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AEO IN PRACTICE: HOW WEBFLOW HAS ADAPTED TO AI SEARCH
You can't afford to ignore LLMs. Your SEO playbook is still relevant - but it needs a version update, pronto.
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Sponsored
You can't afford to ignore LLMs. Your SEO playbook is still relevant - but it needs a version update, pronto.
Blocky Planet is a tech demo created in Unity that maps Minecraft's cubic voxels onto a spherical, procedurally generated planet with destructible blocks. The project explores the unique design challenges of creating a spherical Minecraft-like game, focusing on mapping a 2D grid onto a 3D sphere while preserving block width.
Multi-agent frameworks for LLM agents aren't great, as they have disappointing performance and fragility. Instead, a "Context Engineering" approach is better, where it's needed to share full agent traces to maintain context and avoid conflicting decisions. For the best agentic experience, start with a single-threaded linear agent for simplicity and later incorporate a new LLM to compress history for longer contexts.
"Customer Obsession" in Amazon's Leadership means anticipating customer needs rather than solely fulfilling stated requests, building fundamental tools rather than just reacting to customer demands. The "Ownership" principle is too narrow - Amazon should prioritize the broader technological ecosystem and break down internal silos to improve collaboration.
When building an AI data analyst, text-to-SQL is insufficient for real-world user needs. This dev created a multi-agent, research-oriented system using a semantic layer, like Malloy, to encode business context and reduce SQL complexity. Retrieval should be treated as a recommendation problem, optimized for precision and recall, and prompts and reasoning traces should be treated as company assets.
Ripple is an experimental TypeScript UI framework that aims to combine the best features of React, Solid, and Svelte. It prioritizes a JS/TS-first approach with its own `.ripple` extension, allowing for a superset language that complements TypeScript and JSX.
Obs.js is a JavaScript library that improves web performance by adapting websites to users' network conditions and battery status. It uses the Navigator and Battery APIs to gather contextual information, adding CSS classes to the `html` element and exposing data via the `window.obs` object. This allows developers to conditionally load assets or disable features based on the user's environment, optimizing the experience for both high and low-resource devices.
Go 1.25 introduces container-aware GOMAXPROCS defaults that automatically adjust based on container CPU limits rather than total machine cores, helping avoid throttling issues that can impact application performance. Previously, Go applications in containers would often try to use more CPU than allowed by container limits, causing the Linux kernel to throttle execution and increase tail latency. The new default sets GOMAXPROCS to match the container's CPU limit when it's lower than the total core count, providing better out-of-the-box behavior for containerized workloads.
Good LLM KPIs should provide directional signals tied to product outcomes across three key areas: reliability, cost efficiency, and user experience. This article goes over 10 core metrics to track, including agent traffic volume, LLM generation counts by model, and other performance indicators that help quickly surface issues like token spikes, slow responses, or model failures before they impact users.
Anthropic analyzed approximately 74,000 conversations from higher education professionals using Claude AI and found that educators are using AI tools both in and out of classrooms, saving an average of 5.9 hours per week. The most common uses include developing curricula (57% of conversations), conducting academic research (13%), and assessing student performance (7%), with educators often automating routine administrative tasks. AI is also used as a partner for creative work that needs a lot of context.
Vercel proposes using `script type="text/llms.txt"` within HTML to embed instructions directly for AI agents, enabling them to understand how to access protected content or utilize platform-specific services like MCP servers.
Google's AI erroneously fabricated a story about Benn Jordan uploading a controversial video about his nonexistent trip to Israel, conflating him with a Newsmax commentator.
This guide outlines the configurations and solutions necessary for successfully self-hosting Next.js applications at scale.
Developers should prioritize simple, easily changeable code over complex code that can make maintainability harder.