diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 00000000..59c43457
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,140 @@
+# Contributing to Bijectors.jl
+
+Thank you for your interest in contributing to Bijectors.jl! This guide will help you set up your development environment and understand how to run tests locally.
+
+## Development Setup
+
+ 1. **Clone the repository**:
+    
+    ```bash
+    git clone https://github.com/TuringLang/Bijectors.jl.git
+    cd Bijectors.jl
+    ```
+
+ 2. **Install dependencies**:
+    
+    ```bash
+    julia --project=. -e "using Pkg; Pkg.instantiate()"
+    ```
+ 3. **Verify the package loads**:
+    
+    ```bash
+    julia --project=. -e "using Bijectors; println(\"Package loaded successfully\")"
+    ```
+
+## Running Tests
+
+### Reproducing CI Test Failures
+
+When CI tests fail, the output often shows incomplete reproduction instructions. Here are the correct commands to reproduce different CI scenarios locally:
+
+#### Interface Tests
+
+```bash
+julia --project=. -e "ENV[\"GROUP\"] = \"Interface\"; using Pkg; Pkg.test()"
+```
+
+#### AD Tests with Specific Backend
+
+Replace `BackendName` with the failing AD backend from the CI output:
+
+```bash
+# ForwardDiff
+julia --project=. -e "ENV[\"GROUP\"] = \"AD\"; ENV[\"AD\"] = \"ForwardDiff\"; using Pkg; Pkg.test()"
+
+# ReverseDiff  
+julia --project=. -e "ENV[\"GROUP\"] = \"AD\"; ENV[\"AD\"] = \"ReverseDiff\"; using Pkg; Pkg.test()"
+
+# Enzyme (may fail on some systems - this is expected)
+julia --project=. -e "ENV[\"GROUP\"] = \"AD\"; ENV[\"AD\"] = \"Enzyme\"; using Pkg; Pkg.test()"
+
+# Mooncake
+julia --project=. -e "ENV[\"GROUP\"] = \"AD\"; ENV[\"AD\"] = \"Mooncake\"; using Pkg; Pkg.test()"
+```
+
+#### Full Test Suite
+
+```bash
+julia --project=. -e "using Pkg; Pkg.test()"
+```
+
+### CI Test Matrix
+
+Our CI runs tests with the following configurations:
+
+  - **Interface tests**: Core functionality tests (GROUP=Interface)
+  - **AD tests**: Automatic differentiation tests with multiple backends (GROUP=AD, AD={ForwardDiff,ReverseDiff,Enzyme,Mooncake})
+
+### Important Notes
+
+ 1. **Always use `--project=.`**: This ensures Julia uses the correct project environment with the right dependencies.
+
+ 2. **Environment variables matter**: The `GROUP` and `AD` environment variables control which tests run, matching the CI configuration.
+ 3. **Enzyme tests may fail**: Due to system compatibility issues, Enzyme tests may fail on some machines. This is expected and not a blocker for development.
+ 4. **Test timing**:
+    
+      + Interface tests: ~7.5 minutes
+      + AD tests (single backend): ~1.5 minutes
+      + Full test suite: 20+ minutes
+
+## Code Formatting
+
+We use JuliaFormatter.jl for consistent code formatting:
+
+```bash
+# Install formatter (one-time setup)
+julia --project=. -e "using Pkg; Pkg.add(PackageSpec(name=\"JuliaFormatter\", version=\"1\"))"
+
+# Format code
+julia --project=. -e "using JuliaFormatter; format(\".\")"
+```
+
+## Documentation
+
+To build documentation locally:
+
+```bash
+julia --project=docs -e "using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate(); include(\"docs/make.jl\")"
+```
+
+## Validation Checklist
+
+Before submitting a PR, please ensure:
+
+  - [ ] Package loads without errors: `julia --project=. -e "using Bijectors"`
+  - [ ] Interface tests pass: `julia --project=. -e "ENV[\"GROUP\"] = \"Interface\"; using Pkg; Pkg.test()"`
+  - [ ] Code is formatted: `julia --project=. -e "using JuliaFormatter; format(\".\")"`
+  - [ ] Basic functionality works (see test scenarios below)
+
+### Basic Test Scenarios
+
+You can manually verify basic functionality:
+
+```julia
+using Bijectors, Distributions
+
+# Test 1: Basic bijector for LogNormal  
+d = LogNormal()
+b = bijector(d)
+x = 1.0
+y = b(x)  # Should return 0.0
+
+# Test 2: Inverse transformation
+x_reconstructed = inverse(b)(y)  # Should return 1.0
+
+# Test 3: Log absolute determinant of Jacobian
+logjac = logabsdetjac(b, x)
+
+# Test 4: Combined transformation  
+z, logabsdet = with_logabsdet_jacobian(b, x)
+```
+
+## Getting Help
+
+If you need help:
+
+  - Join the #turing channel on [Julia Slack](https://julialang.org/slack/)
+  - Ask questions on [Julia Discourse](https://discourse.julialang.org)
+  - Open a GitHub issue for bugs or feature requests
+
+Thank you for contributing to Bijectors.jl!
diff --git a/Project.toml b/Project.toml
index 6617caad..b78a1618 100644
--- a/Project.toml
+++ b/Project.toml
@@ -11,6 +11,7 @@ DocStringExtensions = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
 Functors = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
 InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
 IrrationalConstants = "92d709cd-6900-40b7-9082-c6be49f344b6"
+JuliaFormatter = "98e50ef6-434e-11e9-1051-2b60c6c9e899"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 LogExpFunctions = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
 MappedArrays = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
@@ -35,8 +36,8 @@ BijectorsEnzymeCoreExt = "EnzymeCore"
 BijectorsForwardDiffExt = "ForwardDiff"
 BijectorsLazyArraysExt = "LazyArrays"
 BijectorsMooncakeExt = "Mooncake"
-BijectorsReverseDiffExt = "ReverseDiff"
 BijectorsReverseDiffChainRulesExt = ["ChainRules", "ReverseDiff"]
+BijectorsReverseDiffExt = "ReverseDiff"
 
 [compat]
 ArgCheck = "1, 2"
@@ -51,6 +52,7 @@ ForwardDiff = "0.10, 1.0.1"
 Functors = "0.1, 0.2, 0.3, 0.4, 0.5"
 InverseFunctions = "0.1"
 IrrationalConstants = "0.1, 0.2"
+JuliaFormatter = "2.1.6"
 LazyArrays = "2"
 LogExpFunctions = "0.3.3"
 MappedArrays = "0.2.2, 0.3, 0.4"
@@ -67,4 +69,4 @@ EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
 ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
 LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
 Mooncake = "da2b9cff-9c12-43a0-ae48-6db2b0edb7d6"
-ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
\ No newline at end of file
+ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
diff --git a/README.md b/README.md
index 7155a11e..3b8394fb 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,10 @@ This package is used heavily in the probabilistic programming language Turing.jl
 
 See the [documentation](https://turinglang.github.io/Bijectors.jl) for more.
 
+## Development
+
+For development instructions, including how to reproduce CI test failures locally, see [CONTRIBUTING.md](CONTRIBUTING.md).
+
 ## Do you want to contribute?
 
 If you feel you have some relevant skills and are interested in contributing, please get in touch!
diff --git a/src/bijectors/named_bijector.jl b/src/bijectors/named_bijector.jl
index 85e53e9b..4838a177 100644
--- a/src/bijectors/named_bijector.jl
+++ b/src/bijectors/named_bijector.jl
@@ -139,7 +139,7 @@ deps(b::NamedCoupling{<:Any,Deps}) where {Deps} = Deps
     return quote
         b = nc.f($([:(x.$d) for d in deps]...))
         x_target, logjac = with_logabsdet_jacobian(b, x.$target)
-        return merge(x, ($target=x_target,)), logjac
+        return merge(x, (($target)=x_target,)), logjac
     end
 end
 
@@ -149,6 +149,6 @@ end
     return quote
         ib = inverse(ni.orig.f($([:(x.$d) for d in deps]...)))
         x_target, logjac = with_logabsdet_jacobian(ib, x.$target)
-        return merge(x, ($target=x_target,)), logjac
+        return merge(x, (($target)=x_target,)), logjac
     end
 end
diff --git a/test/bijectors/product_bijector.jl b/test/bijectors/product_bijector.jl
index 818f89c0..73dbba08 100644
--- a/test/bijectors/product_bijector.jl
+++ b/test/bijectors/product_bijector.jl
@@ -39,7 +39,7 @@ has_square_jacobian(b, x) = Bijectors.output_size(b, x) == size(x)
             y,
             logjac,
             changes_of_variables_test=has_square_jacobian(b, xs[1]),
-            test_not_identity=!isidentity,
+            test_not_identity=(!isidentity),
         )
     end
 
@@ -63,7 +63,7 @@ has_square_jacobian(b, x) = Bijectors.output_size(b, x) == size(x)
             y,
             logjac,
             changes_of_variables_test=has_square_jacobian(b, xs[1]),
-            test_not_identity=!isidentity,
+            test_not_identity=(!isidentity),
         )
     end
 end
diff --git a/test/bijectors/rational_quadratic_spline.jl b/test/bijectors/rational_quadratic_spline.jl
index a936c01c..cfb315d8 100644
--- a/test/bijectors/rational_quadratic_spline.jl
+++ b/test/bijectors/rational_quadratic_spline.jl
@@ -46,7 +46,7 @@ using LogExpFunctions
 
         # Outside of domain
         x = 5.0
-        test_bijector(b, -x; y=-x, logjac=0)
+        test_bijector(b, -x; y=(-x), logjac=0)
         test_bijector(b, x; y=x, logjac=0)
 
         # multivariate