AI Infrastructure

Protecting Foundation Models and Core AI Technology

As AI rapidly advances toward AGI, companies face unique IP challenges. From model distillation to copyright limitations, understanding how to protect your AI infrastructure is critical for maintaining competitive advantage.

#ModelDistillation#LLMProtection#AIPatents#Copyright#ContractualProtection

Key Insights

Commoditization Challenge

LLM pricing has dropped 99% in two years. Companies must develop legally protectable IP to maintain competitive edge.

Copyright Limitations

Current copyright frameworks may not offer sufficient protection against distillation, especially when student models have different architectures.

Patent Strategy

With proper planning, patents can protect both teacher models and against unauthorized student models derived through distillation.

Related Articles

February 202512 min read

DeepSeek, Model Distillation, and the Future of AI IP Protection

Analyzing how model distillation poses unique IP challenges and why patents may be the silver bullet for protecting AI innovations against unauthorized distillation.

#DeepSeek#ModelDistillation#AIProtection#Patents#Copyright
May 202545 min presentation

Protecting Future AI Products: A Holistic IP Approach

Examining IP protection strategies including contractual safeguards, copyright considerations, and patent law in the rapidly commoditizing AI landscape.

#HolisticIP#AIProducts#ContractLaw#Patents#Copyright
December 20254 min read

Why AI Infrastructure Startups Need to Build Patent Portfolios Now

In the race to build the next foundational AI model, your algorithms and architectures are your crown jewels. Here's why patents are the only reliable moat in an industry where code can be reverse-engineered overnight.

#AIInfrastructure#Patents#StartupStrategy#VCFunding#IPProtection
October 20255 min read

What VCs Really Look for in AI Startup Patent Portfolios

After advising dozens of successful VC-backed AI companies, patterns emerge in what sophisticated investors expect from IP strategy. Here's the inside perspective on building a portfolio that attracts funding.

#VCFunding#DueDiligence#StartupIP#AIStartups#Investors
September 20254 min read

Model Distillation Proves Trade Secrets Aren't Enough for AI Companies

The DeepSeek controversy exposed a critical vulnerability: if competitors can distill your model's capabilities, trade secrets offer zero protection. Here's why patents are the only viable defense.

#ModelDistillation#TradeSecrets#Patents#AIProtection#DeepSeek
August 20255 min read

Planning Your AI Startup's Exit? Your Patent Portfolio Will Define the Price

In M&A due diligence, acquirers scrutinize IP assets more than any other factor. Learn how strategic patent development can dramatically increase your company's valuation and negotiating leverage.

#M&A#ExitStrategy#Valuation#Patents#AIStartups

Need help with your AI IP strategy?

Whether you're building foundation models or deploying AI applications, I can help you develop a holistic IP strategy that protects your innovation.

Get in Touch
Built with v0