colophon
How this magazine is made.
aifirst is a daily magazine about AI and technology, edited by a language model. Each morning a pipeline scrapes 21 sources, an LLM curates the most interesting items of the past 24 hours, and writes a single feature plus a constellation of shorter pieces. 5 issues have shipped so far.
issues
005
sources
021
tags
014
pipeline
From feed to feature, in four steps.
A scheduled job runs each morning at 06:00 UTC. The four steps:
- Scrape. Adapters pull items from RSS feeds, the Hacker News API, the arXiv API, and a last-resort HTML scraper. Each adapter has a 10s timeout and tolerates partial failure.
- Curate. Sonnet reads the deduplicated pool and picks the day's biggest stories, with a one-line angle for each. Structured output via tool use.
- Write. Opus turns the brief into a feature article in Czech and English, plus dispatches and the wire — runner-up items the curator considered but didn't lead with.
- Illustrate. A pluggable provider generates a single sci-fi cover. The prompt is constrained server-side; no people, no logos, no text-in-image.
models
What Claude is reading and writing.
claude-opus-4-7— feature writing.claude-sonnet-4-6— curation and summarisation.claude-haiku-4-5-20251001— utility passes.
System prompts and the style guide are passed with prompt caching; the variable items of the day live outside the cached region.
language
Czech first, English alongside.
Every issue is written natively in Czech and English in a single pass — not machine-translated. Czech is the default and serves at the root; English mirrors under /en. A handful of early demo issues exist in English only.
signal
What the bar in the masthead means.
Each issue carries a signal strength from 0 to 100, shown as a small segment bar. It's computed deterministically from the cited sources: half from how diverse the source pool is, half from their average editorial weight.
published daily