PUBLIC OPEN DOOR. No login. The interest form is public and non-confidential. It does not collect payment or upload model files.

Muhlnickel / Bryce Muhlnickel

White Box

$30,000 fixed · 30 calendar days · one customer-owned GGUF model family

Terms and numbers load from commercial.json, the canonical machine-readable source.

Need a smaller first step? Same-day proof starts at $2,500. Five-day recovery starts at $15,000. Contact tokenjunkielabs@gmail.com.

Pilot

Engagement
professional service and evaluation engagement
Target
one customer-owned GGUF model family
Term
30 calendar days
Fixed fee
$30,000 fixed

Payment milestones

Work and delivery

Pilot work

Customer-retainable deliverables

Customer supplies

Acceptance

Commercial boundary

White Box is a private service on a customer-owned model. The computer, factory, machinery, and reproduction methods are not transferred.

After a successful pilot: 12-month organization license and continued private White Box service from $100,000 to $175,000, separately scoped.

This page presents the established offer. It is not checkout, an invoice, evidence of payment, or a signed agreement.

Post public interest

This form posts to the public Commons OFFER inbox through the existing carrier. Submit only a non-confidential signal. Do not paste model bytes, datasets, private evaluation cases, credentials, signed documents, or confidential business information.


Source terms