AMD’s Ryzen 9 9950X3D2 Dual Edition crams 208MB of cache into a single chip
For about four years now, AMD has offered special “X3D” variants of its high-end desktop processors with an extra 64MB of L3 cache attached, an addition that disproportionately benefits games. AMD calls this “3D V-Cache” because it stacks the cache directly on top of (for Ryzen 5000 and 7000) or beneath (for Ryzen 9000) the […]
Don’t YOLO your file system
This is not hypothetical. People are already reporting lost files, emptied working trees, and wiped home directories after giving AI tools ordinary machine access. There’s a gap between giving an agent your real account and stopping everything to build a container or VM. jai fills that gap. One command, no images, no Dockerfiles — just […]
DOJ confirms FBI Director Kash Patel’s personal email was hacked
The group, which Western researchers believe is “one of several personas used by Iranian government cyberintelligence units,” opposes US support for Israel, Reuters reported. Their cyberattacks on US entities followed a major military attack from the US and Israel that killed Iran’s Supreme Leader Ayatollah Ali Khamenei. In their press release, the DOJ quoted from […]
If you don’t opt out by Apr 24 GitHub will train on your private repos
Pro tip: sign up for the business/enterprise version when reasonable in price. I do this with Google Workspace. You can also do it with GitHub. (Google doesn’t train on Workspace, Github doesn’t train on business customers, etc) This headline is false; it will not go take your private repos and dump them into a training […]
Velxio 2.0 – Emulate Arduino, ESP32, and Raspberry Pi 3 in the Browser
Live at velxio.dev A fully local, open-source multi-board emulator. Write Arduino C++ or Python, compile it, and simulate it with real CPU emulation and 48+ interactive electronic components — all running in your browser. 19 boards · 5 CPU architectures: AVR8 (ATmega / ATtiny), ARM Cortex-M0+ (RP2040), RISC-V RV32IMC/EC (ESP32-C3 / CH32V003), Xtensa LX6/LX7 (ESP32 […]
The telnyx packages on PyPI have been compromised
The SafeDep blog reports that compromised versions of the telnyx package have been found in the PyPI repository: Two versions of telnyx (4.87.1 and 4.87.2) published to PyPI on March 27, 2026 contain malicious code injected into telnyx/_client.py. The telnyx package averages over 1 million downloads per month (~30,000/day), making this a high-impact supply chain […]
Make macOS consistently bad (unironically)
Alongside the various bugs you get, one of the issues of upgrading to MacOS 26 is that it has one of the most notorious inconsistency issues in windows corners. I’m not sure what exactly pushes product designers to like the excessive roundness1. One of the ugliest roundness examples I’ve ever seen is the current one […]
Vibe-Coded Ext4 for OpenBSD
A number of projects have been struggling with the question of which submissions created by large language models (LLMs), if any, should be accepted into their code base. This discussion has been further muddied by efforts to use LLM-driven reimplemention as a way to remove copyleft restrictions from a body of existing code, as recently […]
Telnyx package compromised on PyPI
This morning’s telnyx compromise is the latest move in what is now a weeks-long TeamPCP supply chain campaign crossing multiple ecosystems. Trivy. Checkmarx. LiteLLM. And now Telnyx on PyPI, uploaded hours ago at 03:51 UTC on March 27. The pattern is consistent: steal credentials from a trusted security tool, use those credentials to push malicious […]
Telnyx Python SDK: Supply Chain Security Notice
Summary On March 27, 2026 at 03:51:28 UTC, two unauthorized versions of the Telnyx Python SDK were published to PyPI: versions 4.87.1 and 4.87.2. Both versions contained malicious code. Both were quarantined by 10:13 UTC the same day. This incident is part of a broader supply chain campaign that has also affected Trivy, Checkmarx, and […]