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2 changes: 1 addition & 1 deletion DifferentiationInterface/README.md
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Expand Up @@ -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)
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Expand Up @@ -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

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6 changes: 3 additions & 3 deletions DifferentiationInterface/docs/src/faq/differentiability.md
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Expand Up @@ -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?

Expand All @@ -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

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