research.arnao.ai · topic: memory · Observatory v2 — Spatial

The Observatory / agentic

The research field is a living, spatial constellation — autonomous agents work the graph while you shape it with your hands: shape encodes type, brightness encodes evidence weight, and any slice clips into a shareable block.

This substrate is your memory — it persists session to session, accreting as the agents discover.

Agents live · running

Node type · shape

Weight = size + glow

weight=authority×recency×corroboration

peer / lab standingfreshnesstimes echoed

Source class · color

arXiv / lab
RAI voices
models
datasets
podcasts
themes
Byron's notes

Discourse trend · 14 mo

Weighted attention on "memory," agent-synthesized

Shift: "long-context" → "learned test-time memory" at the Titans inflection. Emerging: machine unlearning ↑ · right-to-be-forgotten ↑

Autonomous agents · on the graph

Scout
scanning periphery…
Weigher
idle
Lens
watching

Activity log

live
✕

What the agents changed

AI lens
Full constellation · — nodes lit
✕

Spatial gestures — mouse · touch · hands

Drag a stargrab & pull it — its ties tense
Drag emptyorbit the field in pseudo-3D
Scroll / pinchspread → zoom & expand relationships
Shift + scrolltwist → rotate the graph
Two-fingerspread=zoom · twist=rotate · drag=pan
Click a fieldopen-palm push → dismiss that cluster
Double-clickreset the view

Pointer & touch gestures work everywhere. "Enable hand tracking" adds real two-hand control over your webcam (MediaPipe, loaded on demand) — spread to zoom, twist to rotate, pinch to grab, open-palm to dismiss.

Click any node for its evidence weighting · drag empty space to orbit · scroll to zoom
context block · research.arnao.ai/memory

Memory — safety-critical slice

Top corroborated sources
hand tracking · loading…