💥 Explore this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: If you have ever had a long coding session in a coding agent like Pi, Claude Code, or Codex, you will have triggered a compaction. In this post we explain how compaction works and when Pi needs to compact. An LLM conversation Large language models (LLMs) have limited context windows. The context window is what the model can "see" while producing a response. The transformer architecture used by LLMs limits how much input they can process. The input for a coding agent session includes all…
✨ Read this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: systemd version the issue has been seen with 257.9 Used distribution Debian 13 Linux kernel version used 6.12.57+deb13-amd64 Component systemd-journald Expected behaviour you didn't see Log writes should be within order of magnitude of syslog Unexpected behaviour you saw VM doing ~50 IOPS when writing 2 lines of log per second Steps to reproduce the problem this is exactly same issue #15292 that was closed without good reason Step 1. Use journald in mode where it writes to hard drive. The FS is XFS Step…
💥 Discover this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: In 1931, the Austrian logician Kurt Gödel pulled off arguably one of the most stunning intellectual achievements in history. Mathematicians of the era sought a solid foundation for mathematics: a set of basic mathematical facts, or axioms, that was both consistent — never leading to contradictions — and complete, serving as the building blocks of all mathematical truths. But Gödel’s shocking incompleteness theorems, published when he was just 25, crushed that dream. He proved that any set of axioms you could posit as a possible…
🔥 Discover this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Another example. I was migrating my personal website from one framework to another, and Claude wrote a script that did it. But it was very hard to review: I wasn't familiar with the new framework, and all I could say was “I guess that looks about right.” So I asked Claude to make me a video game — a command center where I do the port myself, step by step, watching the visible effects and the file tree evolve. It produced a UI where I…
💥 Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: With Ultrafast, researchers and engineers can reserve their attention for going deep on select problems that matter most, while continuing to use Standard processing for parallelizing commodity tasks. Cerebras is excited to power the next wave of AI innovation, raising the ceiling for what individuals and organizations can accomplish with responsive AI.Breakneck Speed is Enabled by Breakthrough InnovationGPT-5.6 Sol on Ultrafast mode is powered by Cerebras’ revolutionary Wafer-Scale Engine architecture, purpose-built for frontier AI workloads. Fast frontier inference is a data movement problem: on GPUs,…
💥 Discover this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: The Interactions API is now generally available. We recommend using this API for access to all the latest features and models. Send feedback Gemini 3.7 Flash is the next iteration in the Gemini 3 series of highly-capable, natively multimodal, reasoning models. Documentation Visit the Latest model page for full coverage of features and capabilities. gemini-3.7-flash Send feedback Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License.…
🚀 Check out this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: When I first downloaded the McDonald’s app years ago, I signed up for its loyalty program hoping to get better deals. Why not get some cheap french fries? While I understood that this would entail some type of data tracking, I didn’t grasp how the information would be used to algorithmically predict my next purchase.As a California resident, I have the legal right to access the data a company stores about me. So, I decided to request that information from McDonald’s to better understand…
✨ Explore this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: The European Union AI Act will begin to be enforceable in August 2026, one month from now. One of the biggest new requirements is Article 50, which requires all AI outputs to be “detectable as artificially generated”. In other words, if LLM providers want to do business in the EU, they will have to apply a watermark to their outputs: some hidden signature that can be used to identify AI content. LLM text watermarking is a fascinating problem. Like the best engineering problems, it is…
🔥 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: With clusters provisioned, reconciled with Oxide, and reachable from outside their VPCs, storage for stateful workloads became the next layer to address. Kubernetes users request persistent storage through PersistentVolumeClaim objects and expect a Container Storage Interface (CSI) driver to create, attach, and mount the underlying volumes. Oxide had disks, but Kubernetes had no native way to manage their lifecycle.Without an Oxide CSI driver, customers could deploy a third-party Kubernetes storage system such as Longhorn. Longhorn provides its own CSI driver and replicates data across disks…
✨ Explore this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: We just launched a partnership with OpenRouter that lets us offer two new pieces of functionality: First, your projects can use any model on OpenRouter through our AI Gateway. That means that if your own web app offers AI inference-based features to your end users, you now have a much wider selection of models to fit any task and budget. Second, we’re extending the selection of frontier coding models available for use via Agent Runners. Agent Runners is the chat prompt box you get within…