Eigenwelt Labs
Get in touch
LegalWorkLegalMemoryResearchBlogAboutGitHub ↗Log inGet in touch

Download LegalWork

Free & open source · macOS 13+ · Windows 10+ · Bring your own model.

By downloading you agree to the Terms & Conditions.

NEWIntroducing LegalWork: the legal agent that runs on your machine

YourData.YourModels.TheAIYourFirm Deserves.

Eigenwelt builds the legal AI stack your firm owns:structured knowledge, controlled inference, firm-owned models,end-user applications, and continual training from lawyer corrections.

HOW WE THINK

Thedaysof genericAI
are over.

The knowledge that sets a law firm apartnever reaches the open internet, so genericmodels never learn it. They stay strangers,and a firm that relies on them builds noadvantage a competitor can't buy.

Data structuring, inference, model training, evaluation, and applications are built as one system: so the firm owns every layer.

OUR RESEARCH
BenchmarksEvalsSteeringContinual Learning
Read the research
YOUR FIRM'S ADVANTAGE
Structured knowledgeLegalMemory, structured by matter
Owned modelsWeights stay with the firm
Controlled inferenceLocal, on-prem, EU, or ZDR
Continual learningSharper with every correction
Private evalsYour rubrics and benchmarks
LegalWorkApplications for daily work
HOW IT WORKS

FromYourDatato
aModelYouOwn

Generic assistants stay strangers to your work. Eigenwelt turnsyour firm's own data into specialists: trained, evaluated, andimproved on the matters only you can see.

matters.hartmann-cie.de / project-meridian / clause-9
SHARE PURCHASE AGREEMENT · PROJECT MERIDIAN
Clause 9: Indemnities · Draft 4

9.1 Warranty Claims. Claims under this Clause 9 shall be notified to the Seller in accordance with Clause 11, specifying the matter in reasonable detail …

9.2 Indemnity. The Seller shall indemnify the Purchaser against all Losses arising from any breach of the Fundamental Warranties, up to an amount equal to the Purchase Price.

9.3 Exclusions. The Seller shall not be liable under this Clause 9 to the extent that the relevant Loss …

MODEL DRAFT · CYCLE 12PARTNER REVIEW · LIVE
console.eigenwelt.ai / training-ledger
THE COMPLETE SYSTEM

OneSovereignStack.
OwnedbyYourFirm.

From LegalWork and LegalMemory to private evals and training,models, and inference: every layer is built together, runs inyour infrastructure, and remains under your control.

06INTEGRATED LAYERS
01OWNER
00VENDOR LOCK-IN
SOVEREIGN LEGAL AI STACKFIRM OWNED
06APPLICATIONSLegalWorkDesktop · Office add-ins · API
05AGENTSWorkflows & SkillsFusion · tools · permissions
04KNOWLEDGELegalMemoryBackground sync · matters · ACLs
03LEARNINGTraining & private evalsCorrections · rubrics · cycles
02MODELSFirm-owned weightsSFT · RL · steering · adapters
01INFRASTRUCTUREControlled inferenceLocal · on-prem · EU · ZDR
Use creates corrections · evals measure · training improves the next model