Curated river of news
Latest posts from blogs I follow
At Google I/O this week, the company announced the biggest change to Search in 25 years. The ten blue links? Gone. Instead, you get — first at times? soon always? — “generative UI”, an “intelligent search box” with custom interactive ...
Today I learned that collections.deque is implemented as a doubly-linked list of blocks. collections.deque I've written about the data structure deque from the module collections extensively. In particular, I wrote a deque tutorial with plenty of practical example use cases ...
As a Rust project grows in size, it can take a non-trivial amount of efforts to keep it in a clean state that will not impede your and your co-workers'
SIG-Etcd announces the availability of the first beta release of etcd v3.7.0. This new version of the popular distributed database and key Kubernetes component includes the long-requested RangeStream feature, as well as a refactoring and cleanup of multiple legacy components ...
A CLI and TUI to validate and run GitHub Actions locally.
Throwing shit at the wall. I'm the wall.
Topics covered in this episode: Using Django Tasks in production Co-authored with Claude? PyPI packages are increasing rapidly httpx2 Extras Joke See the full show notes for this episode on the website at pythonbytes.fm/480
I just got back from a three and a half week trip to Japan. It was the longest trip I have ever been on (aside from studying abroad in Germany, which felt different). I made the following wild circuit with ...
I visited a decades-old Go club in Barcelona!
I recently added tags to my blog using BERTopic and a mix of LLMs. You can see the tags in the sidebar to the right (or in the footer on mobile). I’ve done this before in 2023, with GGUF Mistral ...
Are these weeknotes? Yes they are! Will I do them again next week? Who knows! Sunday 10 May: Got home from hospital shift around 7:30pm. Exhausted, hangry. Walked into a...
i gave a little talk as closing keynote for the first AI Engineer Singapore. burned some bridges but said what i felt.
This week I'm talking with Matt Carey about Code Mode and how most of us have been thinking about MCP all wrong. Matt works on the Agents SDK and MCP at Cloudflare — we discuss how server-side Code Mode lets ...
This article was originally published with the wrong date. It was later republished, dated the 15th of May 2026. Kubernetes v1.36 introduces a new alpha counter metric route_controller_route_sync_total to the Cloud Controller Manager (CCM) route controller implementation at k8s.io/cloud-provider. This ...
Back in Kubernetes 1.28, we introduced the Mixed Version Proxy (MVP) as an Alpha feature (under the feature gate UnknownVersionInteroperabilityProxy) in a previous blog post. The goal was simple but critical: make cluster upgrades safer by ensuring that requests for ...
♩♪♫ ♬♩ ♪♩, ♫♬♪ ♩♫
The .spec.externalIPs field for Service was an early attempt to provide cloud-load-balancer-like functionality for non-cloud clusters. Unfortunately, the API assumes that every user in the cluster is fully trusted, and in any situation where that is not the case, it ...
Come find Justin in-person and get FAFOFM stickers!Devopsdays - Portland, OR - September 8-10. Get 20% off tickets with FAFOFMEdgecase - Gooiland Hilversum, NL - September 24Taloscon - Amsterdam, NL - October 15-16KCD UK - Edinburgh - October 19Kubecon NA ...
This week I'm talking with Adam Jacob, founder of System Initiative and creator of Swamp, about what happens when AI agents change the entire shape of software development. We discuss how he went from an 18-person team down to five ...
AI/ML and batch workloads introduce unique scheduling challenges that go beyond simple Pod-by-Pod scheduling. In Kubernetes v1.35, we introduced the first tranche of workload-aware scheduling improvements, featuring the foundational Workload API alongside basic gang scheduling support built on a Pod-based ...
"Is Rust a great fit for this project?" I get this question quite frequently so I think it's time to write down my thoughts if it can help to avoid
A TUI for managing chezmoi dotfiles.
Since its original implementation in the Linux kernel in 2018, Pressure Stall Information (PSI) has provided users with the high-fidelity signals needed to identify resource saturation before it becomes an outage. Unlike traditional utilization metrics, PSI tells the story of ...
Obs.js is a tiny inline script that helps you adapt your site to real-world network, battery, CPU, and memory conditions.
In compilers, static single information form (SSI) is a common extension to static single assignment form (SSA). It was introduced by C. Scott Ananian in 1999 in his MS thesis (PDF) 1. SSI extends your existing SSA intermediate representation by ...
What if your database worked more like Git? Every change captured as an immutable event you can replay, instead of a single mutating row that quietly forgets its own history. That's event sourcing, and Chris May is back on Talk ...
Topics covered in this episode: httpxyz one month in Learn concurrency - a deep dive into multithreading with Python pip 26.1 - lockfiles and dependency cooldowns Python 3.15 sentinal values from PEP 661 Extras Joke See the full show notes ...
Volume group snapshots were introduced as an Alpha feature with the Kubernetes v1.27 release, moved to Beta in v1.32, and to a second Beta in v1.34. We are excited to announce that in the Kubernetes v1.36 release, support for volume ...
No-Vary-Search lets HTTP caches ignore irrelevant query parameters such as UTM tags, while still keeping meaningful ones like product variants in the cache key.
One of the most important concepts I picked up designing and building Formula SAE racecars in college was systems thinking. A team could easily have "the best engine" or "the best suspension" or "the best controls" and get beat in ...
Dynamic Resource Allocation (DRA) has fundamentally changed how platform administrators handle hardware accelerators and specialized resources in Kubernetes. In the v1.36 release, DRA continues to mature, bringing a wave of feature graduations, critical usability improvements, and new capabilities that extend ...
Chrome 148 shipped this week, and in the release notes you’ll find one of the best things to happen to web performance in a long time: loading="lazy" for <video> and <audio> elements. Scott Jehl, an engineer at Squarespace focusing on ...
When OpenAI trained GPT-3, they didn't roll their own orchestration layer. They used Ray, an open source Python framework born out of the same Berkeley research lab lineage that gave us Apache Spark. And here's the twist: Ray was originally ...
As Kubernetes clusters grow to tens of thousands of nodes, controllers that watch high-cardinality resources like Pods face a scaling wall. Every replica of a horizontally scaled controller receives the full stream of events from the API server, paying the ...
You might know that I – with the generous help from Brandon Kelly on the Craft 5 version – wrote and maintain a Webmention plugin for Craft CMS. Today, I shipped version 1.3.0. It’s a security and abuse hardening release, ...
The cheapest way to learn is to learn from others, so I always take a day every week to see what other organizations are doing and how they are doing
Agentic engineering is the future. But it's still unclear which harness will win, if any. I've been hedging my bets by moving to a harness-agnostic system for AI skills so no matter the harness I use,...
Excel for your logs. Pipe in anything, wrangle it into columns.
In Kubernetes v1.36, Declarative Validation for Kubernetes native types has reached General Availability (GA). For users, this means more reliable, predictable, and better-documented APIs. By moving to a declarative model, the project also unlocks the future ability to publish validation ...
Forgive me, Reader. It’s been five months since my last vibe check. That’s a lot of ground to cover and it’s not possible to get into everything that happened. Like in real life conversations, instead of telling you how I’m ...
If you've ever tried to enforce a security policy across a fleet of Kubernetes clusters, you've probably run into a frustrating chicken-and-egg problem. Your admission policies are API objects, which means they don't exist until someone creates them, and they ...
For when I want a word count that ignores Markdown symbols
Topics covered in this episode: profiling-explorer Reverting the incremental GC in Python 3.14 and 3.15 VSCode AI Co-author defaults to on, then off django freeze Extras Joke See the full show notes for this episode on the website at pythonbytes.fm/478
Your container runs as root and has 18 CVEs. A Docker Captain's guide to hardening, Scout policies, DHI, Sandboxes, and what comes after Docker.