diff --git a/.cursor/rules/cli-patterns.mdc b/.cursor/rules/cli-patterns.mdc
index efa9d5c2..eb71f71f 100644
--- a/.cursor/rules/cli-patterns.mdc
+++ b/.cursor/rules/cli-patterns.mdc
@@ -1,6 +1,9 @@
 ---
+description: CLI Development Patterns for TinyTorch
+globs:
 alwaysApply: false
 ---
+
 # CLI Development Patterns for TinyTorch
 
 ## Command Architecture
@@ -165,7 +168,7 @@ in_venv = (
 6. **Handle edge cases** - Missing files, invalid arguments, etc.
 7. **Provide progress feedback** - For long-running operations
 8. **Use consistent styling** - Colors, borders, and formatting
-description:
+
 globs:
 alwaysApply: false
 ---
diff --git a/.cursor/rules/development-workflow.mdc b/.cursor/rules/development-workflow.mdc
index 429693e8..17220d09 100644
--- a/.cursor/rules/development-workflow.mdc
+++ b/.cursor/rules/development-workflow.mdc
@@ -1,90 +1,10 @@
+---
+description: Development workflow for TinyTorch, including CLI tool usage, development cycle, testing requirements, and Git workflow.
+---
 
 # TinyTorch Development Workflow
 
-## CLI Tool: `tito`
-
-The main development tool is the `tito` CLI. Common commands:
-
-### Module Development
-```bash
-# Sync module: Python source → notebook → package export
-tito sync --module {module_name}
-
-# Test specific module (uses pytest internally)
-tito test --module {module_name}
-
-# Get project info and status
-tito info
-```
-
-### Examples
-```bash
-# Work with setup module
-tito sync --module setup
-tito test --module setup
-
-# Work with tensor module  
-tito sync --module tensor
-tito test --module tensor
-```
-
-## Development Cycle
-
-1. **Edit**: Modify `modules/{module}/{module}_dev.py`
-   - Use `#| export` to mark code for package export
-   - Use `#| hide` for instructor solutions
-   - Follow NBDev educational pattern
-
-2. **Sync**: `tito sync --module {module}`
-   - Converts Python source to Jupyter notebook
-   - Exports marked code to `tinytorch/` package
-   - Updates package structure
-
-3. **Test**: `tito test --module {module}`
-   - Runs module-specific pytest tests from `modules/{module}/tests/`
-   - Uses pytest framework for all test execution
-   - Validates exported package code
-   - Ensures everything works end-to-end
-
-4. **Commit**: Regular commits at good stages
-   - See [Git Workflow Guidelines](mdc:.cursor/rules/git-workflow.mdc) for commit strategies
-   - Commit when reaching good milestones
-   - Clean up experimental files before committing
-
-## Testing Requirements
-
-- **All tests must use pytest** - No manual testing or other frameworks
-- Test files must be named `test_{module}.py` and located in `modules/{module}/tests/`
-- Tests should use pytest classes, fixtures, and assertions
-- CLI tool uses pytest internally: `subprocess.run([sys.executable, "-m", "pytest", test_file, "-v"])`
-
-## File Relationships
-
-```
-modules/{module}/{module}_dev.py  →  modules/{module}/{module}_dev.ipynb
-                                 ↓
-                            tinytorch/core/{component}.py
-                                 ↑
-                    modules/{module}/tests/test_{module}.py (pytest)
-```
-
-## Module Structure
-
-Each module should be self-contained with:
-- `{module}_dev.py` - Main development file (Python source)
-- `{module}_dev.ipynb` - Generated notebook (auto-created)
-- `README.md` - Module documentation
-- `tests/` - Test directory
-  - `test_{module}.py` - Module tests (pytest format)
-
-Students run and pass all pytest tests locally within the module before using nbdev to export code to the tinytorch package and build/test the overall package.
-
-## Git Workflow
-
-For commit strategies and Git best practices, see [Git Workflow Guidelines](mdc:.cursor/rules/git-workflow.mdc).
-
-Key principles:
-- **Incremental commits** for easy reverts
+## CLI Tool: `
 - **Test before committing** to avoid broken commits
 - **Use feature branches** for larger changes
 - **Descriptive commit messages** that explain what changed
diff --git a/.cursor/rules/git-workflow.mdc b/.cursor/rules/git-workflow.mdc
index 115567f6..98e4f640 100644
--- a/.cursor/rules/git-workflow.mdc
+++ b/.cursor/rules/git-workflow.mdc
@@ -1,3 +1,7 @@
+---
+description: Git workflow guidelines for TinyTorch development.
+---
+
 # Git Workflow Guidelines for TinyTorch Development
 
 ## 🎯 **Philosophy: Incremental Commits for Easy Reverts**
@@ -147,3 +151,7 @@ git commit -m "Second part of changes"
 5. **Commit frequently** to avoid losing work
 
 **Remember:** It's better to have many small commits than one large commit that's hard to revert or understand.
+
+5. **Commit frequently** to avoid losing work
+
+**Remember:** It's better to have many small commits than one large commit that's hard to revert or understand.
diff --git a/.cursor/rules/module-development-best-practices.mdc b/.cursor/rules/module-development-best-practices.mdc
index 3d110bac..6b944f5c 100644
--- a/.cursor/rules/module-development-best-practices.mdc
+++ b/.cursor/rules/module-development-best-practices.mdc
@@ -1,3 +1,4 @@
+
 # TinyTorch Module Development Best Practices
 
 ## Core Principles
@@ -266,3 +267,7 @@ description:
 globs:
 alwaysApply: false
 ---
+
+globs:
+alwaysApply: false
+---
diff --git a/.cursor/rules/nbdev-educational-pattern.mdc b/.cursor/rules/nbdev-educational-pattern.mdc
index a0ce1faf..2e737cdc 100644
--- a/.cursor/rules/nbdev-educational-pattern.mdc
+++ b/.cursor/rules/nbdev-educational-pattern.mdc
@@ -1,4 +1,5 @@
 
+
 # NBDev Educational Pattern for TinyTorch Modules
 
 When working with module development files (`*_dev.py`), follow this educational structure:
@@ -255,3 +256,7 @@ All modules must:
 ## Naming Convention
 
 Module files should be named `{module_name}_dev.py` to indicate development notebooks, following the established pattern from [modules/setup/setup_dev.py](mdc:modules/setup/setup_dev.py) and [modules/tensor/tensor_dev.py](mdc:modules/tensor/tensor_dev.py).
+
+## Naming Convention
+
+Module files should be named `{module_name}_dev.py` to indicate development notebooks, following the established pattern from [modules/setup/setup_dev.py](mdc:modules/setup/setup_dev.py) and [modules/tensor/tensor_dev.py](mdc:modules/tensor/tensor_dev.py).
diff --git a/.cursor/rules/testing-patterns.mdc b/.cursor/rules/testing-patterns.mdc
index f4eae24a..348451d9 100644
--- a/.cursor/rules/testing-patterns.mdc
+++ b/.cursor/rules/testing-patterns.mdc
@@ -1,3 +1,6 @@
+---
+description: "Testing patterns for TinyTorch, including framework requirements, core principles, file structure, naming convention, and test patterns."
+---
 
 # Testing Patterns for TinyTorch
 
@@ -291,4 +294,8 @@ result = subprocess.run([sys.executable, "-m", "pytest", test_file, "-v"])
 ```
 
 This ensures all tests run through pytest with consistent output and reporting, using real data throughout the testing process.
+ 
+```
+
+This ensures all tests run through pytest with consistent output and reporting, using real data throughout the testing process.
  
\ No newline at end of file
diff --git a/.cursor/rules/tinytorch-project-structure.mdc b/.cursor/rules/tinytorch-project-structure.mdc
index 226f960a..e8dd7ded 100644
--- a/.cursor/rules/tinytorch-project-structure.mdc
+++ b/.cursor/rules/tinytorch-project-structure.mdc
@@ -1,3 +1,6 @@
+---
+description: A guide to the project structure of the TinyTorch ML framework.
+---
 
 # TinyTorch Project Structure Guide
 
@@ -52,5 +55,9 @@ The `#| default_exp` directive controls where code exports to in the package.
  
 
 
+The `#| default_exp` directive controls where code exports to in the package.
+ 
+
+
 The `#| default_exp` directive controls where code exports to in the package.
  
\ No newline at end of file
diff --git a/.cursor/rules/user-preferences.mdc b/.cursor/rules/user-preferences.mdc
index e6762242..6c511fb4 100644
--- a/.cursor/rules/user-preferences.mdc
+++ b/.cursor/rules/user-preferences.mdc
@@ -1,3 +1,8 @@
+---
+description: User preferences and development conventions for TinyTorch, including module naming patterns, commit frequency, testing standards, and NBDev integration workflow.
+alwaysApply: false
+---
+
 
 # User Preferences and Conventions