100019d3e6d2fb7-bc016b23-df55-4db1-aee9-db87231f2849-000000/zDxQ-RaQ07W-gY_AIvUeSkR85RqreBR1mKaxDO2o5o8=450" rel="noopener noreferrer nofollow" target="_blank"><span> </span></a></p>
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<strong>Datadog achieves ISO 42001 certification for responsible AI (2 minute read)</strong>
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Datadog achieved ISO 42001 certification, demonstrating compliance with international standards for responsible AI management across development, deployment, and monitoring. The certification supports customer regulatory needs and reinforces Datadog's commitment to transparent, secure, and accountable AI governance.
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<strong>DRA: A new era of Kubernetes device management with Dynamic Resource Allocation (5 minute read)</strong>
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Kubernetes Dynamic Resource Allocation enables flexible, request-based management of GPUs and TPUs, improving utilization, scheduling, and portability for AI workloads. Newly donated drivers from NVIDIA and Google advance this model, replacing static device allocation with granular, capability-driven resource matching.
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<strong>NVIDIA GTC 2026 Confirmed It: The Inference Era Is Here (3 minute read)</strong>
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DigitalOcean announced its Agentic Inference Cloud in partnership with NVIDIA at GTC 2026, launching a new Richmond data center with NVIDIA HGX B300 systems and reporting over 43,000 OpenClaw deployments since the platform's debut. The cloud infrastructure provider is focusing on production AI inference workloads with expanded model access, NVIDIA Dynamo 1.0 integration for Kubernetes, and simplified deployment tools for AI agents through NVIDIA NemoClaw and the Agent Toolkit.
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<strong>Build a News Roundup With Docker Agent (4 minute read)</strong>
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A Principal Solutions Architect at Docker built a local AI workflow that uses Docker Agent with Qwen3.5-4B (a 4-billion-parameter model) and the Brave Search API to automatically generate IT news roundups without consuming cloud AI credits. The system uses a custom "news-roundup" skill that fetches articles via Brave Search, analyzes them locally through Docker Model Runner, and produces structured Markdown reports—trading speed for cost savings and local processing compared to cloud-based solutions like Claude.
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<strong>How we use Abstract Syntax Trees (ASTs) to turn Workflows code into visual diagrams (8 minute read)</strong>
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Cloudflare launched visual diagrams for its Workflows durable execution engine, using Abstract Syntax Trees (ASTs) and the oxc-parser to automatically generate flowcharts from minified JavaScript code that show how steps connect, branch, and execute in parallel. The company built a Rust Worker that parses deployed workflow code at build time to statically derive execution graphs, tracking Promise and await relationships to visualize the dynamic execution model where unawaited steps run in parallel by default.
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Ready to break free from your SaaS observability vendor? <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fchronosphere.io%2Fresource%2Fgetting-started-with-observability-metrics-using-prometheus%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/2/0100019d3e6d2fb7-bc016b23-df55-4db1-aee9-db87231f2849-000000/6W0jBIB4wTGphFBqjARpqAy42Q2HMn9raOyZsU0VZME=450" rel="noopener noreferrer nofollow" target="_blank"><span>This ebook</span></a> shows you how to start using Prometheus in your observability stack. Read it for the practical advice you need to hit the ground running with open-source observability. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fchronosphere.io%2Fresource%2Fgetting-started-with-observability-metrics-using-prometheus%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/3/0100019d3e6d2fb7-bc016b23-df55-4db1-aee9-db87231f2849-000000/e8YL6eSd0-mmFSWQ5Mg60YcSd59y04vsFO-h1UsKheI=450" rel="noopener noreferrer nofollow" target="_blank"><span>Grab your copy of the ebook.</span></a>
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Onyx, a new open-source and self-hostable chat interface, launched with support for all major LLMs, including OpenAI, Anthropic, and Gemini, plus advanced features like AI agents, web search, RAG capabilities, and connectors to over 40 knowledge sources. The platform can be deployed with a single command via Docker, Kubernetes, or Terraform, and is designed to work in completely airgapped environments for teams ranging from individual users to large enterprises.
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Apache Superset is an open-source business intelligence platform that offers data visualization, dashboard creation, and SQL querying capabilities as an alternative to proprietary BI tools. The enterprise-ready application supports over 40 databases, including Presto, Trino, and Athena, and features a no-code chart builder alongside a powerful SQL editor for data exploration.
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Fastly released an open source Agent Toolkit of curated skills that teach AI coding agents platform-specific workflows and patterns.
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Lakebase introduced a prewarming technique that eliminates the typical 70% throughput drop during database restarts by spinning up a new compute node in the background, loading its cache from the primary node, then seamlessly promoting it to primary without additional replica costs.
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