Equation 2 · Part 8 · What Actually Happens Inside a Very Long Claude Context Window
subscript
subscript
What this part means
The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.
Its job in the formula
A subscript distinguishes a version, component, step, or member of a quantity. It does not automatically mean multiplication.
Full expression→subscript→Article meaning
The passage around this formula
Anthropic’s own engineering guidance, published in September 2025 as advice for developers building long-running agents, gives the clearest available first-party account of why context rot happens architecturally rather than treating it as an unexplained empirical curiosity [ 4 ] . The explanation rests on the transformer’s core mechanism: every token attends to every other token in the context through self-attention, so the number of pairwise relationships the model must represent grows with the square of the sequence length. For a context of n tokens, the compute spent by self-attention within a single layer scales as . where d is the model’s hidden dimension. Doubling…
Learn the underlying idea
A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
Open the illustrated subscripts: which member of a family? guide →
Sources cited in the surrounding passage
These citations provide research context; check each source for the exact claim it supports.