Author: Samuel Alejandro

Workers AI has introduced a new JSON mode, allowing users to easily request and receive structured data directly from AI models. This enhancement simplifies data extraction and reduces the need for complex parsing of unstructured text responses, integrating seamlessly with the OpenAI SDK’s structured outputs API.

The core 2Africa infrastructure, the world’s longest open-access subsea cable system, has been completed. This monumental project aims to connect communities, foster economic growth, and enable digital experiences across Africa, Europe, and Asia, impacting billions of people through unprecedented scale and innovative engineering.

Developing robust conversational AI systems requires a structured approach to evaluation, treating it as an integral part of the development process. This article outlines a practical blueprint for evaluating large language models (LLMs) at scale, covering dataset curation, actionable metrics, platform setup, automated pipeline integration, and continuous improvement strategies. The methodology emphasizes rigorous testing and feedback loops to ensure accuracy, reliability, and quality control in AI deployments.

On November 18, 2025, Cloudflare experienced a significant network outage that disrupted core traffic delivery for its customers. The incident, which began at 11:20 UTC, was not a cyberattack but rather stemmed from an internal database permissions change. This change led to a critical “feature file” for the Bot Management system doubling in size, exceeding a software limit and causing widespread failures across the network. Services were largely restored by 14:30 UTC, with full functionality returning by 17:06 UTC.

CodeQL versions 2.23.7 and 2.23.8 have been released, introducing new security queries for Go and Rust, enhancing overall analysis accuracy, and providing updated framework support across multiple programming languages.

Managing encryption keys in multi-tenant SaaS environments can be complex and costly, especially when provisioning separate AWS KMS keys for each tenant and service. This article outlines a strategy to streamline multi-tenant encryption by utilizing a single customer managed key per tenant across various services, offering a scalable, secure, and cost-effective approach to key management.

Mozilla has expanded its .deb package offerings to include Firefox Developer Edition and Beta, providing Debian-based Linux users with enhanced performance, faster updates, and improved security. This follows the successful launch of the Nightly package and utilizes a new APT repository for easy installation.

A recent campaign highlighted the importance of online choice, particularly regarding browser selection. A survey of 8,000 adults across France, Germany, the UK, and the U.S. revealed a significant tension between individuals’ desire for digital privacy and the reality of limited control imposed by major technology platforms. Many feel frustrated by data tracking and AI training without consent, underscoring the need for technology to prioritize user agency and trust.

GitHub has introduced sub-issues, a new feature designed to streamline the management of complex projects by allowing users to break down larger tasks into smaller, interconnected components. This enhancement aims to improve organization, tracking, and collaboration within development workflows.

Waymo temporarily halted its ride-hailing service in San Francisco following a widespread power outage, as reports and videos indicated its self-driving cars were immobilized by non-functional traffic signals.