diff --git a/.gitignore b/.gitignore
index 78756acf1..aa5ffbd93 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,4 @@
 *.jl.mem
 docs/build
 Manifest.toml
+dev/
diff --git a/Project.toml b/Project.toml
index 32849f933..0bdee524c 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,6 +1,6 @@
 name = "Zygote"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.10"
+version = "0.6.11"
 
 [deps]
 AbstractFFTs = "621f4979-c628-5d54-868e-fcf4e3e8185c"
@@ -24,7 +24,7 @@ ZygoteRules = "700de1a5-db45-46bc-99cf-38207098b444"
 [compat]
 AbstractFFTs = "0.5, 1.0"
 ChainRules = "0.7.55"
-ChainRulesCore = "0.9.32"
+ChainRulesCore = "0.9.44"
 DiffRules = "1.0"
 FillArrays = "0.8, 0.9, 0.10, 0.11"
 ForwardDiff = "0.10"
diff --git a/src/compiler/chainrules.jl b/src/compiler/chainrules.jl
index c573d98f7..8392a27ce 100644
--- a/src/compiler/chainrules.jl
+++ b/src/compiler/chainrules.jl
@@ -47,7 +47,7 @@ for T_outer in (:Tuple, :NamedTuple)
   # we create separate methods rather than using a `Union` + an `if` so that we avoid a
   # branch that changes output type, because nested AD on that kinda thing makes Zygote less
   # than happy.
-  @eval @inline function wrap_chainrules_output(x::ChainRules.Composite{P, T}) where {P, T<:$T_outer}
+  @eval @inline function wrap_chainrules_output(x::ChainRules.Tangent{P, T}) where {P, T<:$T_outer}
     xp = map(wrap_chainrules_output, canonicalize(x))
     convert($T_outer, xp)
   end
@@ -59,10 +59,10 @@ end
 Convert `x` from the format Zygote uses internally to differentials types ChainRules uses.
 """
 @inline wrap_chainrules_input(x) = x
-@inline wrap_chainrules_input(::Nothing) = ChainRules.Zero()
+@inline wrap_chainrules_input(::Nothing) = ChainRules.ZeroTangent()
 @inline function wrap_chainrules_input(xs::Union{Tuple, NamedTuple})
   xp = map(wrap_chainrules_input, xs)
-  ChainRules.Composite{Any, typeof(xp)}(xp)
+  ChainRules.Tangent{Any, typeof(xp)}(xp)
 end
 
 """
diff --git a/test/chainrules.jl b/test/chainrules.jl
index 7fd8c6be5..8b7034753 100644
--- a/test/chainrules.jl
+++ b/test/chainrules.jl
@@ -131,7 +131,7 @@ using Zygote, Test, ChainRules
         not_diff_eg(x, i) = [10, 20][i]
         function ChainRules.rrule(::typeof(not_diff_eg), x, i)
             function not_diff_eg_pullback(Δ)
-                return ChainRules.NO_FIELDS, ChainRules.Zero(), ChainRules.DoesNotExist()
+                return ChainRules.NO_FIELDS, ChainRules.ZeroTangent(), ChainRules.NoTangent()
             end
             return not_diff_eg(x, i), not_diff_eg_pullback
         end
@@ -204,7 +204,7 @@ using Zygote, Test, ChainRules
         not_diff_kw_eg(x, i; kw=1.0) = [10, 20][i]
         function ChainRules.rrule(::typeof(not_diff_kw_eg), x, i; kwargs...)
             function not_diff_kw_eg_pullback(Δ)
-                return ChainRules.NO_FIELDS, ChainRules.Zero(), ChainRules.DoesNotExist()
+                return ChainRules.NO_FIELDS, ChainRules.ZeroTangent(), ChainRules.NoTangent()
             end
             return not_diff_kw_eg(x, i; kwargs...), not_diff_kw_eg_pullback
         end