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AI & ML — Why we're rethinking cache for the AI era

Why we're rethinking cache for the AI era

The explosion of AI-bot traffic, representing over 10 billion requests per week, has opened up new challenges and opportunities for cache design. We look at some of the ways AI bot traffic differs from humans, how this impacts CDN cache, and some early ideas for how Cloudflare is designing systems to improve both the AI and human experience.

AWAvani Wildani, SulemanAvani Wildani, Suleman·April 2, 2026AI & ML
AI & ML — Harness engineering for coding agent users

Harness engineering for coding agent users

To let coding agents work with less supervision, we need ways to increase our confidence in their result. As software engineers, we have a natural trust barrier with AI-generated code - LLMs are non-deterministic, they don't know our context, and they don't really understand the code, they think in tokens. This article explores a mental model that brings together emerging concepts from context and

BBBirgitta Böckeler·April 2, 2026AI & ML
AI & ML — Meta Adaptive Ranking Model: Bending the Inference Scaling Curve to Serve LLM-Scale Models for Ads

Meta Adaptive Ranking Model: Bending the Inference Scaling Curve to Serve LLM-Scale Models for Ads

Meta continues to lead the industry in utilizing groundbreaking AI Recommendation Systems (RecSys) to deliver better experiences for people, and better results for advertisers. To reach the next frontier of performance, we are scaling Meta’s Ads Recommender runtime models to LLM-scale & complexity to further a deeper understanding of people’s interests and intent. This increase […]

CWChris Wiltz·March 31, 2026AI & ML
AI & ML — Updates to GitHub Copilot interaction data usage policy

Updates to GitHub Copilot interaction data usage policy

From April 24 onward, interaction data—specifically inputs, outputs, code snippets, and associated context—from Copilot Free, Pro, and Pro+ users will be used to train and improve our AI models unless they opt out.

MRMario RodriguezMario Rodriguez·March 25, 2026AI & ML
AI & ML — Friend Bubbles: Enhancing Social Discovery on Facebook Reels

Friend Bubbles: Enhancing Social Discovery on Facebook Reels

Friend bubbles in Facebook Reels highlight Reels your friends have liked or reacted to, helping you discover new content and making it easier to connect over shared interests. This article explains the technical architecture behind friend bubbles, including how machine learning estimates relationship strength and ranks content your friends have interacted with to create more […]

CWChris Wiltz·March 18, 2026AI & ML
AI & ML — Implementing Hybrid Semantic + Lexical Search

Implementing Hybrid Semantic + Lexical Search

Semantic search alone wasn't good enough. Here's how I improved search on kentcdodds.com through three rounds of iteration with Cursor and GPT-5.4, each time learning something that the previous design missed.

KCKent C. DoddsKent C. Dodds·March 16, 2026AI & ML
AI & ML — Human Strategy In An AI-Accelerated Workflow — Smashing Magazine

Human Strategy In An AI-Accelerated Workflow — Smashing Magazine

UX design is entering a new phase, with designers shifting from makers of outputs to directors of intent. AI can now generate wireframes, prototypes, and even design systems in minutes, but UX has never been only about creating interfaces. It’s about navigating ambiguity, advocating for humans in systems optimised for efficiency, and solving their problems through thoughtful design.

CWCarrie WebsterCarrie Webster·March 6, 2026AI & ML
AI & ML — Helping YOU ask ME questions with AI

Helping YOU ask ME questions with AI

Here's how I've made it easier for you to call into the Call Kent podcast without having to record yourself and also make yourself anonymous using AI.

KCKent C. DoddsKent C. Dodds·February 24, 2026AI & ML
AI & ML — RCCLX: Innovating GPU Communications on AMD Platforms

RCCLX: Innovating GPU Communications on AMD Platforms

We are open-sourcing the initial version of RCCLX – an enhanced version of RCCL that we developed and tested on Meta’s internal workloads. RCCLX is fully integrated with Torchcomms and aims to empower researchers and developers to accelerate innovation, regardless of their chosen backend. Communication patterns for AI models are constantly evolving, as are hardware […]

CWChris Wiltz·February 24, 2026AI & ML
AI & ML — Why demand for designers is on the rise

Why demand for designers is on the rise

Our latest study suggests that AI is driving renewed momentum in design hiring. We unpack why that is, what hiring managers prioritize, and which skills designers need to get ahead.

AHAndrew Hogan·February 10, 2026AI & ML
AI & ML — Pick your agent: Use Claude and Codex on Agent HQ

Pick your agent: Use Claude and Codex on Agent HQ

Claude by Anthropic and OpenAI Codex are now available in public preview on GitHub and VS Code with a Copilot Pro+ or Copilot Enterprise subscription. Here’s what you need to know and how to get started today.

MRMario RodriguezMario Rodriguez·February 4, 2026AI & ML