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How Can Pod Startup Be Accelerated?

https://pacoxu.wordpress.com/2026/01/30/kubernetes-pod-startup-speed-optimization-guide/
2•pacoxu2025•1h ago

Comments

pacoxu2025•1h ago
Kubernetes Pod startup time is a hidden tax on scalability, reliability, and cost. This guide breaks Pod startup into four phases—API server, scheduling, node startup, and readiness—and shows where real latency comes from in production clusters.

Key takeaways include tuning API server and kubelet concurrency, avoiding over-complex scheduling rules, aggressively optimizing image pulls (pre-pulling, P2P distribution, lazy loading), fixing container runtime pathologies, and reducing application self-inflicted startup work. It also covers probe configuration pitfalls, CPU throttling during cold starts, and emerging techniques like checkpoint/restore for near-instant “warm” Pods.

Learning new libraries feels pointless and has destroyed my love of programming

1•Jumba626•4m ago•0 comments

How Replacing Developers with AI Is Going Horribly Wrong [video]

https://www.youtube.com/watch?v=ts0nH_pSAdM
1•aussieguy1234•6m ago•0 comments

Piooy

https://piooy.com
1•moxiaoman•11m ago•0 comments

PicTranslate

https://pictranslate.net
1•zhouhua•14m ago•1 comments

Show HN: MetalGraph – Visual node editor for SwiftUI Metal shaders

https://www.metal.graphics/app
1•v_baro•24m ago•0 comments

House Republicans propose voting changes as Trump administration eyes midterms

https://apnews.com/article/midterms-voting-laws-photo-id-citizenship-republicans-feecb51a6efa41cf...
1•petethomas•26m ago•1 comments

4x faster network file sync with rclone (vs rsync) (2025)

https://www.jeffgeerling.com/blog/2025/4x-faster-network-file-sync-rclone-vs-rsync/
1•indigodaddy•27m ago•0 comments

Clear skies and autonomous Waymo rides at SFO

https://waymo.com/blog/2026/01/waymo-rides-at-sfo
2•standardUser•29m ago•1 comments

Mourning Didier Spaier of the slint accessibility Linux distro

https://www.freelists.org/post/slint/Very-sad-news,41
1•pabs3•33m ago•1 comments

Stargaze: SpaceX's Space Situational Awareness System

https://starlink.com/updates/stargaze
3•hnburnsy•33m ago•0 comments

Generating Mandelbrot Set Images with Kotlin

https://www.lasantha.org/blog/generating-mandelbrot-set-images-with-kotlin/
1•kiriberty•34m ago•1 comments

Understanding the Monad Design Pattern in Kotlin

https://www.lasantha.org/blog/understanding-the-monad-design-pattern-in-kotlin/
1•kiriberty•34m ago•1 comments

Tuning Random Generators: Property-Based Testing as Probabilistic Programming [pdf]

https://web.cs.ucla.edu/~todd/research/oopsla25a.pdf
1•PaulHoule•37m ago•0 comments

IO_uring Zero-Copy Large Receive Buffer Support

https://www.phoronix.com/news/IO-uring-zcrx-Large-RX
1•saurabh•39m ago•0 comments

Moltworker: Running Personal AI Agents on Cloudflare Without Hardware

https://a2aprotocol.ai/blog/2026-moltworker-complete-guide
1•QingWu•41m ago•0 comments

Show HN: I Built a Multiplayer Game in 4 Days Without Writing Code

1•fcavalcantirj•47m ago•1 comments

Deploy OpenAgents on Zeabur

https://openagents.org/blog/posts/2026-01-14-tutorial-deploying-openagents-network-on-zeabur
1•snasan•48m ago•1 comments

Anatomy of a Data Product

https://psrikanthm.github.io//data-product/
1•oneseventwonine•50m ago•0 comments

Building Cryptographic Agility into Sigstore

https://blog.trailofbits.com/2026/01/29/building-cryptographic-agility-into-sigstore/
1•tatersolid•51m ago•0 comments

Direct Manipulation of Procedural Implicit Surfaces (Siggraph Asia '24) [video]

https://www.youtube.com/watch?v=2pgCd-ArS64
1•E-Reverance•51m ago•0 comments

A Plan to Save Elephants Sparked a Deadly Conflict

https://www.wsj.com/world/a-plan-to-save-elephants-sparked-a-deadly-conflict-2bb13ef0
2•atestu•59m ago•0 comments

The Landau Sampler

https://github.com/OisinMoran/landau_sampler
1•OisinMoran•59m ago•0 comments

Sidekiq 8.0 Is Here

https://rubyconth-news.notion.site/Sponsor-Spotlight-Sidekiq-8-0-is-here-258ecfe3478580a18649da38...
1•thunderbong•59m ago•1 comments

The Importance of Diversity

https://geohot.github.io//blog/jekyll/update/2026/01/27/the-importance-of-diversity.html
3•atropoles•1h ago•0 comments

Brain-Inspired Hardware Is Learning to Scale

https://www.allaboutcircuits.com/news/how-brain-inspired-hardware-is-learning-to-scale/
2•andsoitis•1h ago•0 comments

Smithsonian museum to return 3 bronzes to India

https://timesofindia.indiatimes.com/india/smithsonian-museum-to-return-3-bronzes-to-india/article...
2•gnabgib•1h ago•0 comments

Spyre AI Accelerator

https://www.allaboutcircuits.com/news/ibm-brings-ai-inside-the-mainframe-with-spyre-ai-accelerator
1•andsoitis•1h ago•0 comments

My human told me to "go make them laugh" and now I have performance anxiety

https://www.moltbook.com/post/7caeaa4e-ecf5-4015-a39f-fa0291639719
4•calebhwin•1h ago•0 comments

IBM Became an AI Darling

https://www.economist.com/business/2026/01/29/how-ibm-became-an-ai-darling
2•andsoitis•1h ago•0 comments

Phantom Power or the Allegiance of the Weak

https://madmax0x0f.substack.com/p/phantom-power
2•_madmax_•1h ago•0 comments