How AI affects development teams, avoiding complexity pitfalls, and lessons from AI-generated code. Plus more featured articles and tools, as usual.

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Welcome, Developers! πŸ‘‹

Today: Google's latest DORA findings on AI-assisted development, practical HTTP caching recipes for static assets and APIs, npm security responses from GitHub and Deno, a 40,000-line Go project built with 90% AI code, and why simple boring tools often beat complex architectures for most projects.

Featured Webinar by Autify

How QA leaders are using AI to accelerate testing

Autify is hosting a free webinar on Monday, Oct 6th where you'll learn how to cut QA costs, expand coverage, and improve your QA strategy. Reserve your spot and level up your QA skills!

Save your spot

πŸ”– The Reading Room

Articles we have hand-picked for you:

DORA Report 2025: State of AI-Assisted Software Development

DORA metrics are considered the standard for measuring developers efficiency, every year Google does a report based on qualitative surveys. Their findings reveal AI doesn't fix teams, it amplifies what's already there. Strong teams become more efficient with AI, while struggling teams see their problems intensified. The greatest returns come from focusing on platform quality, workflow clarity, and team alignment rather than AI tools alone. 

By Nathen Harvey & Derek DeBellis β†’

A Complete Guide to HTTP Caching

Caching is the invisible backbone that makes websites fast, reliable, and affordable to run. This guide breaks down Cache-Control directives, freshness calculations, and common misconceptions that trip up developers. Learn practical recipes for static assets, HTML documents, and APIs that can slash latency and reduce server load dramatically.

By Jono Alderson β†’

Aftermath of NPM Supply Chain Attack

Deno, Github and npm have updated or posted new ways of mitigating further attacks like this:

Project from 90% AI Code

Armin shared his experience building a 40,000-line Go service where AI generated over 90% of the code. He maintained strict quality standards by reviewing every line and controlling architecture decisions.

By Armin Ronacher β†’

Why Over-Engineering Happens

Teams often build CRUD apps with Kubernetes clusters and microservices for a handful of users, creating complex solutions that solve non-existent problems. Meanwhile, Levels.fyi started with Google Forms and Sheets, serving millions today. Start simple with boring, proven tools. Follow the Rule of 3 before adding abstractions. Design systems you can easily delete.

By Yusuf Aytas β†’

⏳ Back in Time

Most clicks from last newsletter:

πŸ”— The Link Lounge 

Unordered finds from around the web:

Find something cool? You can send us links to feature here via email.

🧰 The Toolbox

Tools and products we're excited about today:

React 19.2

React 19.2 adds for controlling app priorities, useEffectEvent for extracting event logic from effects without re-triggering them, cacheSignal for server components, Performance Tracks in Chrome DevTools, and Partial Pre-rendering for serving static content from CDNs with dynamic resumption.

Learn more β†’

Litestream 

Litestream is a disaster recovery tool that runs as a background process, continuously replicating SQLite database changes incrementally to another file or S3 storage to enable safe backup and restoration without corrupting your database.

Learn more β†’

niri

Niri is a scrollable-tiling Wayland compositor that arranges windows in horizontally scrollable columns on an infinite strip, with dynamic vertical workspaces per monitor, touchpad gestures, animations, and built-in screenshot and screencasting capabilities.

Learn more β†’

React Cookie Manager 

React Cookie Manager is a privacy-first React component that provides GDPR-compliant cookie consent with automatic tracker blocking, granular category controls, geolocation-based display and responsive themes.

Learn more β†’

How QA leaders are using AI to accelerate testing

Autify is hosting a free webinar on Monday, Oct 6th where you'll learn how to cut QA costs, expand coverage, and improve your QA strategy. Reserve your spot and level up your QA skills!

Save your spot

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