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NEWWhy law firms should train their own models

YourData.YourModels.TheAIYourFirm Deserves.

Eigenwelt trains legal models on your firm's own matters,run in your infrastructure, owned outright, and sharperevery time one of your lawyers corrects them.

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.

Language models, world models, and interaction models combined into agents that perceive, predict, remember, and act.

OUR RESEARCH
BenchmarksEvalsSteeringContinual Learning
Read the research
YOUR FIRM'S ADVANTAGE
IndependenceOwn the model outright
Continual learningSharper every cycle
Cost controlSmall models, predictable spend
SOTA reasoningOutlier results on firm tasks
Data controlAll in your infrastructure
Edge readyRuns on local devices
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
INSIDE ONE FIRM

ManySpecialists.
OneLawFirmAI.

Every matter enters through one gateway and is routedto the practice models it needs. The weights, the data,and the evals that define them never leave the wall.

08PRACTICE MODELS
01GATEWAY
00WEIGHTS OUTSIDE
ON THE DOCKET
  • 01Analyze the seller's markup of the SPA
  • 02Privilege review on the production set
  • 03Zinsschranke memo for the acquisition
  • 04Flag GPLv3 code in the IP warranties
  • 05Termination risk and works council consult
  • 06JV information-sharing risk, Art. 101
YOUR INFRASTRUCTUREYOUR KEYS · YOUR WEIGHTS · YOUR EVALS
Law Firm AIORCHESTRATOR
SHARED SUBSTRATElanguageworldmemoryactionappraisalpredictionmotivationinteraction