food-for-thought

Migrating from DigitalOcean to Hetzner: From $1,432 to $233/month With Zero Downtime

Code is run more than read

Five git commands that tell you where a codebase hurts before you open a single file. Churn hotspots, bus factor, bug clusters, and crisis patterns.

Gemma 4
31B IT

The omni-9 are Alibaba, Alphabet, Amazon, Apple, Huawei, Meta, Microsoft, Samsung, and Tesla

These 18 potential future arenas could yield a total of $29 trillion to $48 trillion in revenues and $2 trillion to $6 trillion in profits by 2040

What actually happens when you type a message into Claude Code? The agent loop, 40+ tools, multi-agent orchestration, and unreleased features, mapped straight from the source.

Chess in Pure SQL

1 Industrial and Commercial Bank of China 7,585.85 2 Agricultural Bank of China 6,979.43 3 China Construction Bank 6,204.37 4 Bank of China 5,248.22

1 Industrial and Commercial Bank of China 7,585.85 2 Agricultural Bank of China 6,979.43 3 China Construction Bank 6,204.37 4 Bank of China 5,248.22

101 Pandas Exercises for Data Analysis

This page collects architecture figures and fact sheets

Language models (LMs) often struggle to generate diverse, human-like creative content, raising concerns about the long-term homogenization of human thought through repeated exposure to similar outputs

# Try to read your SSH private key — denied by the kernel safehouse cat ~/.ssh/id_ed25519 # cat: /Users/you/.ssh/id_ed25519: Operation not permitted

single file of 200 lines of pure Python with no dependencies that trains and inferences a GPT.

What Claude Code Actually Chooses

Mass domestic surveillance.

Fully autonomous weapons

ASL-1 refers to systems which pose no meaningful catastrophic risk, for example a 2018 LLM or an AI system that only plays chess.ASL-2 refers to systems that show early signs of dangerous capabilities – for example ability to give instructions on how to build bioweapons – but where the information is not yet useful due to insufficient reliability or not providing information that e.g. a search engine couldn’t. Current LLMs, including Claude, appear to be ASL-2.ASL-3 refers to systems that substantially increase the risk of catastrophic misuse compared to non-AI baselines (e.g. search engines or textbooks) OR that show low-level autonomous capabilities.ASL-4 and higher (ASL-5+) is not yet defined as it is too far from present systems, but will likely involve qualitative escalations in catastrophic misuse potential and autonomy.

OIDC is functionally equivalent to "magic link" authentication.We send a secret to a place that only the person trying to identify themselves can access, and they prove that they can access that place by showing us the secret.

They just engraved the 32 layers of Llama 3.1 sequentially on a chip. Essentially, the model's weights are physical transistors etched into the silicon.

What Not To Write On Your Security Clearance Form

The loss scales as a power-law with model size, dataset size, and the amount of compute used for training

Modern CSS code snippets

1000 tokens per second