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Terraform - Automate migration from Cloudflare's Terraform v4 to v5 provider

We're excited to announce tf-migrate, a purpose-built CLI tool that simplifies migrating from Cloudflare Terraform Provider v4 to v5. v5 is stable and ready for production Terraform Provider v5 is stable and actively receiving updates. We encourage all users to migrate to v5 to take advantage of ongoing enhancements and new capabilities. Cloudflare uses tf-migrate to migrate our own infrastructure — the same tool we're providing to the community — ensuring the best possible migration experience

DeepSeek-V4: a million-token context that agents can actually use

Trip report: Node.js collaboration summit (2026 London)

Native OpenTelemetry metrics for Redis client libraries

When Redis server metrics look healthy but an application isn’t performing adequately (for instance, service time outs or p99 latency climbing for no obvious reason) the explanation is often not inside Redis at all. These symptoms frequently trace bac...

AI threats in the wild: The current state of prompt injections on the web

Posted by Thomas Brunner, Yu-Han Liu, Moni Pande At Google, our Threat Intelligence teams are dedicated to staying ahead of real-world adversarial activity, proactively monitoring emerging threats before they can impact users. Right now, Indirect Prompt Injection (IPI) is a top priority for the security community, anticipating it as a primary attack vector for adversaries to target and compromise AI agents. But while the danger of IPI is widely discussed, are threat actors actually exploiting

Winning a Kaggle Competition with Generative AI–Assisted Coding

In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and helped secure a first-place finish in a Kaggle playground... In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and helped secure a first-place finish in a Kaggle playground competition. Success in modern machine learning competitions is increasingly defined by how quickly you can generate, test, and iterate on ideas. LLM agents, combined with GPU acceleration, d

Beyond the Abyss Project Poseidon’s Quest for Zero-Downtime Reliability

In large-scale cloud environments, unpredictable hypervisor crashes carry real operational cost. While traditional reactive monitoring that relies on static thresholds and post-hoc alerts were once the industry standard, this monitoring misses the non-linear, stochastic signals that precede hardware failure. In an era where high availability is the norm, the transition from reactive observation to proactive decisions is an architectural necessity. This challenge has taken on new dimensions as D

Kubernetes v1.36: User Namespaces in Kubernetes are finally GA

After several years of development, User Namespaces support in Kubernetes reached General Availability (GA) with the v1.36 release. This is a Linux-only feature. For those of us working on low level container runtimes and rootless technologies, this has been a long awaited milestone. We finally reached the point where "rootless" security isolation can be used for Kubernetes workloads. This feature also enables a critical pattern: running workloads with privileges and still being confined in the