Signal from the frontier of AI and Quantum.
aiqbench curates what actually matters in artificial intelligence and quantum computing — the research, the products, the benchmarks, and the skills — so you can stay ahead without drowning in the feed. Measured, not promised.
Our mission
Make the frontier legible.
AI and quantum computing move faster than any one person can follow. We read the firehose so you don't have to — filtering hype from substance, tracking the numbers that matter, and turning the noise into something you can actually use.
Right now
Real numbers, read at the moment this page was built
- stories today
- 115
- boards synced today of 53
- 51
- learners this week
- 0
- median ingest → take
- 276min
- takes written today
- 102
- publishers today
- 23
- insights published
- 3,543
- model profiles
- 733
Read from the database at 13:12 UTC · regenerates every 5 minutes
How a story moves
Four stages, each one measured
1Ingest115 stories todaylast run 16 min ago
Every five minutes the worker reads 200+ RSS feeds, deduplicates across sources, and keeps only what respects each publisher's licence tier and robots.txt. Publish dates come from the feed or the page, never from the clock.
2Classify102 of today's stories classified so farlast run 16 min ago
A local model sorts each story into one of ten categories across AI and quantum, in batches of 40 per cycle. Stories are visible before they are classified; the label follows within the hour.
3Take102 takes written todaylast run 16 min ago
The same model writes the aiqbench take: what the story means, in a few sentences, from the article and related coverage. It is labelled as ours and is never the publisher's words.
4DigestNo edition published yet todaylast run 16 min ago
Once a day the worker selects the stories with the most reader signal and coverage, caps each source, and writes the one-paragraph day summary that opens the front page.
Trust
What we take, what we never touch
Four licence tiers decide what we store and show. The model writes takes and summaries; it never rewrites a publisher's text. Every rule is on one page, with the column or flag behind it.
Read the trust pageHow we're different
Built on a few firm principles
One number, one source
Every benchmark links back to its origin. We never blend scores into a composite that hides how it was made.
Curated, not scraped blindly
We respect publisher licenses and robots.txt, strip site chrome, and keep only what reads like real reporting.
Focused on two frontiers
AI and quantum computing — and the place where they meet. Depth over breadth, always.
Substance over hype
We optimize for what changes the field, not what trends for an afternoon.
Ready to explore the frontier?
Dive into today's most important developments in AI and quantum computing.
Start with the news