A mind that grows.
Everything on the record.

Lab questions answer here. Real work opens JUWEL OS with your draft.

Ecosystem

Lab. Product. Proof.

One company, three faces — research house, living OS, offline-checkable record.

Lab

Vext Labs

Scoped research on capability accretion. Wins and failures published alike.

Research index
Product

JUWEL OS

She forms around your work, runs durable workflows, and is designed to sign material actions onto a record you can check.

Open JUWEL
Proof

STOA receipts

Seals you verify offline. The checker is not the vendor.

Open tools
Research6 public papers

Mechanisms, artifacts, scope labels.

DisciplineWins and kills

Failed mechanisms stay in the archive.

ProductJUWEL in beta

OS, workflows, receipts — dogfood and private pilot.

ThesisAccrete, freeze

New skill lands as structure.

Research

Claims only count if someone else can check them.

CIP continual learning stays toy-scoped unless a paper says otherwise. Scope sits next to every title.

VL-2026-01Beyond the Scaling CeilingPROVEN-toy VL-2026-02The Accretion ModelBUILT-CPU VL-2026-03The Leakage SignatureBounded VL-2026-04Verifier-Centric Capability GrowthMeasured + proposed VL-2026-05Sound Compounding RatchetPROVEN-toy VL-2026-06Capability Injection via Reverse AbliterationNot product

Full research archive

Method

Four rules keep the work honest.

01

Prove

Falsifiable boundary before declaring growth.

02

Scope

Toy stays toy. Proposed never poses as measured.

03

Freeze

Growth is additive. Prior work stays frozen.

04

Publish

Failures stay in the record. We publish either way.

Research receiptVerified offline
PaperBeyond the Scaling Ceiling
ScopePROVEN-toy
CheckerSeparate from the model
sig:ecdsa-p256 · offline verifier

Signed receipts ship in JUWEL. Check one offline with our servers unplugged.

Product

JUWEL is who you talk to.

Natural conversation first. Complex work becomes a durable run with receipts. No swarm theater by default.

Open JUWEL OS Open-source tools

Notes

What held. What broke. What is next.

STOAReceipts, not logsNeutrality as a property of the checker. CIPForgetting curves on toy curriculaWhat held in small continual-learning tests. SystemsSubstrate-agnostic by designTraceable work without one model for every job.

Small by design. Clear about the limits.

Vext Labs, Inc. is founded by Annalea Layton, Founder of Vext Labs and JUWEL. We build tools, publish research, and read every serious note.

Email Vext Labs Careers