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Atlassian Software Collection ๐Ÿช™, Gemini Enterprise ๐Ÿ”ฎ, Docs-as-Code ๐Ÿ“œ

TLDR DevOps <dan@tldrnewsletter.com>

October 13, 11:10 am

TLDR DevOps
Atlassian's Software Collection is an AI-native suite that unifies tools like Rovo Dev, Bitbucket, Compass, Pipelines, and DX to enhance productivity โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ  โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ 

TLDR

Together With The Linux Foundation

TLDR DevOps 2025-10-13

RAG and semantic search need more than legacy tools (Sponsor)

Rigid search infrastructure slows everything: RAG, semantic search, GenAI. OpenSearch 3.0 changes that.

With a next-gen vector engine, OpenSearch delivers fast, flexible, enterprise-scale vector search that's ready to handle high-volume AI workloads with hybrid query support and low-latency performance.
It's open source, license-free, and built for production.

Build smarter AI on a stronger foundation.

Explore the OpenSearch vector database engine

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News & Trends

Introducing Gemini Enterprise (6 minute read)

Gemini Enterprise is a unified AI platform designed to connect people, workflows, and data across entire organizations through an intelligent, secure, and open ecosystem. Built on Google's full AI stack and powered by Gemini models, it enables employees to automate processes, build and manage agents, and create multimodal experiences.
Introducing Spacelift Intent (5 minute read)

Spacelift's Intent is a new infrastructure management system that lets users request and manage cloud resources in natural language instead of writing HCL. Built on open standards like OpenTofu and integrated through the Model Context Protocol, Intent delivers real infrastructure with governance and exportability while complementing Terraform for faster, simpler workflows.
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Opinions & Tutorials

Making Documentation Simpler and Practical: Our Docs-as-Code Journey (6 minute read)

The Squarespace Domains engineering team has embraced a "Docs-as-Code" (DaC) philosophy, integrating documentation with code in Git for version control and pull request reviews. By using Markdown, Mermaid syntax, and Backstage as a developer portal, the team has streamlined documentation, improved traceability, and enabled faster iteration on technical documents. The team also uses local previews with the Intellij Mermaid plugin and remote previews in a staging environment to verify documentation changes before they go live.
Add MCP Servers to Claude Code with MCP Toolkit (6 minute read)

Docker MCP Toolkit now connects Claude Code to real development tools, enabling it to run database queries, create GitHub issues, and send Slack messages, eliminating the need for manual copy-pasting and context-switching. The toolkit features over 200 pre-built containerized MCP servers, one-click deployment in Docker Desktop, and automatic credential handling, allowing developers to connect Claude Code to trusted environments in minutes.
The Great Software Quality Collapse: How We Normalized Catastrophe (6 minute read)

Software quality has collapsed as companies prioritize speed, abstraction, and infrastructure spending over disciplined engineering. Once-unthinkable failuresโ€”from apps leaking tens of gigabytes of memory to billion-dollar outages and AI-driven data lossโ€”have become normalized, creating a cycle of inefficiency and reliance on massive hardware investments instead of fixing fundamental code quality issues.
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Resources & Tools

Productivity vs. Security is a False Trade-off (Sponsor)

StrongDM delivers just-in-time access with runtime enforcement, empowering DevOps speed and enterprise-grade control. Want to see how it's done? Join StrongDM, industry thought leaders, and security peers at StrongDM Live! NYC (October 23). Explore how Universal Privileged Access & Authorization lets you ship without friction and secure without compromise. Save your spot
Atuin Desktop (GitHub Repo)

Atuin Desktop, an executable runbook editor designed to bridge the gap between documentation and automation for terminal workflows, is currently in open beta. The local-first application aims to solve the problem of outdated documentation and answers buried in various locations by creating runbooks that can be executed directly.
Bun 1.3 (Tool)

Bun 1.3 turns Bun into a batteriesโ€‘included fullโ€‘stack JavaScript runtime. The team has added first-class support for frontend development with all the features you expect from modern JavaScript frontend tooling.
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Miscellaneous

Introducing Atlassian Software Collection (6 minute read)

Atlassian's Software Collection is an AI-native suite that unifies tools like Rovo Dev, Bitbucket, Compass, Pipelines, and DX to enhance productivity across the software development lifecycle. The collection integrates AI-driven automation and analytics to keep developers in flow while giving leaders measurable insights into team performance and AI's impact.
From Static Rate Limiting to Adaptive Traffic Management in Airbnb's Key-Value Store (7 minute read)

Airbnb enhanced the reliability of Mussel, its key-value store, by implementing smarter traffic controls that ensure speed and stability during traffic spikes. The upgrade includes resource-aware rate control, load shedding, and hot-key defense layers, improving the system's ability to handle volatile traffic mixes and maximize goodput. The new approach shifts from simple request counting to resource accounting, allowing for adaptive, real-time prioritization.
The illegible nature of software development talent (2 minute read)

Many of the most talented software engineers are nearly invisible from the outsideโ€”they don't post online, maintain flashy GitHubs, or meet rigid performance rubrics, yet consistently deliver high-impact, high-quality work. Because hiring and promotion systems rely on visible signals, organizations often overlook these โ€œquietโ€ engineers, favoring what's legible over what's truly valuable.
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Quick Links

Kubernetes benchmarks: Compare EKS, GKE, and AKS side by side (Sponsor)

Learn which Kubernetes cloud provider delivers the best balance of cost, control, and scalability - based on an analysis of over 100K workloads. Download the Fairwinds guide
Amazon EKS and Amazon EKS Distro now supports Kubernetes version 1.34 (2 minute read)

Amazon EKS and Amazon EKS Distro now support Kubernetes version 1.34, allowing users to create or upgrade clusters through the EKS console, eksctl, or infrastructure-as-code tools.
Python's splitlines does a lot more than just newlines (1 minute read)

Python's str.splitlines() splits on far more than just \n, \r, and \r\nโ€”it also recognizes various Unicode and control characters like form feed, line tabulation, and paragraph separators.

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Thanks for reading,
Kunal Desai & Martin Hauskrecht


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