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#devops

I reached 1,000+ telemetry events across 38 deployments — what should I be thinking about now?

Reddit r/AI_Agents ↗ · 2026-09-21

A solo developer of an open-source AI workflow automation platform discusses scaling to 1,000+ telemetry events and seeks community advice on maintenance, backward compatibility, and observability for growing usage.

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#devops

Towards Secure Cloud-Native Computing: Unveiling Kubernetes Misconfigurations with Large Language Models

arXiv cs.CL ↗ · 2026-09-21 Cached

This research paper proposes a taxonomy for Kubernetes misconfigurations and explores using large language models to improve detection methods in cloud-native environments.

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#devops

AX (GitHub Repo)

TLDR AI ↗ · 2026-09-21 Cached

AX is a declarative orchestrator from Google for running autonomous agent workloads at scale, providing sandboxing, workspace management, and gateway controls for secure execution.

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#devops

Show HN: Sigabrt.dev – cronjob monitor with an SSH TUI

Hacker News Top ↗ · 2026-09-19 Cached

Sigabrt is a cronjob monitoring service that sends email alerts when scheduled tasks fail to ping, featuring an SSH terminal interface for status management.

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#devops

Rate limits on GitLab.com are changing

Hacker News Top ↗ · 2026-09-17 Cached

GitLab.com is changing rate limits to align with subscription tiers, with free and unauthenticated accounts affected first in October 2026 and premium/ultimate tiers in January 2027.

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#devops

I counted our credentials before hiring my first agent. 285 of them, 5 with a known owner.

Reddit r/AI_Agents ↗ · 2026-09-17

The author, building a company run by AI agents, details the security challenges of managing 285 credentials and seeks advice on configuring secret access for agents in a self-hosted Phase instance.

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#devops

@KlausCodes: At @Simulithic we simulate user-behavior While building it we realized we were monitoring production every single time …

X AI KOLs Timeline ↗ · 2026-09-17 Cached

Simulithic simulates user behavior to monitor production and is making this tool available for early users, with an invitation to schedule a call.

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#devops

@kentcdodds: Your agent is reading that .env file and it's maybe fine... until the agent misunderstands you and deletes the producti…

X AI KOLs Following ↗ · 2026-09-15 Cached

Kent C. Dodds discusses the risks of AI agents accessing sensitive .env files and provides advice on enabling agent autonomy without causing unintended harm.

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#devops

@suraj_sharma14: If I had 6 months to become an AI Evals & Reliability Engineer. I'd do this. Stage 1: Python and Testing Foundations Py…

X AI KOLs Timeline ↗ · 2026-09-15 Cached

The article outlines a 12-stage learning path to become an AI Evals & Reliability Engineer, covering foundational skills to advanced production techniques.

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#devops

@AvinashSingh_20: Cloud & DevOps Resource Kit 2026: https://docs.google.com/spreadsheets/d/1cPqI9vKo47EUxoZXLP0411IzvRWRLbu5HQnzyn8HpxI/e…

X AI KOLs Timeline ↗ · 2026-09-15 Cached

A comprehensive resource kit for Cloud and DevOps engineers, featuring a skills matrix, roadmap, free courses, certifications, and more, aimed at helping beginners become job-ready by 2026.

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#devops

FATHER

Product Hunt ↗ · 2026-09-14 Cached

FATHER is a Mac-based mission-control dashboard for teams using Vercel, offering real-time monitoring of traffic, deploys, uptime, and SEO, with alerts for build failures and secure local token storage.

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#devops

Pulsetic RUM

Product Hunt ↗ · 2026-09-14 Cached

Pulsetic is an all-in-one monitoring platform that tracks uptime, real user performance, and provides customizable status pages with instant alerts via multiple channels and integrations.

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#devops

The night 142 of my servers went up in the clouds Physically

Lobsters Hottest ↗ · 2026-09-13

A personal account of migrating servers to a physical cloud location, describing the challenges and experiences involved in cloud infrastructure operations.

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#devops

We built a Claude Code bug-fixing workflow in Slack that opens a PR and records a demo for review

Reddit r/AI_Agents ↗ · 2026-09-12

Archestra built a Claude Code bug-fixing workflow in Slack that triggers automated bug fixes, creates pull requests, and records demos for review, using a controller to manage development environments on GCP with Kubernetes.

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#devops

@learnk8s: This article reads the HPA as a proportional controller from control theory, showing why the deadband, high gain and sl…

X AI KOLs Timeline ↗ · 2026-09-12 Cached

This article analyzes Kubernetes Horizontal Pod Autoscaler (HPA) through control theory, explaining its behavior as a proportional controller and discussing trade-offs like deadband and slow response in autoscaling.

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#devops

@ClaudeDevs: Here's how our team uses Claude Tag for on-call: When an alert fires in Slack, Claude pulls metrics, diffs deploys, and…

X AI KOLs Following ↗ · 2026-09-11 Cached

A team uses Claude Tag for on-call operations, where it automatically pulls metrics, diffs deploys, and checks flags in Slack to identify issues and propose fixes for rapid approval and merge.

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#devops

@shcallaway: I am compulsively Terraforming EVERYTHING at Sazabi. - Google Workspace users, groups, perms - Google Drives - 1Passwor…

X AI KOLs Following ↗ · 2026-09-10 Cached

The author describes using Terraform to codify and version control company configurations across various services like Google Workspace, 1Password, and Slack, highlighting benefits for management and agent automation.

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#devops

@svpino: I quit a job after 6 months because I didn't want to be on call to fix whatever happened in the middle of the night. I …

X AI KOLs Following ↗ · 2026-09-10 Cached

The article discusses the challenges of on-call incident response and introduces incident.io's new 'Investigations' product, which uses AI to provide instant root-cause analysis and context, significantly speeding up resolution.

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#devops

Where should an AI agent’s spending authority actually live?

Reddit r/AI_Agents ↗ · 2026-09-10

The article discusses whether AI agents should have internal or external spending authority, advocating for external policy enforcement through tools like gateways to manage budgets across multiple agents.

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#devops

Every Millisecond Counts

Lobsters Hottest ↗ · 2026-09-09 Cached

This blog post details incremental optimizations to reduce ClickHouse query latency from over 85 seconds to sub-second, including changes to partition keys, join elimination, and aggressive merges.

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