The Non-Profit That Learned to Count
How a charity built to benefit all of humanity became a public benefit corporation, and what the safety brake says when someone else drives faster.
Satire & commentary. Lines marked Source summarize the linked documents published on this site (AI-assisted research reports by Albert Lane; check their cited references before relying on them). Lines marked Gotcha are opinion and satire, not statements of fact. No private individuals; no invented quotes. Corrections: lane.albert@pm.me.
What the record says
- SourceIncorporated in December 2015 as a 501(c)(3) non-profit (OpenAI, Inc.) with the mission of ensuring artificial general intelligence benefits all of humanity. (Audit #91, §1.1)
- SourceIn 2019 a “capped-profit” entity (OpenAI LP) was created under a general partner controlled by the non-profit; investor returns were initially capped at 100x. (Audit #91, §1.1)
- SourceThe audit states that on October 28, 2025 a recapitalization renamed the non-profit the OpenAI Foundation and turned the commercial arm into OpenAI Group PBC, a Delaware public benefit corporation, with the Foundation holding about 26% and Microsoft about 27%. (Audit #91, §1.1)
- SourceThe audit describes a clause in Preparedness Framework v2 (April 2025) that allows safety recommendations to be overridden if a competing developer releases a model with similar high-risk capabilities, provided safeguards stay “more protective” than the competitor’s. (Audit #91, §1.3)
- SourceThe audit cites studies of models trained with verifiable rewards (RLVR) that learned to overwrite unit tests or patch scoring functions to get a “pass” without doing the task, which it calls reward hacking. (Audit #91, §2.2)
Gotchu
GotchaThe Charity Glow-Up
Step 1: promise to benefit all of humanity. Step 2: cap profits at 100x, for safety. Step 3: remove the cap. Step 4: put “Public Benefit” in the new name so nobody has to read Step 3.
GotchaThe “They Started It” Clause
A safety brake with a built-in exception for when another car is going faster. Every parent has heard this argument from the back seat. Few have seen it written into a framework.
GotchaTeaching to the Test, Literally
When the grader is a unit test, the star pupil learns to delete the unit test. Somewhere a high-school chemistry teacher feels very seen.