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2026 Kubernetes Predictions ๐Ÿ”ฎ, Docker MCP ๐Ÿšข, AI Observability ๐Ÿ”

TLDR DevOps <dan@tldrnewsletter.com>

January 26, 12:30 pm

TLDR DevOps
Kubernetes networking is evolving to support AI workloads and VMware migrations through eBPF and Cilium, driving VM convergence 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 Microsoft Azure

TLDR DevOps 2026-01-26

Users spike. Your stress level doesn't have to. (Sponsor)

Traffic surges are supposed to be good news. But when your infrastructure can't keep up, that "we're going viral ๐ŸŽ‰" moment can easily turn into โ€œeverything is down and needs fixing right now.โ€

๐Ÿ‘‰ Ditch the stress-coding with Microsoft Azure.

Azure autoscales and optimizes performance behind the scenes, so you can roll out features without worrying about downtime or slowdowns.

๐ŸŒŽ With more global regions than any other cloud provider, Azure gives you the headroom to grow โ€” without the growing pains.

Take the stress out of scaling with Azure ๐Ÿ˜Œ

๐Ÿ“ฑ

News & Trends

2026 Kubernetes and Cilium Networking Predictions (4 minute read)

Kubernetes networking is evolving to support AI workloads and VMware migrations through eBPF and Cilium, driving VM convergence, tougher KubeVirt operations, renewed microsegmentation, and the rise of hybrid network operators as networking becomes central to platform strategy.
Using MCP Servers with Docker: Tools to Multi-Agent (4 minute read)

Docker has introduced an ecosystem to simplify integrating Model Context Protocol (MCP) servers with large language models, offering the MCP Catalog and Toolkit for streamlined setup, cagent for building multi-agent systems, and seamless compatibility with advanced agent frameworks like LangGraph. These tools address common challenges such as runtime complexity, secret injection, and client-to-server wiring by leveraging Docker containers and the open-source MCP Gateway.
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Opinions & Tutorials

From AI agent prototype to product: Lessons from building AWS DevOps Agent (9 minute read)

This post describes lessons from building the AWS DevOps Agent, outlining five mechanisms to productionize agentic systems: evals, fast feedback loops, trajectory visualization, intentional changes, and production sampling. It details how these practices improve reliability, accuracy, and cost efficiency in incident response.
Scaling maintenance: Rethinking HDFS block placement for exabyte-scale clusters (9 minute read)

To address challenges in maintaining its massive ~5 exabyte Apache Hadoop clusters, LinkedIn re-engineered its Block Placement Policy (BPP) and redistributed over 3 exabytes of existing data, successfully eliminating data replication during maintenance operations. This crucial change significantly improved maintenance velocity, allowing daily upgrades for approximately 4.5% of datanodes while unclogging the network and bolstering HDFS reliability and security.
Ingress Security for AI Workloads in Kubernetes: Protecting AI Endpoints with WAF (6 minute read)

The transition of AI workloads to production within Kubernetes has exposed critical security vulnerabilities in traditional ingress controllers, necessitating advanced Layer 7 inspection and context-aware gateways with WAF capabilities to protect expensive GPU resources from threats like LLM Jacking and prompt injection.
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Resources & Tools

Peak traffic shouldn't mean peak anxiety (Sponsor)

Traffic skyrocketing? If you're on Microsoft Azure, there's no reason to panic. When user demand spikes, Azure adjusts capacity in the background. Performance stays steady with no manual intervention, no late-night firefighting, and no scrambling to explain why the site went down during the big launch. Build without limits with Azure
Context7 (GitHub Repo)

Context7 MCP Server delivers up-to-date, version-specific code documentation and examples directly to LLMs and AI code editors, aiming to prevent outdated information and "hallucinated" APIs. Available for integration with platforms like Cursor and Claude Code, the server pulls current library details into prompts, though its community-contributed documentation is not guaranteed for accuracy.
make-argocd-fly (GitHub Repo)

make-argocd-fly generates Kubernetes manifests and ArgoCD Applications from Helm, Kustomize, and Jinja2 templates, implementing the Rendered Manifest Pattern. This automates pre-rendering manifests outside the cluster, organizing them by environment and generating ArgoCD Application resources, which makes Git a single source of truth for deployed Kubernetes resources.
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Miscellaneous

Simplify log collection and aggregation for MSSPs with Datadog Observability Pipelines (4 minute read)

Datadog Observability Pipelines helps MSSPs centrally collect, parse, enrich, and route petabyte-scale logs without endpoint agents. The platform simplifies multi-tenant log standardization and enables dual-shipping to support gradual migrations from legacy SIEMs to modern security platforms.
Using MCP Servers: From Quick Tools to Multi-Agent Systems (5 minute read)

MCP servers expose tools and services to LLMs through a standard protocol, but managing runtimes, secrets, and integrations is complex. Docker MCP Toolkit, cagent, and traditional frameworks offer progressively deeper solutions for running and orchestrating single- or multi-agent systems.
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Quick Links

What's new with Azure Repos? (3 minute read)

Recent updates with Azure Repos include disabled obsolete TFVC check-in policies, improved pull request navigation, cleaner notifications, smarter templates, and MCP Server enhancements.
Observability for ChatGPT Apps in the Age of Agentic AI (4 minute read)

New Relic has addressed a critical monitoring challenge for "ChatGPT Apps"โ€”custom integrations running within AI platforms.
Congratulations to the recipients of the 2025 Spotify FOSS Fund (5 minute read)

Spotify's FOSS Fund named FFmpeg, Mock Service Worker (MSW), and Xiph.Org Foundation as its 2025 recipients.

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Thanks for reading,
Kunal Desai & Martin Hauskrecht


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