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WHEN IS CODE SECURITY TOO LATE?
There's too much code being generated - and too many bottlenecks at the review and deploy stages. For security to work, it needs to make a big shift to the left.
Parse notes
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There's too much code being generated - and too many bottlenecks at the review and deploy stages. For security to work, it needs to make a big shift to the left.
OpenAI's Codex coding agent uses an "agent loop" that iteratively constructs prompts, interacts with the model, and executes tool calls like running commands or tests until a task is complete. Managing the growing conversation history and layered context is done through prompt caching and context window compaction to maintain performance. To support various interfaces, from CLIs to IDEs, OpenAI developed a bidirectional App Server protocol that encapsulates the core agent logic.
Slack's notification system had quietly become a mess due to four conflicting preference models, settings that didn't sync across devices, and no clean way to separate “show me activity” from “push me.” They rebuilt it from scratch into one unified model with a simple three-option structure and a single boolean controlling push, migrating millions of users without downtime using a read-time remapping strategy.
Hiring engineers based on framework knowledge is increasingly misguided as AI handles more implementation work. The traits that have always separated strong engineers are systems thinking, reasoning about tradeoffs, and clarifying problems before proposing solutions.
A dev's job isn't to write code. It's to solve problems, and the best engineers spend more time questioning requirements than typing. Code is a liability that needs to be maintained forever, so the real win is often writing less of it (or none at all).
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With Svix you no longer need to. Learn from Brex: [12] API teams know they need webhooks, but bandwidth and timing often push them out.
Starwind UI is a collection of beautiful, accessible components for Astro projects, styled with Tailwind CSS v4, providing a "shadcn-like" experience for Astro developers. It allows users to own and fully customize component source code directly.
OpenAI is acquiring Astral and its widely used open-source Python developer tools, such as uv, Ruff, and ty. This acquisition is intended to accelerate the growth of OpenAI's Codex, moving it beyond simple code generation to participate in the entire software development lifecycle.
Factory banned useEffect in their React codebase after production bugs convinced them it's more trouble than it's worth. Dependency arrays hide coupling, effect chains create race conditions, and it's the first thing AI agents reach for when they don't know what else to do. Almost every real useEffect use case has a better primitive: derive state inline, use a data-fetching library, put logic in event handlers, or use a key prop to force remounts.
As the first engineer on TLDR's new Applied AI team, you'll build AI agents to automate end-to-end workflows and lead our context engineering project to allow non-technical teammates create their own AI workflows. Learn more [18].
Developers should intentionally structure code using semantic and pragmatic functions and rigorous data models to maintain codebase quality and scalability while working with AI.
A solo iOS developer details how integrating AI as a development resource has absorbed the cognitive load of implementation, allowing him to shift his focus from coding mechanics to prioritizing product design and strategic thinking.
Modern web publishers deliberately create a hostile and frustrating experience with bloated pages, intrusive ads, and interruptions, ironically driven by metrics that prioritize user "engagement" over respect.
Google is introducing a new 24-hour "advanced flow" process to allow users to bypass upcoming developer verification requirements and sideload unverified Android apps.