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

Step 1 of 9: State the fundamental lemma as an orbital-integral identity
In plain words

Take a symmetry group GG and a smaller companion group HH built from a piece of GG's data. For a typical element γ\gamma of GG, one can count, in a precise integral sense, how GG moves γ\gamma around; the fundamental lemma predicts that this count, weighted by a sign-like factor κ\kappa, exactly matches a similar count done inside the smaller group HH.

It is a bit like predicting that shuffling a full deck of cards a certain way always produces the same statistics as a simpler shuffle of a smaller, related deck — a coincidence that, once proved, lets mathematicians replace hard computations in GG by easier ones in HH.

Oγκ(1K) = Δ(γ,γH) SOγH(1KH)O_\gamma^\kappa(\mathbf{1}_{K}) \ = \ \Delta(\gamma,\gamma^H)\,SO_{\gamma^H}(\mathbf{1}_{K^H})
Detailed analysis

For a regular semisimple element γ\gamma in a reductive group GG (or its Lie algebra) over a local field, the orbital integral Oγ(1K)O_\gamma(\mathbf{1}_K) measures the volume, with respect to a compact open subgroup KK, of the conjugacy class of γ\gamma. Because γ\gamma may split into several ordinary conjugacy classes inside one larger stable conjugacy class, these classes are indexed by a finite abelian group AA, and a character κ\kappa of AA singles out a κ\kappa-weighted orbital integral Oγκ(1K)O_\gamma^\kappa(\mathbf{1}_K). The fundamental lemma (FL), conjectured by Robert Langlands and Diana Shelstad in 1983 (Hales 2011, §1.3–1.4), asserts that Oγκ(1K)O_\gamma^\kappa(\mathbf{1}_K) equals a stable orbital integral SOγH(1KH)SO_{\gamma^H}(\mathbf{1}_{K^H}) on an associated endoscopic group HH, up to explicit transfer factors.

This is exactly the local building block needed to compare the geometric side of the Arthur–Selberg trace formula for GG with that of HH, which is how Langlands's functoriality program stabilizes the trace formula and classifies automorphic representations. Because the identity has to hold at every place and for every reductive group, and orbital integrals are genuinely hard pp-adic integrals, the FL resisted a general proof for nearly thirty years, with only rank-one and a handful of small-rank cases checked by hand (Hales 2011, Introduction).

The next step records the first real simplification: Jean-Loup Waldspurger showed the statement about groups follows from an analogous statement about Lie algebras, which is where Ngô Bảo Châu's geometric attack actually takes place.

Terms in this step
orbital integral
For an element γ\gamma of a group GG, the integral ∫f(g−1γg) dg\int f(g^{-1}\gamma g)\,dg of a test function ff over the conjugates of γ\gamma; it measures how ff 'sees' the orbit of γ\gamma under conjugation.
endoscopic group HH
A reductive group of smaller dimension than GG, built from a subset of GG's root data determined by γ\gamma and κ\kappa, used to package the 'missing' conjugacy classes inside a stable class.
Knowledge used in this step