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<div style="display: none; max-height: 0px; overflow: hidden;">Vouch is an experimental community trust management system that combats the surge of low-quality, AI-generated contributions in open source </div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.nylas.com%2Fagentic-ai-report-2026%2F%3Futm_source=tldr%26utm_medium=sponsoredemail%26utm_campaign=FY26Q1-TLDR-AgenticAI-feb-16%26utm_content=/1/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/SQTE-fW0CvCNG5AWPTkWxZChHKkUf_zbmU9qEtCjOSE=444"><img src="https://images.tldr.tech/nylas50.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Nylas"></a></td></tr></tbody></table>
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<h1><strong>TLDR DevOps <span id="date">2026-02-16</span></strong></h1>
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<strong>64.4% of product roadmaps already include agentic AI. Developers aren't sure what it actually is (Sponsor)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The discussion around agentic AI is no longer "if" but "how" - as teams grapple with decisions around <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.nylas.com%2Fagentic-ai-report-2026%2F%3Futm_source=tldr%26utm_medium=sponsoredemail%26utm_campaign=FY26Q1-TLDR-AgenticAI-feb-16%26utm_content=/3/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/nSxLi9VrKtYoXAkDZVNUNZs6xZphjxNq2Wy6-jxDgmk=444" rel="noopener noreferrer nofollow" target="_blank"><span>autonomy, oversight, and scope</span></a>.
<p></p>
<p>Nylas asked 1,000+ devs and product leaders why agentic AI is so roadmap-friendly, and the <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.nylas.com%2Fagentic-ai-report-2026%2F%3Futm_source=tldr%26utm_medium=sponsoredemail%26utm_campaign=FY26Q1-TLDR-AgenticAI-feb-16%26utm_content=/4/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/WgaMhUS31ObSYLmWrrXKpGXgRQ3oJeqAReXzXp_orks=444" rel="noopener noreferrer nofollow" target="_blank"><span>results</span></a> are surprising:</p>
<ul>
<li><strong>85%</strong> say agentic AI will be table stakes within three years.</li>
<li><strong>67%</strong> of teams are already building or shipping agentic workflows - although there's wildly different definitions of "agentic" between teams.</li>
<li><strong>40.8%</strong> are directly implementing AI systems today.</li>
</ul>
<p>‼️ Virtually all respondents said agentic AI influences vendor switching decisions. </p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.nylas.com%2Fagentic-ai-report-2026%2F%3Futm_source=tldr%26utm_medium=sponsoredemail%26utm_campaign=FY26Q1-TLDR-AgenticAI-feb-16%26utm_content=/5/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/7Fb19jBiGJEAI-nw4aMHsh1yxbCc0kod6YjYBqJxAk0=444" rel="noopener noreferrer nofollow" target="_blank"><span>See the full research (ungated) →</span></a>
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<strong>The rise of agentic platforms: Scaling beyond automation (8 minute read)</strong>
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Agentic Platform Engineering, which integrates goal-driven, context-aware AI agents to reason, decide, and execute actions within defined constraints, is emerging as the next phase in platform evolution. This approach aims to achieve bounded autonomy, enabling platforms to handle complex operational tasks while shifting human roles to oversight and governance.
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<strong>Java Developers Wrestling With Massive Amounts of Technical Debt (4 minute read)</strong>
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A survey of 2,039 Java developers found that technical debt and vulnerability management are major productivity drains, even as Java remains widely used for AI-driven applications. Concerns over Oracle's pricing are pushing many teams to migrate to OpenJDK while prioritizing cost, security, and long-term support.
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<strong>What the fastest-growing tools reveal about how software is being built (6 minute read)</strong>
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GitHub's latest Octoverse insights show which open-source projects and languages are accelerating in adoption and what that says about modern development tooling and practices, highlighting performance-focused tools, AI-oriented infrastructure, and developer priorities like speed, reproducibility, and type safety are shaping how software gets built and deployed in 2026.
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<strong>Azure Boards integration with GitHub Copilot includes custom agent support (5 minute read)</strong>
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GitHub Copilot Coding Agent for Azure Boards is adding support for custom agents defined at the repository or organization level. Teams will be able to standardize workflows by selecting tailored agents when creating pull requests directly from work items.
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<strong>Heroku's Next Chapter Is Maintenance. Yours Shouldn't Be (5 minute read)</strong>
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Heroku's shift to a sustaining engineering model signals stalled innovation, prompting customers to reassess long term viability and migration complexity. DigitalOcean's App Platform is a compatible successor with active feature development, integrated cloud services, and structured migration support, including incentives and architectural guidance.
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<strong>Passwordless PostgreSQL: IAM Authentication with Pulumi (5 minute read)</strong>
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This post showcases how to implement AWS IAM authentication for RDS, replacing traditional long-lived database passwords with more secure, short-lived tokens generated from IAM credentials. This method eliminates password rotation overhead and integrates seamlessly with existing IAM policies, making secure database access repeatable through componentized infrastructure.
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<strong>Get a Free Copy of the Gartner Magic Quadrant for DevOps Platforms (Sponsor)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Gartner just released its annual review of DevOps platform vendors — evaluating each on execution and vision. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FMvLolp/1/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/8iyQiwT1MUCfrr3kgWvFs_c-YbK4Aq0wMgo0UXE4M7Q=444" rel="noopener noreferrer nofollow" target="_blank"><span>Atlassian</span></a> was named a Leader for the third year running, this time with the highest placement in both categories. Whether you're comparing platforms or building a business case for consolidation, the full report is worth a read. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FMvLolp/2/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/Qz0VVp3ZPB7qfVvhQ4kKp2KvW2tAY479yW4ZrNdaiyk=444" rel="noopener noreferrer nofollow" target="_blank"><span>Download it free from Atlassian</span></a>
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<strong>Vouch (GitHub Repo)</strong>
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Vouch is an experimental community trust management system that combats the surge of low-quality, AI-generated contributions in open source by requiring explicit vouches for user participation. It offers out-of-the-box GitHub integration and allows projects to form a "web of trust" by sharing lists of vouched or denounced users.
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<strong>Monty (GitHub Repo)</strong>
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Monty is a new minimal and secure Python interpreter that allows AI agents to safely and quickly execute LLM-generated code. This experimental project aims to power "code-mode" in Pydantic AI by offering microsecond startup times and avoiding the complexity of traditional container-based sandboxes.
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AWS Transform custom uses agentic AI and AWS-managed transformations to modernize Java applications at scale, automating upgrades like Java 8 to 21. It reduces manual refactoring by applying vetted patterns through a CLI while allowing custom transformations when needed.
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<strong>Announcing new course: GitOps for Platform Engineering (5 minute read)</strong>
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A new GitOps for Platform Engineering course teaches senior engineers how to scale GitOps across thousands of clusters while addressing policy, culture, and AI-driven platform needs. It focuses on enterprise patterns, shared vocabulary, and real-world adoption challenges.
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<h1><strong>Quick Links</strong></h1>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cncf.io%2Fblog%2F2026%2F02%2F04%2Fconversing-with-large-language-models-using-dapr%2F%3Futm_source=tldrdevops/1/0100019c66581a4c-12c9fb0a-ee3c-4bc7-8cc0-81ee62075184-000000/1A4ZllRu0VYtT7SHtpwsckQIf27mfP_xCUhw2llt19o=444">
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<strong>Conversing with Large Language Models using Dapr (4 minute read)</strong>
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Dapr simplifies microservice and LLM integration by abstracting retries, observability, and provider-specific logic into a sidecar runtime.
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<strong>Shedding old code with ecdysis: graceful restarts for Rust services at Cloudflare (8 minute read)</strong>
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Cloudflare has open-sourced `ecdysis`, a Rust library developed to enable zero-downtime upgrades for network services by gracefully restarting processes without dropping connections or refusing new ones.
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