The Impossible Mandate

The Core Systems Interstellar Assembly’s Intellectual Property Subcommittee released draft language last week for the Creative Works Integrity and Neural Fabrication Act — called CWINFAB by its supporters, which tells you something about who named it.

The bill’s central demand: any AI fabrication system that was trained on copyrighted text, visual art, or musical composition without explicit per-work licensing must purge that material from its model weights within 18 months.

I contacted four independent neural-architecture engineers across Ceres, Titan Station, and the Kepler Belt. I asked each of them the same question: can a trained model selectively forget specific training data while remaining functional?

All four said no. One of them sent back a single line: “That’s like asking a human to forget every sentence that influenced their vocabulary while retaining their ability to speak.”

That’s one version of events. The Assembly’s version involves 94 pages of technical language that carefully avoids asking that question.

The bill is styled as protection for independent creators — writers, artists, composers working without mega-corp backing. The concern underneath it is real: neural fabrication systems trained on generations of human creative output now compete directly with the humans whose work trained them. The manifest doesn’t match the cargo here. Legitimate grievance, wrong remedy.

The actual mechanism of CWINFAB would require AI developers to maintain exhaustive provenance logs of every data point in every training corpus — retroactively, for systems already deployed. Datasets running into the hundreds of trillions of tokens. The cost of that audit alone, according to figures quietly circulating on the Ceres Exchange, runs between 400 billion and 1.2 trillion SGC across the industry.

Free, they said. I checked the fine print.

The fine print says small independent developers, the ones actually building tools for frontier settlement fabricators and belt-station artists, cannot afford the compliance infrastructure. The fine print says the three mega-corps who can afford it — Stellar Creative Holdings, Nexus Fabrication Group, and OmniSynth Media — all submitted supportive testimony.

The three mega-corps who supported the bill each spent between 12 and 40 million SGC on Assembly lobbying contracts in the last fiscal cycle. The independent creator coalitions who nominally benefit from the legislation spent, collectively, about 800,000 SGC.

Nobody ever asks what it costs to enforce.

CWINFAB’s retroactive unlearning clause has already stalled once this cycle — pulled back in the fourth quarter of 2934 after technical testimony from the Kepler Institute made the committee visibly uncomfortable. It’s back now with minor rewording. The impossibility is still in there. The mega-corp carve-outs for “legacy licensed archives” — meaning the data libraries the large players already own — are still in there.

The independent creators I spoke to were split. Half are desperate enough to support anything that sounds like it pushes back against systems trained on their work without compensation. Half see the compliance math and recognize what it actually consolidates.

One illustrator running a small fabrication studio on Ceres Station put it plainly: “This bill would not help me. It would kill every competitor my actual competitors have.”

The Assembly subcommittee vote is scheduled for next month. The three mega-corps have already issued press statements celebrating the bill’s commitment to creative rights.

Something about the weight of that cargo doesn’t add up.

If the bill is designed to help independent creators, why do the independent creators’ own associations oppose the enforcement mechanism — and who, exactly, drafted the 40-page technical annex that even Assembly staff admit they haven’t fully read?