Releasing code under AGPLv3, but want to block LLM reconstruction?

Releasing code under AGPLv3 while simultaneously attempting to block Large Language Model (LLM) reconstruction presents a complex challenge, primarily due to the fundamental principles of the AGPLv3 license itself and the nature of LLM reconstruction.

The AGPLv3 is designed to ensure source code availability for users interacting with the software over a network. This means if you modify and run the software on a server accessible to others, you must provide access to the modified source code. The core issue is that the AGPLv3 does not inherently restrict the reconstruction of software components or models; it promotes freedom to modify and redistribute under the same terms.

LLM reconstruction typically involves training a new model based on outputs or data gleaned from an existing model, rather than direct access to its underlying code. While this process is complex and resource-intensive, the protective measures within AGPLv3 are not designed to prevent it.

To address this, several strategies can be considered:

Legal and Licensing Strategies:

1. ·Dual Licensing: This approach involves offering the core functionalities under a more restrictive, proprietary license for components you want to protect, while releasing other parts under AGPLv3. This requires careful legal planning.
2. ·Contractual Agreements: Implementing a user agreement that imposes restrictions on how the software can be used, particularly regarding model reconstruction, can be effective. This acts as an additional layer of protection beyond the AGPLv3 itself.
3. ·Intellectual Property Protection: Beyond open-source licensing, specific components, methodologies, or aspects not directly contained within the open-source release could be protected through trade secrets or patents.

Technical and Operational Measures:

1. ·Obfuscation and Modularity: Structuring code to make proprietary elements hard to extract or reconstruct is a technical approach. This might involve obfuscating critical code sections, designing modules that operate internally without external exposure, or employing cryptographic techniques to restrict certain functionalities.
2. ·Continuous Improvement: Maintaining a rapid pace of development and consistently updating your model can make it a moving target, thus making reconstruction efforts more challenging and less worthwhile over time.

Community and Collaborative Approaches:

1. ·Community Engagement: Engaging with the open-source community and forming partnerships can help establish and enforce ethical usage standards. Collaboration can also create a mutually beneficial environment that discourages misuse.

It is critical to understand that the intersection of open-source licensing and proprietary technology protection is legally nuanced. Consulting with legal professionals specializing in intellectual property and software licensing is essential to ensure compliance and to formulate effective, tailored strategies.