Move benchmarking and metadata files to new directory

.gitignore

@@ -501,8 +501,8 @@ TSWLatexianTemp*
 .cursor*/
 
 # Benchmark results (autogenerated)
-reproduce/benchmarks/results/autogenerated/
-reproduce/benchmarks/results/latest.json
+README_IF_YOU_ARE_AN_AI/benchmarks/results/autogenerated/
+README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json
 REMARK
 
 # MyST PDF build artifacts (generated PNG files in tex export directories)

README_IF_YOU_ARE_AN_AI/CODE_MAP.md

@@ -129,7 +129,7 @@ This document explains what each file in the repository does.
 2. Run tests
 3. Build HTML only
 
-### `reproduce/benchmarks/`
+### `README_IF_YOU_ARE_AN_AI/benchmarks/`
 **Purpose**: Benchmarking infrastructure
 
 **Files**:

reproduce/benchmarks/BENCHMARKING_GUIDE.md → README_IF_YOU_ARE_AN_AI/benchmarks/BENCHMARKING_GUIDE.md

@@ -10,26 +10,26 @@ The Method of Moderation benchmarking system follows industry-standard practices
 
 ```bash
 # Benchmark minimal reproduction (~5 minutes)
-./reproduce/benchmarks/benchmark.sh --min
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min
 
 # Benchmark full reproduction (all tests, paper, notebooks)
-./reproduce/benchmarks/benchmark.sh
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh
 
 # With notes
-./reproduce/benchmarks/benchmark.sh --min --notes "Testing M1 Max performance"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "Testing M1 Max performance"
 ```
 
 ### Viewing Results
 
 ```bash
 # View latest benchmark
-cat reproduce/benchmarks/results/latest.json | jq .
+cat README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json | jq .
 
 # View system info from latest
-cat reproduce/benchmarks/results/latest.json | jq '.system'
+cat README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json | jq '.system'
 
 # Check duration
-cat reproduce/benchmarks/results/latest.json | jq '.duration_seconds'
+cat README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json | jq '.duration_seconds'
 ```
 
 ## What Gets Captured
@@ -96,7 +96,7 @@ Example structure:
 ## Storage Location
 
 ```
-reproduce/benchmarks/
+README_IF_YOU_ARE_AN_AI/benchmarks/
 ├── README.md                    # Overview and documentation
 ├── BENCHMARKING_GUIDE.md        # This file
 ├── schema.json                  # JSON schema for validation
@@ -134,7 +134,7 @@ jq 'del(.system.hostname, .metadata.user, .environment.virtual_env)' \
    results/benchmark.json > benchmark_anonymous.json
 
 # Commit reference benchmark
-git add -f reproduce/benchmarks/results/saved/20250117_reference_m1max.json
+git add -f README_IF_YOU_ARE_AN_AI/benchmarks/results/saved/20250117_reference_m1max.json
 git commit -m "Add reference benchmark: M1 Max 2021"
 ```
 
@@ -145,10 +145,10 @@ Track reproduction time over different code versions:
 
 ```bash
 # Before optimization
-./reproduce/benchmarks/benchmark.sh --min --notes "Before optimization"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "Before optimization"
 
 # After optimization
-./reproduce/benchmarks/benchmark.sh --min --notes "After optimization"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "After optimization"
 
 # Compare
 jq '.duration_seconds' results/autogenerated/*.json
@@ -159,10 +159,10 @@ Compare performance across different machines:
 
 ```bash
 # On laptop
-./reproduce/benchmarks/benchmark.sh --min --notes "MacBook Pro M1 2021"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "MacBook Pro M1 2021"
 
 # On desktop
-./reproduce/benchmarks/benchmark.sh --min --notes "AMD Ryzen 9 5900X"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "AMD Ryzen 9 5900X"
 ```
 
 ### 3. Environment Comparison
@@ -171,23 +171,23 @@ Compare UV vs Conda:
 ```bash
 # With UV
 source .venv-linux-aarch64/bin/activate
-./reproduce/benchmarks/benchmark.sh --min --notes "UV environment"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "UV environment"
 
 # With Conda
 conda activate moderation
-./reproduce/benchmarks/benchmark.sh --min --notes "Conda environment"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "Conda environment"
 ```
 
 ### 4. CI/CD Integration
 Automated performance regression detection:
 
 ```yaml
 - name: Run Benchmark
-  run: ./reproduce/benchmarks/benchmark.sh --min
-  
+  run: ./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min
+
 - name: Upload Results
   uses: actions/upload-artifact@v3
   with:
     name: benchmark-results
-    path: reproduce/benchmarks/results/latest.json
+    path: README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json
 ```

reproduce/benchmarks/README.md → README_IF_YOU_ARE_AN_AI/benchmarks/README.md

@@ -17,26 +17,26 @@ Track and document the time required to reproduce Method of Moderation results a
 
 ```bash
 # Benchmark minimal reproduction (<5 minutes)
-./reproduce/benchmarks/benchmark.sh --min
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min
 
 # Benchmark full reproduction (all tests, paper, notebooks)
-./reproduce/benchmarks/benchmark.sh
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh
 
 # With notes
-./reproduce/benchmarks/benchmark.sh --min --notes "Testing M1 Max performance"
+./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "Testing M1 Max performance"
 ```
 
 ### Viewing Results
 
 ```bash
 # View latest benchmark
-cat reproduce/benchmarks/results/latest.json | jq .
+cat README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json | jq .
 
 # View system info from latest
-cat reproduce/benchmarks/results/latest.json | jq '.system'
+cat README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json | jq '.system'
 
 # Check duration
-cat reproduce/benchmarks/results/latest.json | jq '.duration_seconds'
+cat README_IF_YOU_ARE_AN_AI/benchmarks/results/latest.json | jq '.duration_seconds'
 ```
 
 ## Benchmark Format
@@ -54,7 +54,7 @@ Each benchmark includes:
 ## Directory Structure
 
 ```
-reproduce/benchmarks/
+README_IF_YOU_ARE_AN_AI/benchmarks/
 ├── README.md                    # This file
 ├── BENCHMARKING_GUIDE.md        # Detailed usage guide
 ├── schema.json                  # JSON schema for validation

reproduce/benchmarks/benchmark.sh → README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh

@@ -6,9 +6,9 @@
 # and system information for benchmarking purposes.
 #
 # Usage:
-#   ./reproduce/benchmarks/benchmark.sh           # Benchmark full reproduction
-#   ./reproduce/benchmarks/benchmark.sh --min     # Benchmark minimal reproduction
-#   ./reproduce/benchmarks/benchmark.sh --min --notes "Testing M1 Mac"
+#   ./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh           # Benchmark full reproduction
+#   ./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min     # Benchmark minimal reproduction
+#   ./README_IF_YOU_ARE_AN_AI/benchmarks/benchmark.sh --min --notes "Testing M1 Mac"
 
 set -euo pipefail
 
@@ -38,7 +38,7 @@ while [[ $# -gt 0 ]]; do
             ;;
         *)
             echo "Unknown option: $1"
-            echo "Usage: $0 [--min] [--notes "note"]"
+            echo "Usage: $0 [--min] [--notes \"note\"]"
             exit 1
             ;;
     esac