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Worked solution: Ngô's proof via the Hitchin fibration and geometric support theorem (2008)

Step 2 of 9: Waldspurger's reductions: groups to Lie algebras, mixed to equal characteristic
In plain words

Rather than attack the fundamental lemma for the curved, nonlinear group GG directly, it helps to linearize the problem: replace GG by its Lie algebra g\mathfrak{g}, where multiplication becomes addition, and prove the analogous statement there instead.

A second simplification swaps the arithmetic setting: instead of pp-adic numbers, it suffices to work with power series over a finite field, Fq((t))\mathbb{F}_q((t)), where the two 'layers' of the arithmetic share the same characteristic — a much friendlier world for geometry.

FL(G)⟸FL(g),g=Lie(G)\mathrm{FL}(G) \Longleftarrow \mathrm{FL}(\mathfrak{g}), \qquad \mathfrak{g} = \mathrm{Lie}(G)
Detailed analysis

Waldspurger proved in the 1990s that the fundamental lemma for a reductive group GG follows formally from the corresponding statement for its Lie algebra g=Lie(G)\mathfrak{g} = \mathrm{Lie}(G): an orbital integral on GG near the identity can be matched, term by term, with an orbital integral on g\mathfrak{g} (Hales 2011, §1; Waldspurger 1997). This is a genuine simplification because g\mathfrak{g} is a vector space, so its geometry (centralizers, discriminants) is governed by ordinary polynomial algebra rather than group multiplication.

Waldspurger also showed, by comparing 'close' local fields, that it suffices to prove the Lie-algebra statement over local fields of positive equal characteristic such as Fq((t))\mathbb{F}_q((t)), rather than over the pp-adic numbers Qp\mathbb{Q}_p directly; a decade later Raf Cluckers, Thomas Hales, and François Loeser gave an independent, more flexible proof of essentially the same transfer using the model theory of motivic integration, which also handles the κ\kappa-weighted and group versions needed at the end of the proof.

These two reductions are exactly what let Ngô Bảo Châu attack the fundamental lemma using algebraic geometry over a curve defined over a finite field: everything from here on takes place for Lie algebras in equal positive characteristic.

Terms in this step
Lie algebra g\mathfrak{g}
The linear approximation of a group GG at its identity element; for matrix groups it consists of matrices with a bracket operation [X,Y]=XY−YX[X,Y] = XY - YX replacing group multiplication.
local field of positive characteristic
A field such as Fq((t))\mathbb{F}_q((t)), the field of formal Laurent series over a finite field Fq\mathbb{F}_q, which behaves like the pp-adic numbers Qp\mathbb{Q}_p but where arithmetic and geometry (characteristic pp) match, making tools from algebraic geometry directly available.
Knowledge used in this step