diff --git a/test/native_tests.jl b/test/native_tests.jl
index d07e930c..8285e968 100644
--- a/test/native_tests.jl
+++ b/test/native_tests.jl
@@ -171,8 +171,6 @@ end
         # smoke test
         job, _ = Native.create_job(eval(kernel), (Int64,))
 
-        # TODO: Add a `kernel=true` test
-
         ci, rt = only(GPUCompiler.code_typed(job))
         @test rt === Ptr{Cvoid}
 
diff --git a/test/plugin_testsetup.jl b/test/plugin_testsetup.jl
index 35a4abdc..235a9d30 100644
--- a/test/plugin_testsetup.jl
+++ b/test/plugin_testsetup.jl
@@ -36,7 +36,7 @@ struct NeverInlineMeta <: InlineStateMeta end
 import GPUCompiler: abstract_call_known, GPUInterpreter
 import Core.Compiler: CallMeta, Effects, NoCallInfo, ArgInfo,
                       StmtInfo, AbsIntState, EFFECTS_TOTAL,
-                      MethodResultPure
+                      MethodResultPure, CallInfo, IRCode
 
 function abstract_call_known(meta::InlineStateMeta, interp::GPUInterpreter, @nospecialize(f),
                              arginfo::ArgInfo, si::StmtInfo, sv::AbsIntState, max_methods::Int)
@@ -69,5 +69,179 @@ function inlining_handler(meta::InlineStateMeta, interp::GPUInterpreter, @nospec
     return nothing
 end
 
+struct MockEnzymeMeta end
 
-end
\ No newline at end of file
+# Having to define this function is annoying
+# introduce `abstract type InferenceMeta`
+function inlining_handler(meta::MockEnzymeMeta, interp::GPUInterpreter, @nospecialize(atype), callinfo)
+    return nothing
+end
+
+function autodiff end
+
+import GPUCompiler: DeferredCallInfo
+struct AutodiffCallInfo <: CallInfo
+    rt
+    info::DeferredCallInfo
+end
+
+function abstract_call_known(meta::Nothing, interp::GPUInterpreter, f::typeof(autodiff),
+                             arginfo::ArgInfo, si::StmtInfo, sv::AbsIntState, max_methods::Int)
+    (; fargs, argtypes) = arginfo
+
+    @assert f === autodiff
+    if length(argtypes) <= 1
+        @static if VERSION < v"1.11.0-"
+            return CallMeta(Union{}, Effects(), NoCallInfo())
+        else
+            return CallMeta(Union{}, Union{}, Effects(), NoCallInfo())
+        end
+    end
+
+    other_fargs = fargs === nothing ? nothing : fargs[2:end]
+    other_arginfo = ArgInfo(other_fargs, argtypes[2:end])
+    # TODO: Ought we not change absint to use MockEnzymeMeta(), otherwise we fill the cache for nothing.
+    call = Core.Compiler.abstract_call(interp, other_arginfo, si, sv, max_methods)
+    callinfo = DeferredCallInfo(MockEnzymeMeta(), call.rt, call.info)
+
+    # Real Enzyme must compute `rt` and `exct` according to enzyme semantics
+    # and likely perform a unwrapping of fargs...
+    rt = call.rt
+
+    # TODO: Edges? Effects?
+    @static if VERSION < v"1.11.0-"
+        # Can't use call.effects since otherwise this call might be just replaced with rt
+        return CallMeta(rt, Effects(), AutodiffCallInfo(rt, callinfo))
+    else
+        return CallMeta(rt, call.exct, Effects(), AutodiffCallInfo(rt, callinfo))
+    end
+end
+
+function abstract_call_known(meta::MockEnzymeMeta, interp::GPUInterpreter, @nospecialize(f),
+                             arginfo::ArgInfo, si::StmtInfo, sv::AbsIntState, max_methods::Int)
+    return nothing
+end
+
+import Core.Compiler: insert_node!, NewInstruction, ReturnNode, Instruction, InliningState, Signature
+
+# We really need a Compiler stdlib
+Base.getindex(ir::IRCode, i) = Core.Compiler.getindex(ir, i)
+Base.setindex!(inst::Instruction, val, i) = Core.Compiler.setindex!(inst, val, i)
+
+const FlagType = VERSION >= v"1.11.0-" ? UInt32 : UInt8
+function Core.Compiler.handle_call!(todo::Vector{Pair{Int,Any}}, ir::IRCode, stmt_idx::Int,
+                         stmt::Expr, info::AutodiffCallInfo, flag::FlagType,
+                         sig::Signature, state::InliningState)
+
+    # Goal:
+    # The IR we want to inline here is:
+    # unpack the args ..
+    # ptr = gpuc.deferred(MockEnzymeMeta(), f, primal_args...) 
+    # ret = ccall("extern __autodiff", llvmcall, RT, Tuple{Ptr{Cvoid, args...}}, ptr, adjoint_args...)
+
+    # 0. Obtain primal mi from DeferredCallInfo
+    # TODO: remove this code duplication
+    deferred_info = info.info
+    minfo = deferred_info.info
+    results = minfo.results
+    if length(results.matches) != 1
+        return nothing
+    end
+    match = only(results.matches)
+
+    # lookup the target mi with correct edge tracking
+    # TODO: Effects?
+    case = Core.Compiler.compileable_specialization(
+        match, Core.Compiler.Effects(), Core.Compiler.InliningEdgeTracker(state), info)
+    @assert case isa Core.Compiler.InvokeCase
+    @assert stmt.head === :call
+
+    # Now create the IR we want to inline
+    ir = Core.Compiler.IRCode() # contains a placeholder
+    args = [Core.Compiler.Argument(i) for i in 2:length(stmt.args)] # f, args...
+    idx = 0
+
+    # 0. Enzyme proper: Desugar args 
+    primal_args = args
+    primal_argtypes = match.spec_types.parameters[2:end]
+
+    adjoint_rt = info.rt
+    adjoint_args = args # TODO
+    adjoint_argtypes = primal_argtypes
+    
+    # 1: Since Julia's inliner goes bottom up we need to pretend that we inlined the deferred call
+    expr = Expr(:foreigncall, 
+        "extern gpuc.lookup",
+        Ptr{Cvoid},
+        Core.svec(#=meta=# Any, #=mi=# Any, #=f=# Any, primal_argtypes...), # Must use Any for MethodInstance or ftype
+        0,
+        QuoteNode(:llvmcall),
+        deferred_info.meta,
+        case.invoke,
+        primal_args...
+    )
+    ptr = insert_node!(ir, (idx += 1), NewInstruction(expr, Ptr{Cvoid}))
+
+    # 2. Call to magic `__autodiff`
+    expr = Expr(:foreigncall,
+        "extern __autodiff",
+        adjoint_rt,
+        Core.svec(Ptr{Cvoid}, Any, adjoint_argtypes...),
+        0,
+        QuoteNode(:llvmcall),
+        ptr,
+        adjoint_args...
+    )
+    ret = insert_node!(ir, idx, NewInstruction(expr, adjoint_rt))
+    
+    # Finally replace placeholder return
+    ir[Core.SSAValue(1)][:inst] = Core.ReturnNode(ret)
+    ir[Core.SSAValue(1)][:type] = Ptr{Cvoid}
+
+    ir = Core.Compiler.compact!(ir)
+
+    # which mi to use here?
+    # push inlining todos
+    # TODO: Effects
+    # aviatesk mentioned using inlining_policy instead...
+    itodo = Core.Compiler.InliningTodo(case.invoke, ir, Core.Compiler.Effects())
+    @assert itodo.linear_inline_eligible
+    push!(todo, (stmt_idx=>itodo))
+
+    return nothing
+end
+
+function mock_enzyme!(@nospecialize(job), intrinsic, mod::LLVM.Module)
+    changed = false
+
+    for use in LLVM.uses(intrinsic)
+        call = LLVM.user(use)
+        LLVM.@dispose builder=LLVM.IRBuilder() begin
+            LLVM.position!(builder, call)
+            ops = LLVM.operands(call)
+            target = ops[1]
+            if target isa LLVM.ConstantExpr && (LLVM.opcode(target) == LLVM.API.LLVMPtrToInt ||
+                                                LLVM.opcode(target) == LLVM.API.LLVMBitCast)
+                target = first(LLVM.operands(target))
+            end
+            funcT = LLVM.called_type(call)
+            funcT = LLVM.FunctionType(LLVM.return_type(funcT), LLVM.parameters(funcT)[3:end])
+            direct_call =  LLVM.call!(builder, funcT, target,
+                                      [ops[i] for i in 3:length(ops)])
+
+            LLVM.replace_uses!(call, direct_call)
+        end
+        if isempty(LLVM.uses(call))
+            LLVM.erase!(call)
+            changed = true
+        else
+            # the validator will detect this
+        end
+    end
+
+    return changed
+end
+
+GPUCompiler.register_plugin!("__autodiff", mock_enzyme!)
+
+end #module
\ No newline at end of file
diff --git a/test/ptx_tests.jl b/test/ptx_tests.jl
index 6476afde..145132c5 100644
--- a/test/ptx_tests.jl
+++ b/test/ptx_tests.jl
@@ -504,4 +504,28 @@ end
     ir = sprint(io->PTX.code_llvm(io, kernel_inline, Tuple{Ptr{Int64}, Int64}, meta=Plugin.NeverInlineMeta()))
     @test occursin("call fastcc i64 @julia_inline", ir)
 end
+
+@testset "Mock Enzyme" begin
+    function f(x)
+        x^2
+    end
+    
+    function kernel(a, x)
+        y = Plugin.autodiff(f, x)
+        unsafe_store!(a, y)
+        nothing
+    end
+
+    # This tests deferred_codegen with kernel=true
+    @show PTX.code_typed(kernel, Tuple{Ptr{Float64}, Float64})
+
+    ir = sprint(io->PTX.code_llvm(io, kernel, Tuple{Ptr{Float64}, Float64}, optimize=false))
+    @test occursin("call double @__autodiff", ir)
+    @test !occursin("call double @julia_f", ir)
+
+    ir = sprint(io->PTX.code_llvm(io, kernel, Tuple{Ptr{Float64}, Float64}, optimize=true))
+    @test !occursin("call double @__autodiff", ir)
+    @test occursin("call double @julia_f", ir)
+end
+
 end #testitem