Equation 2 · The Hardest Unsolved Problems in Meta, Llama, and Open-Weight AI
What does this equation mean?
Read the formula alongside the article passage below. Each part has a deeper page with its role in the equation, the supporting passage and nearby citations.
This equation states a bound: one expression must stay on the indicated side of the other under the article’s assumptions. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.
Read it piece by piece
Symbol L
L is part of the quantity the equation computes from the expression on the right.
Symbol u
u is an argument of the function-like quantity on the left; its role is set by that function’s stated inputs.
Symbol g
g is one factor in the product that computes the quantity on the left.
=
The expressions on both sides represent the same quantity under the stated assumptions.
See an illustrated explanation →superscript
A raised number can be a power. When it is a label or bound, it selects a case or the upper limit of a sum; the formula’s structure distinguishes these uses.
See an illustrated explanation →How to interpret it
Read it with the definitions, units, and assumptions supplied by the article.
What the article says around this equation
A minimal formal statement of what this means is worth writing out, because it is easy to read past the word “sole discretion” in prose. Call u a licensee’s monthly active users at release, and define licence validity as . where g \{0, 1\} is not a fixed rule but a discretionary grant decided by the licensor after the fact. Below the threshold, “open” behaves like a normal permissive licence. Above it, the licence is not denied — it is converted into a negotiation whose outcome the model’s own publisher controls. That second regime has no counterpart in any license the Open Source Initiative recognises, and it is the specific, cited reason OSI has stated Llama’s…
Read the full surrounding passage
A minimal formal statement of what this means is worth writing out, because it is easy to read past the word “sole discretion” in prose. Call u a licensee’s monthly active users at release, and define licence validity as . where g \{0, 1\} is not a fixed rule but a discretionary grant decided by the licensor after the fact. Below the threshold, “open” behaves like a normal permissive licence. Above it, the licence is not denied — it is converted into a negotiation whose outcome the model’s own publisher controls. That second regime has no counterpart in any license the Open Source Initiative recognises, and it is the specific, cited reason OSI has stated Llama’s licence does not meet the Open Source Definition — first for Llama 2 in 2023, and again in a follow-up post in February 2025 concluding that Llama 3.x “is still not Open Source by any stretch of the imagination” [ 3 ] . That is an institutional standards body’s assertion about a definitional fit, not a claim that the models are unusable or low-quality; Meta, for its part, continues to describe the releases as open. Both things are simultaneously true and the disagreement between them is not a rounding error — it is a real dispute about what the word should mean, and this article takes no side beyond reporting the terms precisely.
Sources cited in the surrounding passage
These citations give research context. Read each source to check which claims it supports.
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