Equation 4 · Part 2 · The Hardest Unsolved Problems in Open-Weight AI
Symbol q^N
What this part means
is one of the signed contributions combined to compute the quantity on the left.
Its job in the formula
is one of the signed contributions combined to compute the quantity on the left.
Full expression→Symbol q^N→Article meaning
The passage around this formula
…probability of control. If N copies exist and each copyholder independently retains theirs with probability q close to one, the probability that every single copy is eventually deleted or brought back under control is , so the probability that at least one copy survives indefinitely is . This is a deliberately simplified model — real retention decisions are not independent, and q is not a single fixed number — but it isolates the right variable. Because copying an already-downloaded…
Learn the underlying idea
An exponent tells how a base is used in multiplication. In x³, x is the base and 3 is the exponent: x³ = x × x × x.
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Sources cited in the article section
- [15] Runaway LLaMA: How Meta's LLaMA NLP Model Leaked ↗
- [3] Securing AI Model Weights: Preventing Theft and Misuse of Frontier Models ↗
- [1] Our Position on Open-Weights Models ↗
- [5] LoRA Fine-tuning Efficiently Undoes Safety Training in Llama 2-Chat 70B ↗
These citations provide research context; check each source for the exact claim it supports.