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Series about Scalability

https://steinacker.name/serien/skalierbarkeit/
1•gsteinacker•1h ago

Comments

gsteinacker•1h ago
I am currently planning a somewhat ambitious series of articles on scalability.

In the next couple of weeks and months, I am planning to write about 12–14 articles, as well as a few side notes that will delve deeper into specific topics. I’ll cover everything from a single service instance to distributed systems and the available resources and methods, as well as how to scale the organisation building the systems. After all, the same mechanisms that apply to technical systems can also be applied to development teams. To kick off the series, I’ll share a true story: An enterprise portal started displaying error pages with just 50 concurrent users. https://steinacker.name/articles/fifty-users/

The first substantive section reminds us of a fundamental concept from computer science studies: Little's Law. Here, I’d like to demonstrate a practical application of the law and, incidentally, explain how to avoid the unnecessary provision of service instances when the issue is actually just a configuration problem. https://steinacker.name/articles/littles-law-in-practice/

The first diversion in this series is an article about caching. It explains why caching is mostly a solution for performance issues rather than scalability issues. https://steinacker.name/digressions/zipfs-law-en/

Skip the TSA Line: Where to Find Travel by Bus, Train, and Boat

https://www.wired.com/story/skip-the-tsa-line-where-to-find-travel-by-bus-train-and-boat/
1•joozio•23s ago•0 comments

Building Tanks While the Ukrainians Master Drones

https://www.theatlantic.com/national-security/2026/03/who-needs-tanks-age-drones/686540/
1•PanMan•1m ago•0 comments

ICE Agents Frustrate Airport Workers as Shutdown Drags On

https://www.wired.com/story/ice-agents-frustrate-airport-employees-as-shutdown-drags-on/
1•joozio•2m ago•0 comments

The Download: the internet's best weather app, and why people freeze their brai

https://www.technologyreview.com/2026/03/27/1134755/the-download-best-weather-forecasting-app-why...
1•joozio•4m ago•0 comments

Shoofly – intercepts your AI agent's tool calls before they execute

https://shoofly.dev
2•evanvuckovic•4m ago•1 comments

GLM 5.1 Is Out

https://old.reddit.com/r/LocalLLaMA/comments/1s51id3/glm_51_is_out/
2•morenatron•5m ago•0 comments

Do you need Forward Deployed Engineers?

https://www.aienablementinsider.com/p/do-you-really-need-forward-deployed-engineers
2•dylancollins•5m ago•0 comments

Telnyx Python SDK: Supply Chain Security Notice

https://telnyx.com/resources/telnyx-python-sdk-supply-chain-security-notice-march-2026
3•KomoD•6m ago•0 comments

A real-time HUD (heads-up display) for OpenClaw power users

https://github.com/just-claw-it/claw-hud
2•just-claw-it•7m ago•0 comments

Has Anyone Tried Deerflow?

https://github.com/bytedance/deer-flow
2•udayan_w•7m ago•0 comments

Chats with sycophantic AI make you less kind to others

https://www.nature.com/articles/d41586-026-00979-x
3•jyunwai•7m ago•0 comments

Show_HN: ClawHub Skills Benchmarking – Find Bugs, Drift, and Slowdowns

https://github.com/just-claw-it/claw-bench
2•just-claw-it•8m ago•0 comments

We broke 92% of SHA-256 – you should start to migrate from it

https://stateofutopia.com/papers/2/we-broke-92-percent-of-sha-256.html
4•logicallee•9m ago•1 comments

Stephen Wolfram and Matt Mullenweg Talk About AI [video]

https://www.youtube.com/watch?v=T_tALmMq7Ok
2•chilipepperhott•9m ago•0 comments

Show HN: Control Codex via WhatsApp using a Codex plugin

https://github.com/abuiles/codex-whatsapp-relay
2•abuiles•14m ago•0 comments

Prompt Repetition Improves Non-Reasoning LLMs

https://arxiv.org/abs/2512.14982
3•wslh•15m ago•0 comments

Stop Embedding Your Corpus Blindly

https://decompressed.io/learn/sample-first-rag
2•zacole•18m ago•0 comments

Toolcast – Turn any API into an AI agent tool with one command

https://github.com/Djsand/toolcast
2•Djsand•19m ago•0 comments

US warns EU to pass trade deal or risk losing 'favourable' access to LNG

https://www.ft.com/content/6bf153e4-11af-44d5-9d1c-48b5c7ad26ef
5•geox•21m ago•1 comments

Pkgmirror: self-host your own Zig mirror

https://devlog.hexops.org/2026/announcing-pkgmirror/
2•emidoots•21m ago•0 comments

Reasoning-Based Personalized Generation for Users with Sparse Data

https://arxiv.org/abs/2602.21219
2•PaulHoule•24m ago•0 comments

OpenCode-LLM-proxy – use any OpenCode model via OpenAI/Anthropic/Gemini API

https://github.com/KochC/opencode-llm-proxy
2•kochc•24m ago•2 comments

Show HN: Build AI Trading Agents in Cursor/Claude with an MCP Server

https://financialdata.net/mcp-server
2•financial-data•24m ago•0 comments

Anthropic throttles Claude subscriptions to meet capacity

https://www.infoworld.com/article/4151196/anthropic-throttles-claude-subscriptions-to-meet-capaci...
2•ceejayoz•25m ago•1 comments

More AI-Generated Slop (2026)

https://www.dotnetperls.com/2026_3_24_more-ai-generated-slop
2•speckx•25m ago•0 comments

Some uncomfortable truths about AI coding agents

https://standupforme.app/blog/some-uncomfortable-truths-about-ai-coding-agents/
3•borealis-dev•32m ago•0 comments

Show HN: Open-Source Animal Crossing–Style UI for Claude Code Agents

https://github.com/outworked/outworked/releases/tag/v0.3.0
8•ZeidJ•39m ago•2 comments

Show HN: We built Cursor, but for data transformations (open source)

https://github.com/zipstack/visitran
3•naren87•41m ago•0 comments

Show HN: Solution for Prompt Injection of AI Agents

https://github.com/safe-agentic-world/nomos
3•prudhvinomos•41m ago•0 comments

Scrolling Forward, Sliding Backward: Social Media Threatens Democracy

https://www.mdpi.com/2076-0760/15/2/143
3•PaulHoule•42m ago•0 comments