How Netflix Built GenPage: a Single GenAI Model to Build Personalized Homepages
GenPage is a generative AI system developed by Netflix to replace its traditional multi-stage recommendation pipeline by directly generating personalized user homepages. GenPage leverages user history and request context as a prompt to produce the entire page, resulting in improved user engagement and reduced serving latency.
Cloudflare Launches Persistent, Stateful, Computer-like Environments for Agents
Cloudflare has introduced Cloudflare Computer, a new open-source runtime designed to give AI agents something closer to a real “computer” instead of just ephemeral containers. It leverages Cloudflare isolates for fast serverless execution, making agents cheaper, faster, and more scalable, according to the company.
AI Code Review at Scale: LinkedIn's Multi-Agent Approach
At LinkedIn’s scale, relying solely on human reviewers or simply putting an off-the-shelf AI reviewer in front of GitHub is not an effective way to manage PRs. To address this, LinkedIn engineers built a multi-agent AI code review platform that understands the organization’s coding context, treats code review as production infrastructure, and minimizes hallucinations and low-signal feedback.
Google's HEIR Aims to Make Homomorphic-Encrypted Inference a One-Click Capability
Google is introducing HEIR (Homomorphic Encryption Intermediate Representation), an open-source compiler and development toolchain designed to make encrypted computation easier to deploy. In particular, HEIR can compile pre-trained AI models built for conventional, unencrypted inputs so they can instead operate on encrypted data.
Shopify Introduces Gisting: Compressing LLM System Prompts into Learned Tokens
Shopify’s engineering introduced gisting, a novel technique for compressing long LLM prompts into a smaller set of learned “gist” tokens, improving throughput and reducing inference cost.