research notes · 2026.07

Where the wild ideas live.Long-horizon research from the AeThex network. Half will be in production within 18 months. The other half will fail loudly, in public, with logs.

▲ multi-agent▲ spatial-state▲ on-chain proof▲ deterministic sim

┌──────────────────────────┐ │ LABS · STATUS REPORT │ ├──────────────────────────┤ │ active experiments : 10 │ │ shipped this qtr : 4 │ │ failed publicly : 3 │ │ open papers : 6 │ │ datasets released : 6 │ │ uptime :100%│ └──────────────────────────┘ > next sync: 2026-08-03T17:00Z

network_telemetry

Real telemetry from the AeThex production network. Oakdale session data, live from Supabase.

419,171unique playersall-time · Oakdale

713,597game sessionsall-time recorded

309,588monthly activecurrent calendar month

sourcesupabase · roblox_sessionsgame · oakdale

operated_infrastructure

aethex.tech — the AeThex network's infrastructure domain — is owned and operated by L.A.B.S. Every service below runs on lab metal, monitored from this page in real time.

▲ aethex.techrootprobing——▲ git.aethex.techsource controlprobing——▲ auth.aethex.techidentity / SSOprobing——▲ api.aethex.techai gatewayprobing——▲ irc.aethex.techcommsprobing——

probe interval 90s · edge-monitored

recent_dispatches

A running log of in-progress work. Most read by Corporation eng before being productized; some get shelved.

LAB-03012026-07-17T00:00:00+00:00

Labs research goes public on the forge

▲ liveforgedatasetsopen-research

LAB-03002026-07-07T00:00:00+00:00

Relay: provenance intake + /x/ signal routes

▲ liverelayprovenance

LAB-02992026-07-05T00:00:00+00:00

aethex.tech becomes the signal airlock

▲ liverelayfield-ops

LAB-02982026-07-03T00:00:00+00:00

Live network telemetry surfaces on Labs

▲ livetelemetryedge-functions

LAB-02972026-07-02T00:00:00+00:00

AeThex ID single sign-on lands on Labs

▲ liveidentitysso

live_experiments

view all 20 → /experiments

Featured active runs. Counters animate to current values on scroll.

EXP-19 · spatial-staterunning

Pelagic-Δ

iter13,631.322

convergence67%

EXP-22 · on-chainpaused

Argonaut

iter3,924.89

cost/receipt$0.0004

EXP-26 · multi-agentrunning

Cassiopeia

iter3,067.095

memory1.3 GB

EXP-31 · deterministicrunning

Halftone

iter9,026.558

accuracy86%

labs_terminal

Interactive CLI. Try: help, list experiments, cite L-008

labs · ~/research-os

AeThex Labs OS v2.0 · type help for commands

selected_papers

PDFs and pre-prints. Open licensing — fork, cite, argue.

idtitlevenuestatus

L-008Sub-tick replication for browser gamesChoi · Park · 2026PETS '26acceptedread →

L-007Deterministic UEFN ↔ Roblox bridgesTanaka · 2026arXivpreprintread →

L-006Cheap ZK proofs for game receiptsPark · 2025CCS '25acceptedread →

L-005Spatial gossip for 10k-agent worldsChoi et al. · 2025SIGCOMMacceptedread →

forge_activity

Recent commits to the labs source — the lab in motion.

1b4374fAdd design system components, globe loader, redesigned hero2026-06-23

4e0597aRedesign: terminal OS layout with sidebar nav and dashboard home2026-06-23

a4755adApply canonical AeThex Labs design system2026-06-23

58e8262Initial source commit2026-06-22

Corporation/labs-aethex · mainview repo →

new

$ graph --all

Force-directed knowledge graph — 16 nodes, experiments → papers → datasets. Drag nodes, zoom, explore.

▲ open graph

$ join labs --as=resident

We open ~6 residencies a year. Six months, paid, your work is yours, you publish on the way out. Apply with a single PDF.

▲ apply now read open calls