compintell --> chalk-lab (#781)

* compintell --> chalk-lab

* Apply suggestions from code review

---------

Co-authored-by: Guillaume Dalle <22795598+gdalle@users.noreply.github.com>

Author: yebai

DifferentiationInterface/README.md

@@ -38,7 +38,7 @@ We support the following backends defined by [ADTypes.jl](https://github.com/Sci
 - [FiniteDifferences.jl](https://github.com/JuliaDiff/FiniteDifferences.jl)
 - [ForwardDiff.jl](https://github.com/JuliaDiff/ForwardDiff.jl)
 - [GTPSA.jl](https://github.com/bmad-sim/GTPSA.jl)
-- [Mooncake.jl](https://github.com/compintell/Mooncake.jl)
+- [Mooncake.jl](https://github.com/chalk-lab/Mooncake.jl)
 - [PolyesterForwardDiff.jl](https://github.com/JuliaDiff/PolyesterForwardDiff.jl)
 - [ReverseDiff.jl](https://github.com/JuliaDiff/ReverseDiff.jl)
 - [Symbolics.jl](https://github.com/JuliaSymbolics/Symbolics.jl)

DifferentiationInterface/docs/src/explanation/backends.md

@@ -177,7 +177,7 @@ For all operators, preparation generates an [executable function](https://docs.s
 
 ### Mooncake
 
-For `pullback`, preparation [builds the reverse rule](https://github.com/compintell/Mooncake.jl?tab=readme-ov-file#how-it-works) of the function.
+For `pullback`, preparation [builds the reverse rule](https://chalk-lab.github.io/Mooncake.jl/stable/understanding_mooncake/rule_system/) of the function.
 
 ### Tracker
 

DifferentiationInterface/docs/src/faq/differentiability.md

@@ -84,9 +84,9 @@ Note that its rule writing is very different from ChainRulesCore.jl due to the p
 
 ### Mooncake
 
-[Mooncake.jl](https://github.com/compintell/Mooncake.jl) is a recent package which also handles a large subset of all Julia programs out-of-the-box.
+[Mooncake.jl](https://github.com/chalk-lab/Mooncake.jl) is a recent package which also handles a large subset of all Julia programs out-of-the-box.
 
-Its [rule system](https://compintell.github.io/Mooncake.jl/dev/understanding_mooncake/rule_system/) is less expressive than that of Enzyme.jl, which might make it easier to start with.
+Its [rule system](https://chalk-lab.github.io/Mooncake.jl/stable/understanding_mooncake/rule_system/) is less expressive than that of Enzyme.jl, which might make it easier to start with.
 
 ## A rule mayhem?
 
@@ -106,7 +106,7 @@ There are, however, translation utilities:
 
 - from ChainRulesCore.jl to ForwardDiff.jl with [ForwardDiffChainRules.jl](https://github.com/ThummeTo/ForwardDiffChainRules.jl)
 - from ChainRulesCore.jl to Enzyme.jl with [`Enzyme.@import_rrule`](https://enzymead.github.io/Enzyme.jl/stable/api/#Enzyme.@import_rrule-Tuple)
-- from ChainRulesCore.jl to Mooncake.jl with [`Mooncake.@from_rrule`](https://compintell.github.io/Mooncake.jl/dev/utilities/tools_for_rules/#Using-ChainRules.jl)
+- from ChainRulesCore.jl to Mooncake.jl with [`Mooncake.@from_rrule`](https://chalk-lab.github.io/Mooncake.jl/stable/utilities/defining_rules/#Using-ChainRules.jl)
 
 ### Backend switch