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Equation 9 · Part 3 · How AI Models Learned to Use Tools: A Protocol History

multiplication

M×NM \times N
multiplication

What this part means

Multiply the quantities on either side.

Its job in the formula

Multiply the quantities on either side.

The passage around this formula

Two. The number of independently designed, mutually incompatible tool-calling schemas in wide production use will keep shrinking, not because of any new technical result but because switching costs increasingly favor the specification with foundation-level, multi-vendor governance over any single company’s dialect. The assumption behind this forecast is that the M ×\times N integration cost named above continues to bind as more hosts and more tools are built, making a shared protocol progressively cheaper relative to bespoke wrappers even for teams with no particular loyalty to any one vendor. Disconfirmed if , by the horizon, a majority of newly launched agent frameworks still ship a bespoke…

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Learn the underlying idea

Multiplication scales one quantity by another. A dot, a cross, or adjacent symbols can indicate a product.

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Sources cited in the article section

These citations provide research context; check each source for the exact claim it supports.