research.arnao.ai — a living research instrument Self-improvement agent online · last pass 06:14
LEGEND
A research topic, set in type as a living infographic — it redraws itself as the field moves, and the whole plate is one thing you can send.
Topic memory · 24 sources · 6 facets Weighted by authority × recency × corroboration · sources: arXiv · lab papers · podcasts · X/Bluesky · Byron's notes
LEGEND · Plate 01
The state of the field · auto-composed

Everyone is racing to give models a memory. Almost no one agrees on what it should be allowed to keep.

Six camps are pulling the word "memory" in different directions — from test-time architectures to the right to be forgotten. This plate ranks what's actually load-bearing right now, and where the argument is heating up fastest.

Read byFrontier-lab research leads andHyperscaler platform CTOs andResponsible-AI leadership
The six camps, ranked by what's load-bearing right now authority mass = Σ(source weights) · recomposes live as you filter or the agent learns
The graph beneath — every one of 24 sources, weighted & linked, the substrate this infographic is composed from
Showing 24 / 24 sources · 6 facets

Weighting legend

lower weight
corroborated, cited
load-bearing consensus
weight = authority × recency × corroboration. Node size and ring glow track the score; faint links show which source leans on which.

Source key

arXiv / lab paper
podcast / talk
X / Bluesky voice
Byron's own note

Facets click to isolate

What changed overnight

  • New
    Titans: Learning to Memorize at Test Time indexed — corroborated by 4 later papers, entered Architecture at high weight.
  • Trend
    Memory Safety & Privacy is now the fastest-rising facet: share of new sources up 3.1× since April.
  • New voice
    Abeba Birhane added to the Safety cluster — dataset-memorization audit thread, corroborates Mitchell.
  • Reweight
    Biological Analogy down-weighted (recency decay); Unlearning benchmarks up on fresh corroboration.
Pass #61 · 06:14 · +3 sources · 2 reweights · 1 trend

Trend — where the argument is moving

Share of new sources by facet, Feb → Jul
Sharing context, but as a graph.
Clip the plate exactly as it's filtered right now — the headline, the weighted facets, the trend — into one self-contained block. The person you send it to gets your reading of the field, not a link they'll never open.
⌘
Live filter
Talk to the plate. It re-composes — which facets stay, which sources survive the cut.
Send this block
LEGEND · block on "memory"
The state of the field
Weighted · self-improving · pass #61opens as a live block, not an image
Recipient sees your exact filter and can keep talking to the graph from where you left it.