diff --git a/benchmark_results/20260302_203903/benchmark_results.csv b/benchmark_results/20260302_203903/benchmark_results.csv
deleted file mode 100644
index 599665a..0000000
--- a/benchmark_results/20260302_203903/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,OK,114.48470037430525,144001,740000,23.746039997786283,6064211.127978578,29.719439292042605,
-crayon:cpu:lite,code,OK,39.47019996121526,556000,1048000,66.99784002266824,8298775.002475921,14.917655304344034,
-crayon:cpu:lite,unicode,OK,34.600399900227785,474000,660000,48.36849998682737,9799766.379546372,13.013119054747243,
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-crayon:cpu:standard,english,OK,195.42230013757944,136001,740000,19.34308996424079,7030986.272173811,36.48429467294391,
-crayon:cpu:standard,code,OK,130.2620000205934,312000,1048000,32.05965985544026,9731856.21453361,31.174712648242632,
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-tiktoken:p50k_base,english,OK,218.41720025986433,144001,740000,275.8389800786972,522047.3189065459,2.5584454885211745,
-tiktoken:p50k_base,code,OK,0.012800097465515137,420000,1048000,797.0347099471837,526953.2113950617,1.253961303215991,
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-tiktoken:cl100k_base,english,OK,8563.744300045073,140001,740000,561.699420074001,249245.40598876815,1.2563997200631793,
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-tiktoken:o200k_base,english,OK,1381.0402997769415,140001,740000,410.21160995587707,341289.7065859708,1.7203779147463258,
-tiktoken:o200k_base,code,OK,0.008499715477228165,312000,1048000,639.5134400576353,487870.9038106868,1.5628298343560627,
-tiktoken:o200k_base,unicode,OK,0.005000270903110504,210000,660000,304.5519299339503,689537.5775341294,2.066724873372602,
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diff --git a/benchmark_results/20260302_203903/benchmark_results.json b/benchmark_results/20260302_203903/benchmark_results.json
deleted file mode 100644
index 57a160d..0000000
--- a/benchmark_results/20260302_203903/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
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-  {
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-  {
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-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "english",
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-    "tokens_produced": 140001,
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-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "code",
-    "status": "OK",
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-  {
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-  {
-    "impl": "tiktoken:cl100k_base",
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-  {
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-]
\ No newline at end of file
diff --git a/benchmark_results/20260302_204117/benchmark_results.csv b/benchmark_results/20260302_204117/benchmark_results.csv
deleted file mode 100644
index 2d3568d..0000000
--- a/benchmark_results/20260302_204117/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,OK,57.995499577373266,144001,740000,15.741149941459298,9148061.007965358,44.83274708424514,
-crayon:cpu:lite,code,OK,21.47230040282011,556000,1048000,59.891740046441555,9283417.038290484,16.687621411880016,
-crayon:cpu:lite,unicode,OK,23.56130024418235,474000,660000,23.876330070197582,19852297.174918287,26.36188421661053,
-crayon:cpu:lite,mixed,OK,18.32940010353923,640000,1397500,58.61230003647506,10919209.783641336,22.73856948709304,
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-tiktoken:p50k_base,english,OK,201.42409997060895,144001,740000,164.75475002080202,874032.4632935824,4.283451579098754,
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-tiktoken:cl100k_base,english,OK,380.74419973418117,140001,740000,267.4057499971241,523552.6910004953,2.6391317095769815,
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-tiktoken:cl100k_base,unicode,OK,0.005399808287620544,306000,660000,269.0659500658512,1137267.6473002606,2.339296550433377,
-tiktoken:cl100k_base,mixed,OK,0.004699919372797012,410000,1397500,616.8499699328095,664667.2934824968,2.1605899686157164,
-tiktoken:o200k_base,english,OK,830.4426996037364,140001,740000,401.5089299995452,348687.1387895621,1.757666994209629,
-tiktoken:o200k_base,code,OK,0.0041997991502285,312000,1048000,895.654830057174,348348.481501611,1.11588823065907,
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-tiktoken:o200k_base,mixed,OK,0.006400048732757568,372500,1397500,833.7215200066566,446791.8736186945,1.5985671776435533,
diff --git a/benchmark_results/20260302_204117/benchmark_results.json b/benchmark_results/20260302_204117/benchmark_results.json
deleted file mode 100644
index 39b546b..0000000
--- a/benchmark_results/20260302_204117/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
-  {
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\ No newline at end of file
diff --git a/benchmark_results/20260302_204615/benchmark_results.csv b/benchmark_results/20260302_204615/benchmark_results.csv
deleted file mode 100644
index a0d93db..0000000
--- a/benchmark_results/20260302_204615/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
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diff --git a/benchmark_results/20260302_204615/benchmark_results.json b/benchmark_results/20260302_204615/benchmark_results.json
deleted file mode 100644
index 9d50ff7..0000000
--- a/benchmark_results/20260302_204615/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
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\ No newline at end of file
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deleted file mode 100644
index 0ea0e75..0000000
Binary files a/benchmark_results/20260302_204615/load_time_ms.png and /dev/null differ
diff --git a/benchmark_results/20260302_204615/mb_per_sec.png b/benchmark_results/20260302_204615/mb_per_sec.png
deleted file mode 100644
index 413a3f0..0000000
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diff --git a/benchmark_results/20260302_204615/tokens_per_sec.png b/benchmark_results/20260302_204615/tokens_per_sec.png
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index a807083..0000000
Binary files a/benchmark_results/20260302_204615/tokens_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260302_204615/tokens_produced.png b/benchmark_results/20260302_204615/tokens_produced.png
deleted file mode 100644
index 9981dc4..0000000
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diff --git a/benchmark_results/20260302_204857/benchmark_results.csv b/benchmark_results/20260302_204857/benchmark_results.csv
deleted file mode 100644
index b8aff2c..0000000
--- a/benchmark_results/20260302_204857/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
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diff --git a/benchmark_results/20260302_204857/benchmark_results.json b/benchmark_results/20260302_204857/benchmark_results.json
deleted file mode 100644
index 9334adf..0000000
--- a/benchmark_results/20260302_204857/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
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\ No newline at end of file
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index a96b2cb..0000000
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diff --git a/benchmark_results/20260302_204857/mb_per_sec.png b/benchmark_results/20260302_204857/mb_per_sec.png
deleted file mode 100644
index 41f8110..0000000
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diff --git a/benchmark_results/20260302_204857/tokens_per_sec.png b/benchmark_results/20260302_204857/tokens_per_sec.png
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diff --git a/benchmark_results/20260302_204857/tokens_produced.png b/benchmark_results/20260302_204857/tokens_produced.png
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index 9981dc4..0000000
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diff --git a/benchmark_results/20260316_125203/benchmark_results.csv b/benchmark_results/20260316_125203/benchmark_results.csv
deleted file mode 100644
index 97d4c51..0000000
--- a/benchmark_results/20260316_125203/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
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diff --git a/benchmark_results/20260316_125203/benchmark_results.json b/benchmark_results/20260316_125203/benchmark_results.json
deleted file mode 100644
index 6022a88..0000000
--- a/benchmark_results/20260316_125203/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
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\ No newline at end of file
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index ea990ae..0000000
Binary files a/benchmark_results/20260316_125203/tokens_produced.png and /dev/null differ
diff --git a/benchmark_results/20260316_130952/benchmark_results.csv b/benchmark_results/20260316_130952/benchmark_results.csv
deleted file mode 100644
index fed0f87..0000000
--- a/benchmark_results/20260316_130952/benchmark_results.csv
+++ /dev/null
@@ -1,401 +0,0 @@
-impl,case,status,cold_load_time_ms,warm_load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:lite,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,english,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,code,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,unicode,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
-crayon:cpu:standard,mixed,FAIL,0.0,0.0,0,0,0.0,0.0,0.0,"Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:
-  pip install --force-reinstall xerv-crayon
-Or for development:
-  pip install -e .
-"
diff --git a/benchmark_results/20260316_130952/benchmark_results.json b/benchmark_results/20260316_130952/benchmark_results.json
deleted file mode 100644
index 40d8ced..0000000
--- a/benchmark_results/20260316_130952/benchmark_results.json
+++ /dev/null
@@ -1,1042 +0,0 @@
-[
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "FAIL",
-    "cold_load_time_ms": 0.0,
-    "warm_load_time_ms": 0.0,
-    "tokens_produced": 0,
-    "bytes_processed": 0,
-    "avg_time_ms": 0.0,
-    "tokens_per_sec": 0.0,
-    "mb_per_sec": 0.0,
-    "notes": "Critical Crayon Error: 'crayon_cpu' extension not found. The package may not be installed correctly. Try:\n  pip install --force-reinstall xerv-crayon\nOr for development:\n  pip install -e .\n"
-  }
-]
\ No newline at end of file
diff --git a/benchmark_results/20260316_130952/benchmark_summary.csv b/benchmark_results/20260316_130952/benchmark_summary.csv
deleted file mode 100644
index 2031b10..0000000
--- a/benchmark_results/20260316_130952/benchmark_summary.csv
+++ /dev/null
@@ -1 +0,0 @@
-impl,case,n,tokens_per_sec_mean,tokens_per_sec_std,cold_load_time_ms_mean,cold_load_time_ms_std,warm_load_time_ms_mean,warm_load_time_ms_std,mb_per_sec_mean,mb_per_sec_std,tokens_produced_mean,tokens_produced_std
diff --git a/benchmark_results/20260316_130952/benchmark_summary.json b/benchmark_results/20260316_130952/benchmark_summary.json
deleted file mode 100644
index 0637a08..0000000
--- a/benchmark_results/20260316_130952/benchmark_summary.json
+++ /dev/null
@@ -1 +0,0 @@
-[]
\ No newline at end of file
diff --git a/benchmark_results/20260316_130952/metadata.json b/benchmark_results/20260316_130952/metadata.json
deleted file mode 100644
index 77611c1..0000000
--- a/benchmark_results/20260316_130952/metadata.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "timestamp": "2026-03-16T13:09:52",
-  "cwd": "/app",
-  "device_arg": "cpu",
-  "platform": "Linux-6.8.0-x86_64-with-glibc2.39",
-  "python": "3.12.13 (main, Mar  6 2026, 16:37:31) [GCC 13.3.0]",
-  "processor": "x86_64",
-  "cpu_count_logical": 4,
-  "ram_total_bytes": null,
-  "nvidia_smi": null,
-  "rocm_smi": null,
-  "versions": {
-    "tiktoken": null,
-    "transformers": null,
-    "matplotlib": null
-  },
-  "backends": {
-    "torch": null
-  }
-}
\ No newline at end of file
diff --git a/benchmark_results/20260316_131110/benchmark_results.csv b/benchmark_results/20260316_131110/benchmark_results.csv
deleted file mode 100644
index d0ccbd9..0000000
--- a/benchmark_results/20260316_131110/benchmark_results.csv
+++ /dev/null
@@ -1,201 +0,0 @@
-impl,case,status,cold_load_time_ms,warm_load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,OK,13.420045999993135,8.633935999995401,144001,740000,9.07103429999836,15874815.95125553,77.7991760146638,
-crayon:cpu:lite,code,OK,8.61052400000517,8.313041999997495,556000,1048000,19.86401780000051,27990309.191123746,50.31462887602348,
-crayon:cpu:lite,unicode,OK,12.350933999982772,8.243020000008983,474000,660000,12.465735299994662,38024231.109752744,50.49241249558656,
-crayon:cpu:lite,mixed,OK,12.343785000012986,8.08141199999568,640000,1397500,26.806486600000312,23874818.418016504,49.717811851468774,
-crayon:cpu:standard,english,OK,57.44562099999939,56.62920999998278,136001,740000,8.589664400003016,15833098.205786971,82.15908809433546,
-crayon:cpu:standard,code,OK,59.483790999991015,62.2261299999991,312000,1048000,20.4121071000003,15285046.196920818,48.96362137908513,
-crayon:cpu:standard,unicode,OK,56.097327999992785,61.74585100001195,216001,660000,8.520422300000519,25350973.507497024,73.87251789480982,
-crayon:cpu:standard,mixed,OK,56.56124600000112,62.25921600000106,372501,1397500,24.91756019999798,14949336.813482655,53.486771838032624,
-tiktoken:p50k_base,english,OK,871.5962149999825,0.008374000003641413,144001,740000,68.25013059999776,2109900.7244977304,10.340185255860128,
-tiktoken:p50k_base,code,OK,0.007124999996221959,0.0005149999822151585,420000,1048000,219.8429060000052,1910455.09560354,4.546203931609813,
-tiktoken:p50k_base,unicode,OK,0.0070859999823369435,0.0004989999808913126,378000,660000,110.32828590000179,3426138.6091197655,5.705019738987124,
-tiktoken:p50k_base,mixed,OK,0.005673000003980633,0.0004380000007131457,517500,1397500,240.371629699996,2152916.30150315,5.544580526583486,
-tiktoken:cl100k_base,english,OK,796.1088989999894,0.005170000008547504,140001,740000,84.89410629999554,1649125.0818433713,8.312932721698987,
-tiktoken:cl100k_base,code,OK,0.005845000004001122,0.000515000010636868,308000,1048000,218.6228982000017,1408818.5754368412,4.5715736632465065,
-tiktoken:cl100k_base,unicode,OK,0.006498000004739879,0.0004240000066602079,306000,660000,128.00079199999175,2390610.2080994914,4.917352767849792,
-tiktoken:cl100k_base,mixed,OK,0.007242000009455296,0.0004219999993892998,410000,1397500,247.372390299995,1657420.2137222437,5.38766616420475,
-tiktoken:o200k_base,english,OK,1123.7693420000028,0.007920000001604421,140001,740000,148.18562679999445,944767.7418064222,4.76239841461231,
-tiktoken:o200k_base,code,OK,0.005945999987488904,0.0004309999894758221,312000,1048000,527.5963346000026,591361.1970722711,1.8943472841817297,
-tiktoken:o200k_base,unicode,OK,0.006991999981664776,0.0004199999921183917,210000,660000,250.5198507000017,838256.9262005335,2.51247574621088,
-tiktoken:o200k_base,mixed,OK,0.005476999945130956,0.00038700000004610047,372500,1397500,399.6432679999941,932081.2580283611,3.334873783430662,
-crayon:cpu:lite,english,OK,12.255995000032271,8.353256999953373,144001,740000,7.629351100001713,18874606.51797342,92.5005265704008,
-crayon:cpu:lite,code,OK,8.631075999971927,8.182028000021546,556000,1048000,17.14357649999556,32431972.406699616,58.29884351109635,
-crayon:cpu:lite,unicode,OK,8.595698000021912,8.26907499998697,474000,660000,11.279014600006576,42024947.81766872,55.804968000285946,
-crayon:cpu:lite,mixed,OK,8.619954999971924,8.18737700001293,640000,1397500,27.430875499999274,23331373.43720644,48.586121765518186,
-crayon:cpu:standard,english,OK,57.70983200000046,57.04072999998289,136001,740000,7.748942700010275,17550910.526131477,91.07294007215839,
-crayon:cpu:standard,code,OK,55.32362400003876,56.88838099996474,312000,1048000,18.391508200005546,16964350.971493784,54.34305184353769,
-crayon:cpu:standard,unicode,OK,53.574158000003536,56.808552000006785,216001,660000,7.41275420001557,29139101.900822006,84.91109132241333,
-crayon:cpu:standard,mixed,OK,53.982016999952975,56.91404300000613,372501,1397500,22.914766900004224,16255936.690323973,58.16161530220448,
-tiktoken:p50k_base,english,OK,0.007771000014145102,0.0005619999683403876,144001,740000,68.49571729999866,2102335.8200528375,10.3031112302935,
-tiktoken:p50k_base,code,OK,0.006550999955834413,0.000489000001380191,420000,1048000,219.48089210000603,1913606.2186617495,4.553702484216039,
-tiktoken:p50k_base,unicode,OK,0.0067070000113744754,0.0005200000146032835,378000,660000,107.88554559999852,3503713.1053819796,5.834192572578821,
-tiktoken:p50k_base,mixed,OK,0.007401000004847447,0.00043800002913485514,517500,1397500,241.58617579999486,2142092.767876046,5.516705799760264,
-tiktoken:cl100k_base,english,OK,0.010244000009151932,0.00043000000005122274,140001,740000,78.11836440000661,1792165.0187543887,9.03397043142093,
-tiktoken:cl100k_base,code,OK,0.008102000037979451,0.0004949999947712058,308000,1048000,216.04720779998843,1425614.351309457,4.626075447913303,
-tiktoken:cl100k_base,unicode,OK,0.006573999996817292,0.00040900005160438013,306000,660000,123.78520560000084,2472024.0073664985,5.084816442944299,
-tiktoken:cl100k_base,mixed,OK,0.006136000024525856,0.0004350000040176383,410000,1397500,243.61621470000046,1682975.0043727253,5.470735430393878,
-tiktoken:o200k_base,english,OK,0.006606999988889584,0.0008569999749852286,140001,740000,147.9927857000007,945998.8156706436,4.76860402892343,
-tiktoken:o200k_base,code,OK,0.006286000029831484,0.0004669999498219113,312000,1048000,348.46320080000623,895359.9670889392,2.8681670870817877,
-tiktoken:o200k_base,unicode,OK,0.005886999986159935,0.0004969999736204045,210000,660000,167.48856810000348,1253816.9164752422,3.758017970828374,
-tiktoken:o200k_base,mixed,OK,0.012467000033211662,0.00045899997758169775,372500,1397500,386.2139582999987,964491.2929600899,3.450832960683645,
-crayon:cpu:lite,english,OK,14.46436700001641,8.621505999997225,144001,740000,7.970677099996237,18066344.70239272,88.53940327616058,
-crayon:cpu:lite,code,OK,8.487282999965373,8.221886000001177,556000,1048000,17.167496500002244,32386783.943711728,58.217613942348514,
-crayon:cpu:lite,unicode,OK,8.32785199997943,7.899138000027506,474000,660000,11.294528399997716,41967223.70454138,55.72831609580549,
-crayon:cpu:lite,mixed,OK,8.416824999983419,8.190843000022596,640000,1397500,25.39328400000045,25203514.441062003,52.48473797944806,
-crayon:cpu:standard,english,OK,59.122182999999495,56.704432000003635,136001,740000,7.6757321999991746,17718309.661717307,91.94158625553675,
-crayon:cpu:standard,code,OK,57.78209900000775,57.2303270000134,312000,1048000,17.449783000000707,17879878.506224826,57.27582306288333,
-crayon:cpu:standard,unicode,OK,52.829341000006025,55.68740900002922,216001,660000,7.266771999991306,29724477.38834498,86.61687043832916,
-crayon:cpu:standard,mixed,OK,54.2102670000304,56.79054400002315,372501,1397500,22.231868899996243,16755271.528254783,59.94817004241868,
-tiktoken:p50k_base,english,OK,0.005590999990090495,0.0004799999828719592,144001,740000,67.79733839999267,2123991.9353532554,10.409243353728785,
-tiktoken:p50k_base,code,OK,0.00664499998492829,0.00041600003441999434,420000,1048000,215.4200641999921,1949679.1144304904,4.639543151680978,
-tiktoken:p50k_base,unicode,OK,0.006171000052290765,0.0005260000079942984,378000,660000,107.30631869999456,3522625.7370435647,5.865684858576338,
-tiktoken:p50k_base,mixed,OK,0.005192000003262365,0.0004579999881570984,517500,1397500,236.72034209999424,2186123.91064136,5.630102784384945,
-tiktoken:cl100k_base,english,OK,0.007005999975717714,0.0004910000370728085,140001,740000,77.01460709998855,1817849.9543370495,9.16344341307079,
-tiktoken:cl100k_base,code,OK,0.006001999963700655,0.0004839999974137754,308000,1048000,212.1594686999913,1451738.1754737238,4.710846467131028,
-tiktoken:cl100k_base,unicode,OK,0.005649999991419463,0.00044099999740865314,306000,660000,121.5911033999987,2516631.492300474,5.176571568377853,
-tiktoken:cl100k_base,mixed,OK,0.0057810000271274475,0.0004139999987273768,410000,1397500,240.63990579999768,1703790.5605762748,5.53839918091319,
-tiktoken:o200k_base,english,OK,0.007540000012795645,0.0004569999987324991,140001,740000,147.87910310000711,946726.0557113377,4.772269910667257,
-tiktoken:o200k_base,code,OK,0.0067850000391445064,0.0004030000013699464,312000,1048000,344.18638970000757,906485.5826284671,2.9038065231599366,
-tiktoken:o200k_base,unicode,OK,0.005466999994041544,0.0005240000291450997,210000,660000,165.9669846999975,1265311.8954929302,3.7924714362068808,
-tiktoken:o200k_base,mixed,OK,0.005138000005899812,0.00040200001194534707,372500,1397500,386.74107549999803,963176.7184760851,3.44612957249156,
-crayon:cpu:lite,english,OK,11.859816000026058,8.044323999968128,144001,740000,7.576637799991204,19005923.70934865,93.14408485270924,
-crayon:cpu:lite,code,OK,8.248379999997724,7.75930600002539,556000,1048000,16.88808420000214,32922621.264520314,59.18082073475352,
-crayon:cpu:lite,unicode,OK,8.604470999955538,8.002074999978959,474000,660000,11.156769700005498,42485415.82782393,56.4164239069858,
-crayon:cpu:lite,mixed,OK,8.456352999985484,8.093239999993784,640000,1397500,23.72167619999459,26979543.71370038,56.18320754154963,
-crayon:cpu:standard,english,OK,57.44187900000952,57.31347900001538,136001,740000,7.547879199995577,18018438.874866955,93.49897838071368,
-crayon:cpu:standard,code,OK,55.624494000028335,56.39792900001339,312000,1048000,16.869116499987058,18495337.322511192,59.24736387910515,
-crayon:cpu:standard,unicode,OK,52.97563800002081,56.39938499996333,216001,660000,7.500860099992224,28796830.912794113,83.91371661881516,
-crayon:cpu:standard,mixed,OK,53.65096499997435,56.49196399997436,372501,1397500,21.90999329999954,17001420.078024752,60.828857358790806,
-tiktoken:p50k_base,english,OK,0.006266999946547003,0.0005079999709778349,144001,740000,67.73963460000232,2125801.2513695355,10.41811043575663,
-tiktoken:p50k_base,code,OK,0.006395000013981189,0.00042300001723560854,420000,1048000,215.189668499994,1951766.5644808207,4.6445105406804315,
-tiktoken:p50k_base,unicode,OK,0.006347999999434251,0.00045899997758169775,378000,660000,107.80626470000243,3506289.7416201034,5.838483047155522,
-tiktoken:p50k_base,mixed,OK,0.005572000020492851,0.0004800000397153781,517500,1397500,240.88481109999975,2148329.7250533886,5.53276834305862,
-tiktoken:cl100k_base,english,OK,0.0059879999980694265,0.0004139999987273768,140001,740000,77.52655099998833,1805845.8449934279,9.102932931206126,
-tiktoken:cl100k_base,code,OK,0.03849000000855085,0.0005480000027091592,308000,1048000,212.68630399998187,1448142.142711861,4.699177449591842,
-tiktoken:cl100k_base,unicode,OK,0.006583000015325524,0.00044500001195046934,306000,660000,122.85836879999579,2490672.820979294,5.123176019476392,
-tiktoken:cl100k_base,mixed,OK,0.0062469999875247595,0.0005079999709778349,410000,1397500,241.95004649999987,1694564.667091313,5.508409179734277,
-tiktoken:o200k_base,english,OK,0.006681000002117798,0.00043800002913485514,140001,740000,149.0840187000117,939074.4978622515,4.733699831104497,
-tiktoken:o200k_base,code,OK,0.00601800002186792,0.0004799999828719592,312000,1048000,344.87705079999387,904670.2274804002,2.8979912733403825,
-tiktoken:o200k_base,unicode,OK,0.006578000011359109,0.0004529999841906829,210000,660000,166.56413929999871,1260775.5840035228,3.778874921536786,
-tiktoken:o200k_base,mixed,OK,0.005728999951770675,0.0005079999709778349,372500,1397500,386.02468130000034,964964.2057744759,3.452524985421789,
-crayon:cpu:lite,english,OK,11.945968000020457,8.068296999965696,144001,740000,7.684993499987058,18737946.88313562,91.8307860822281,
-crayon:cpu:lite,code,OK,8.50575999999137,8.087123999985124,556000,1048000,16.832955599988964,33030444.16040428,59.37464027971447,
-crayon:cpu:lite,unicode,OK,8.485736000011457,7.785606999959782,474000,660000,11.008489499999996,43057678.34905962,57.176331850807074,
-crayon:cpu:lite,mixed,OK,8.317911999995431,7.874027000013939,640000,1397500,23.156396000007362,27638152.32732229,57.55471866940394,
-crayon:cpu:standard,english,OK,56.3960169999973,55.77992599995696,136001,740000,7.532129799994891,18056114.752575327,93.69448122642598,
-crayon:cpu:standard,code,OK,55.15872899997021,55.88644499999873,312000,1048000,16.60530089999952,18789180.74890224,60.18865238351561,
-crayon:cpu:standard,unicode,OK,52.26000599998315,55.77487499999734,216001,660000,7.332337400015376,29458682.575019944,85.8423466474422,
-crayon:cpu:standard,mixed,OK,52.8641419999758,56.416287999979886,372501,1397500,22.371619800003373,16650604.798850723,59.57368617437051,
-tiktoken:p50k_base,english,OK,0.006202999998095038,0.0004969999736204045,144001,740000,84.53547129999492,1703438.778840861,8.348199676277991,
-tiktoken:p50k_base,code,OK,0.013772000045264576,0.0006299999881775875,420000,1048000,331.9959505999975,1265075.671076583,3.010430343465031,
-tiktoken:p50k_base,unicode,OK,0.00607499998750427,0.0007910000476840651,378000,660000,107.05100760001187,3531027.0166944047,5.879674212688636,
-tiktoken:p50k_base,mixed,OK,0.005955999995421735,0.00043699998286683694,517500,1397500,236.48260150000056,2188321.663908957,5.635762837198538,
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diff --git a/benchmark_results/20260316_131110/benchmark_results.json b/benchmark_results/20260316_131110/benchmark_results.json
deleted file mode 100644
index c6e47e0..0000000
--- a/benchmark_results/20260316_131110/benchmark_results.json
+++ /dev/null
@@ -1,2602 +0,0 @@
-[
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diff --git a/benchmark_results/20260316_131110/benchmark_summary.csv b/benchmark_results/20260316_131110/benchmark_summary.csv
deleted file mode 100644
index 3be8118..0000000
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deleted file mode 100644
index 25b51d3..0000000
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-]
\ No newline at end of file
diff --git a/benchmark_results/20260316_131110/mb_per_sec.png b/benchmark_results/20260316_131110/mb_per_sec.png
deleted file mode 100644
index fd67a16..0000000
Binary files a/benchmark_results/20260316_131110/mb_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_131110/metadata.json b/benchmark_results/20260316_131110/metadata.json
deleted file mode 100644
index 79e2d8b..0000000
--- a/benchmark_results/20260316_131110/metadata.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "timestamp": "2026-03-16T13:11:11",
-  "cwd": "/app",
-  "device_arg": "cpu",
-  "platform": "Linux-6.8.0-x86_64-with-glibc2.39",
-  "python": "3.12.13 (main, Mar  6 2026, 16:37:31) [GCC 13.3.0]",
-  "processor": "x86_64",
-  "cpu_count_logical": 4,
-  "ram_total_bytes": null,
-  "nvidia_smi": null,
-  "rocm_smi": null,
-  "versions": {
-    "tiktoken": "0.12.0",
-    "transformers": "5.3.0",
-    "matplotlib": "3.10.8"
-  },
-  "backends": {
-    "torch": null
-  }
-}
\ No newline at end of file
diff --git a/benchmark_results/20260316_131110/tokens_per_sec.png b/benchmark_results/20260316_131110/tokens_per_sec.png
deleted file mode 100644
index 8eeafea..0000000
Binary files a/benchmark_results/20260316_131110/tokens_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_131800/benchmark_results.csv b/benchmark_results/20260316_131800/benchmark_results.csv
deleted file mode 100644
index 64b8a57..0000000
--- a/benchmark_results/20260316_131800/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,cold_load_time_ms,warm_load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
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-crayon:cpu:lite,code,OK,8.033628999896791,7.926046000079623,556000,1048000,16.766286000006403,33161786.695025224,59.610738096282525,
-crayon:cpu:lite,unicode,OK,12.237848000040685,8.257507999928748,474000,660000,10.7920230000218,43921329.67090994,58.32317525887904,
-crayon:cpu:lite,mixed,OK,11.667987000009816,7.843707999995786,640000,1397500,26.027087999977994,24589765.86241769,51.206645060671455,
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-crayon:cpu:standard,unicode,OK,56.545544999949016,59.173324000084904,216001,660000,7.390334999968218,29227497.80638211,85.1686762279155,
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-tiktoken:p50k_base,english,OK,115.26536799999576,0.008334999961334688,144001,740000,71.01593200002299,2027728.0878318036,9.937474229591137,
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-tiktoken:o200k_base,english,OK,819.557422999992,0.014037000028110924,140001,740000,145.22421899994242,964033.4164927099,4.859513096372065,
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diff --git a/benchmark_results/20260316_131800/benchmark_results.json b/benchmark_results/20260316_131800/benchmark_results.json
deleted file mode 100644
index 16243d8..0000000
--- a/benchmark_results/20260316_131800/benchmark_results.json
+++ /dev/null
@@ -1,262 +0,0 @@
-[
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\ No newline at end of file
diff --git a/benchmark_results/20260316_131800/benchmark_summary.csv b/benchmark_results/20260316_131800/benchmark_summary.csv
deleted file mode 100644
index f84e0b5..0000000
--- a/benchmark_results/20260316_131800/benchmark_summary.csv
+++ /dev/null
@@ -1,21 +0,0 @@
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diff --git a/benchmark_results/20260316_131800/benchmark_summary.json b/benchmark_results/20260316_131800/benchmark_summary.json
deleted file mode 100644
index 82bc3cb..0000000
--- a/benchmark_results/20260316_131800/benchmark_summary.json
+++ /dev/null
@@ -1,302 +0,0 @@
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\ No newline at end of file
diff --git a/benchmark_results/20260316_131800/load_time_ms.png b/benchmark_results/20260316_131800/load_time_ms.png
deleted file mode 100644
index 7c3ffe7..0000000
Binary files a/benchmark_results/20260316_131800/load_time_ms.png and /dev/null differ
diff --git a/benchmark_results/20260316_131800/mb_per_sec.png b/benchmark_results/20260316_131800/mb_per_sec.png
deleted file mode 100644
index 9aa5e61..0000000
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diff --git a/benchmark_results/20260316_131800/metadata.json b/benchmark_results/20260316_131800/metadata.json
deleted file mode 100644
index 018f1e8..0000000
--- a/benchmark_results/20260316_131800/metadata.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "timestamp": "2026-03-16T13:18:00",
-  "cwd": "/app",
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-  "platform": "Linux-6.8.0-x86_64-with-glibc2.39",
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-  "versions": {
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-    "transformers": "5.3.0",
-    "matplotlib": "3.10.8"
-  },
-  "backends": {
-    "torch": null
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-}
\ No newline at end of file
diff --git a/benchmark_results/20260316_131800/tokens_per_sec.png b/benchmark_results/20260316_131800/tokens_per_sec.png
deleted file mode 100644
index 9a48b68..0000000
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diff --git a/benchmark_results/20260316_131800/tokens_produced.png b/benchmark_results/20260316_131800/tokens_produced.png
deleted file mode 100644
index f8b4b91..0000000
Binary files a/benchmark_results/20260316_131800/tokens_produced.png and /dev/null differ
diff --git a/benchmark_results/20260316_132855/benchmark_results.csv b/benchmark_results/20260316_132855/benchmark_results.csv
deleted file mode 100644
index 74776e2..0000000
--- a/benchmark_results/20260316_132855/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,OK,105.03960028290749,144001,740000,25.129109993577003,5730445.687762385,28.08372418764559,
-crayon:cpu:lite,code,OK,21.776700392365456,556000,1048000,40.840200148522854,13614037.100161223,24.47222785292591,
-crayon:cpu:lite,unicode,OK,20.329000428318977,474000,660000,34.67500973492861,13669787.077883163,18.15212320457106,
-crayon:cpu:lite,mixed,OK,19.497700035572052,640000,1397500,50.04436010494828,12788653.87943522,26.631569559143067,
-crayon:cpu:standard,english,OK,114.62089978158474,136001,740000,13.758950028568506,9884547.855585873,51.2916314599079,
-crayon:cpu:standard,code,OK,85.3595994412899,312000,1048000,26.4725299552083,11785802.132546684,37.754256404084806,
-crayon:cpu:standard,unicode,OK,91.49810019880533,216001,660000,14.188029989600182,15224171.372511098,44.36310391854918,
-crayon:cpu:standard,mixed,OK,95.99119983613491,372501,1397500,37.69492004066706,9881994.698440222,35.35648452735515,
-tiktoken:p50k_base,english,OK,272.5568003952503,144001,740000,236.03122998028994,610092.9949482743,2.989939061028309,
-tiktoken:p50k_base,code,OK,0.01019984483718872,420000,1048000,1071.3457399979234,392030.30760248704,0.9328927593399375,
-tiktoken:p50k_base,unicode,OK,0.006799586117267609,378000,660000,763.4834598749876,495099.1342522254,0.8244121607181729,
-tiktoken:p50k_base,mixed,OK,0.005899928510189056,517500,1397500,1304.1077699512243,396823.0325162125,1.0219706437510006,
-tiktoken:cl100k_base,english,OK,553.0430004000664,140001,740000,314.7866601124406,444748.833860978,2.2418961270104165,
-tiktoken:cl100k_base,code,OK,0.00690016895532608,308000,1048000,591.5066200308502,520704.2314825423,1.68966948086164,
-tiktoken:cl100k_base,unicode,OK,0.0056996941566467285,306000,660000,372.45238004252315,821581.5400751736,1.6899477156147134,
-tiktoken:cl100k_base,mixed,OK,0.010100193321704865,410000,1397500,674.7905101627111,607595.9780482647,1.9750720217691977,
-tiktoken:o200k_base,english,OK,791.211100295186,140001,740000,375.6954999640584,372644.8680204939,1.8784334499831352,
-tiktoken:o200k_base,code,OK,0.0058002769947052,312000,1048000,806.401920132339,386903.8406416462,1.2393952179946814,
-tiktoken:o200k_base,unicode,OK,0.0064997002482414246,210000,660000,440.8437602221966,476359.2432252066,1.427773523460735,
-tiktoken:o200k_base,mixed,OK,0.0058002769947052,372500,1397500,885.7569799758494,420544.2445513175,1.5046563417587437,
diff --git a/benchmark_results/20260316_132855/benchmark_results.json b/benchmark_results/20260316_132855/benchmark_results.json
deleted file mode 100644
index 6eec272..0000000
--- a/benchmark_results/20260316_132855/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 105.03960028290749,
-    "tokens_produced": 144001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 25.129109993577003,
-    "tokens_per_sec": 5730445.687762385,
-    "mb_per_sec": 28.08372418764559,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 21.776700392365456,
-    "tokens_produced": 556000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 40.840200148522854,
-    "tokens_per_sec": 13614037.100161223,
-    "mb_per_sec": 24.47222785292591,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 20.329000428318977,
-    "tokens_produced": 474000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 34.67500973492861,
-    "tokens_per_sec": 13669787.077883163,
-    "mb_per_sec": 18.15212320457106,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 19.497700035572052,
-    "tokens_produced": 640000,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 50.04436010494828,
-    "tokens_per_sec": 12788653.87943522,
-    "mb_per_sec": 26.631569559143067,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 114.62089978158474,
-    "tokens_produced": 136001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 13.758950028568506,
-    "tokens_per_sec": 9884547.855585873,
-    "mb_per_sec": 51.2916314599079,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 85.3595994412899,
-    "tokens_produced": 312000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 26.4725299552083,
-    "tokens_per_sec": 11785802.132546684,
-    "mb_per_sec": 37.754256404084806,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 91.49810019880533,
-    "tokens_produced": 216001,
-    "bytes_processed": 660000,
-    "avg_time_ms": 14.188029989600182,
-    "tokens_per_sec": 15224171.372511098,
-    "mb_per_sec": 44.36310391854918,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 95.99119983613491,
-    "tokens_produced": 372501,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 37.69492004066706,
-    "tokens_per_sec": 9881994.698440222,
-    "mb_per_sec": 35.35648452735515,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 272.5568003952503,
-    "tokens_produced": 144001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 236.03122998028994,
-    "tokens_per_sec": 610092.9949482743,
-    "mb_per_sec": 2.989939061028309,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.01019984483718872,
-    "tokens_produced": 420000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 1071.3457399979234,
-    "tokens_per_sec": 392030.30760248704,
-    "mb_per_sec": 0.9328927593399375,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.006799586117267609,
-    "tokens_produced": 378000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 763.4834598749876,
-    "tokens_per_sec": 495099.1342522254,
-    "mb_per_sec": 0.8244121607181729,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 0.005899928510189056,
-    "tokens_produced": 517500,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 1304.1077699512243,
-    "tokens_per_sec": 396823.0325162125,
-    "mb_per_sec": 1.0219706437510006,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 553.0430004000664,
-    "tokens_produced": 140001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 314.7866601124406,
-    "tokens_per_sec": 444748.833860978,
-    "mb_per_sec": 2.2418961270104165,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.00690016895532608,
-    "tokens_produced": 308000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 591.5066200308502,
-    "tokens_per_sec": 520704.2314825423,
-    "mb_per_sec": 1.68966948086164,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.0056996941566467285,
-    "tokens_produced": 306000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 372.45238004252315,
-    "tokens_per_sec": 821581.5400751736,
-    "mb_per_sec": 1.6899477156147134,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 0.010100193321704865,
-    "tokens_produced": 410000,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 674.7905101627111,
-    "tokens_per_sec": 607595.9780482647,
-    "mb_per_sec": 1.9750720217691977,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 791.211100295186,
-    "tokens_produced": 140001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 375.6954999640584,
-    "tokens_per_sec": 372644.8680204939,
-    "mb_per_sec": 1.8784334499831352,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.0058002769947052,
-    "tokens_produced": 312000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 806.401920132339,
-    "tokens_per_sec": 386903.8406416462,
-    "mb_per_sec": 1.2393952179946814,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.0064997002482414246,
-    "tokens_produced": 210000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 440.8437602221966,
-    "tokens_per_sec": 476359.2432252066,
-    "mb_per_sec": 1.427773523460735,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 0.0058002769947052,
-    "tokens_produced": 372500,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 885.7569799758494,
-    "tokens_per_sec": 420544.2445513175,
-    "mb_per_sec": 1.5046563417587437,
-    "notes": ""
-  }
-]
\ No newline at end of file
diff --git a/benchmark_results/20260316_132855/load_time_ms.png b/benchmark_results/20260316_132855/load_time_ms.png
deleted file mode 100644
index b51ccca..0000000
Binary files a/benchmark_results/20260316_132855/load_time_ms.png and /dev/null differ
diff --git a/benchmark_results/20260316_132855/mb_per_sec.png b/benchmark_results/20260316_132855/mb_per_sec.png
deleted file mode 100644
index 914fd88..0000000
Binary files a/benchmark_results/20260316_132855/mb_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_132855/tokens_per_sec.png b/benchmark_results/20260316_132855/tokens_per_sec.png
deleted file mode 100644
index 62ca9e8..0000000
Binary files a/benchmark_results/20260316_132855/tokens_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_132855/tokens_produced.png b/benchmark_results/20260316_132855/tokens_produced.png
deleted file mode 100644
index ea990ae..0000000
Binary files a/benchmark_results/20260316_132855/tokens_produced.png and /dev/null differ
diff --git a/benchmark_results/20260316_140602/benchmark_results.csv b/benchmark_results/20260316_140602/benchmark_results.csv
deleted file mode 100644
index 72f99ec..0000000
--- a/benchmark_results/20260316_140602/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,OK,61.401099897921085,144001,740000,11.133879888802767,12933586.623726774,63.38482192989702,
-crayon:cpu:lite,code,OK,16.328000463545322,556000,1048000,43.03158987313509,12920740.359331101,23.225976231422344,
-crayon:cpu:lite,unicode,OK,22.586899809539318,474000,660000,30.570899788290262,15504941.0806534,20.589025942547398,
-crayon:cpu:lite,mixed,OK,17.361399717628956,640000,1397500,50.97524989396334,12555112.556217032,26.145234401990923,
-crayon:cpu:standard,english,OK,89.92770034819841,136001,740000,14.09686990082264,9647602.691719776,50.06210592178636,
-crayon:cpu:standard,code,OK,92.18220040202141,312000,1048000,27.118550147861242,11505039.845377076,36.854871596908495,
-crayon:cpu:standard,unicode,OK,79.41350061446428,216001,660000,17.373310029506683,12432921.511971276,36.22942592742055,
-crayon:cpu:standard,mixed,OK,85.39990056306124,372501,1397500,40.105349849909544,9288062.599978546,33.23147316169691,
-tiktoken:p50k_base,english,OK,224.58230052143335,144001,740000,199.0367698483169,723489.434187166,3.5456714589894287,
-tiktoken:p50k_base,code,OK,0.011400319635868073,420000,1048000,659.9957201629877,636367.7629550081,1.5143290373866864,
-tiktoken:p50k_base,unicode,OK,0.006799586117267609,378000,660000,315.81203984096646,1196914.4690948122,1.9930368998759032,
-tiktoken:p50k_base,mixed,OK,0.005499459803104401,517500,1397500,711.7198899388313,727111.8979750257,1.872590433424979,
-tiktoken:cl100k_base,english,OK,413.1496995687485,140001,740000,247.4105198867619,565865.1865897921,2.8524211277015534,
-tiktoken:cl100k_base,code,OK,0.019200146198272705,308000,1048000,638.1493899971247,482645.6074828933,1.566170397182787,
-tiktoken:cl100k_base,unicode,OK,0.005200505256652832,306000,660000,341.1180700175464,897050.1034561435,1.8451823698338488,
-tiktoken:cl100k_base,mixed,OK,0.005000270903110504,410000,1397500,684.4099200330675,599056.1913249164,1.9473123024186174,
-tiktoken:o200k_base,english,OK,847.2124002873898,140001,740000,391.4701501838863,357628.7998822821,1.8027402442028486,
-tiktoken:o200k_base,code,OK,0.004900619387626648,312000,1048000,808.8262700475752,385744.1474813227,1.2356802945272316,
-tiktoken:o200k_base,unicode,OK,0.004900619387626648,210000,660000,382.0475898683071,549669.7415952489,1.6475043044901543,
-tiktoken:o200k_base,mixed,OK,0.0048996880650520325,372500,1397500,951.561520062387,391461.81528607616,1.4006029343119664,
diff --git a/benchmark_results/20260316_140602/benchmark_results.json b/benchmark_results/20260316_140602/benchmark_results.json
deleted file mode 100644
index 428e7ed..0000000
--- a/benchmark_results/20260316_140602/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 61.401099897921085,
-    "tokens_produced": 144001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 11.133879888802767,
-    "tokens_per_sec": 12933586.623726774,
-    "mb_per_sec": 63.38482192989702,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 16.328000463545322,
-    "tokens_produced": 556000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 43.03158987313509,
-    "tokens_per_sec": 12920740.359331101,
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-    "notes": ""
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-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 22.586899809539318,
-    "tokens_produced": 474000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 30.570899788290262,
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-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 17.361399717628956,
-    "tokens_produced": 640000,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 50.97524989396334,
-    "tokens_per_sec": 12555112.556217032,
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-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 89.92770034819841,
-    "tokens_produced": 136001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 14.09686990082264,
-    "tokens_per_sec": 9647602.691719776,
-    "mb_per_sec": 50.06210592178636,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 92.18220040202141,
-    "tokens_produced": 312000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 27.118550147861242,
-    "tokens_per_sec": 11505039.845377076,
-    "mb_per_sec": 36.854871596908495,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 79.41350061446428,
-    "tokens_produced": 216001,
-    "bytes_processed": 660000,
-    "avg_time_ms": 17.373310029506683,
-    "tokens_per_sec": 12432921.511971276,
-    "mb_per_sec": 36.22942592742055,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 85.39990056306124,
-    "tokens_produced": 372501,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 40.105349849909544,
-    "tokens_per_sec": 9288062.599978546,
-    "mb_per_sec": 33.23147316169691,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 224.58230052143335,
-    "tokens_produced": 144001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 199.0367698483169,
-    "tokens_per_sec": 723489.434187166,
-    "mb_per_sec": 3.5456714589894287,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.011400319635868073,
-    "tokens_produced": 420000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 659.9957201629877,
-    "tokens_per_sec": 636367.7629550081,
-    "mb_per_sec": 1.5143290373866864,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.006799586117267609,
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-]
\ No newline at end of file
diff --git a/benchmark_results/20260316_140602/load_time_ms.png b/benchmark_results/20260316_140602/load_time_ms.png
deleted file mode 100644
index 8f24801..0000000
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diff --git a/benchmark_results/20260316_140602/mb_per_sec.png b/benchmark_results/20260316_140602/mb_per_sec.png
deleted file mode 100644
index eb7caac..0000000
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diff --git a/benchmark_results/20260316_140602/tokens_per_sec.png b/benchmark_results/20260316_140602/tokens_per_sec.png
deleted file mode 100644
index c178c7d..0000000
Binary files a/benchmark_results/20260316_140602/tokens_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_140602/tokens_produced.png b/benchmark_results/20260316_140602/tokens_produced.png
deleted file mode 100644
index ea990ae..0000000
Binary files a/benchmark_results/20260316_140602/tokens_produced.png and /dev/null differ
diff --git a/benchmark_results/20260316_144511/benchmark_results.csv b/benchmark_results/20260316_144511/benchmark_results.csv
deleted file mode 100644
index 39111d8..0000000
--- a/benchmark_results/20260316_144511/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
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-crayon:cpu:lite,code,OK,96.5157002210617,556000,1048000,79.59905993193388,6985007.115353402,12.55606139630785,
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-crayon:cpu:lite,mixed,OK,39.704300463199615,640000,1397500,105.36483991891146,6074132.514153132,12.648999971939627,
-crayon:cpu:standard,english,OK,363.7454994022846,136001,740000,31.185439974069595,4361041.56661197,22.629759103204055,
-crayon:cpu:standard,code,OK,246.52619939297438,312000,1048000,60.35767998546362,5169184.767789969,16.558798877532322,
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-crayon:cpu:standard,mixed,OK,95.19869927316904,372501,1397500,44.21368017792702,8425016.838701548,30.14360830888476,
-tiktoken:p50k_base,english,OK,278.6563001573086,144001,740000,185.2792602032423,777210.5730670445,3.8089476035606236,
-tiktoken:p50k_base,code,OK,0.01200009137392044,420000,1048000,697.9285599663854,601780.7897419023,1.4320243373360262,
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-tiktoken:cl100k_base,code,OK,0.006400048732757568,308000,1048000,697.0198402181268,441881.25248144136,1.4338912982462306,
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-tiktoken:cl100k_base,mixed,OK,0.0056996941566467285,410000,1397500,713.6479198932648,574512.9896284442,1.8675313414730694,
-tiktoken:o200k_base,english,OK,822.6224007084966,140001,740000,382.0364801213145,366459.7683329694,1.847255513181689,
-tiktoken:o200k_base,code,OK,0.00509992241859436,312000,1048000,817.2225998714566,381780.9248656063,1.222984635705078,
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-tiktoken:o200k_base,mixed,OK,0.006800517439842224,372500,1397500,950.2225399017334,392013.43302014476,1.402576555714581,
diff --git a/benchmark_results/20260316_144511/benchmark_results.json b/benchmark_results/20260316_144511/benchmark_results.json
deleted file mode 100644
index ff3b410..0000000
--- a/benchmark_results/20260316_144511/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
-  {
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-  {
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-]
\ No newline at end of file
diff --git a/benchmark_results/20260316_144511/load_time_ms.png b/benchmark_results/20260316_144511/load_time_ms.png
deleted file mode 100644
index 48fb91b..0000000
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diff --git a/benchmark_results/20260316_144511/mb_per_sec.png b/benchmark_results/20260316_144511/mb_per_sec.png
deleted file mode 100644
index a1ac10e..0000000
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diff --git a/benchmark_results/20260316_144511/tokens_per_sec.png b/benchmark_results/20260316_144511/tokens_per_sec.png
deleted file mode 100644
index 1893e9d..0000000
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diff --git a/benchmark_results/20260316_144511/tokens_produced.png b/benchmark_results/20260316_144511/tokens_produced.png
deleted file mode 100644
index ea990ae..0000000
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diff --git a/benchmark_results/20260316_144732/benchmark_results.csv b/benchmark_results/20260316_144732/benchmark_results.csv
deleted file mode 100644
index c286d72..0000000
--- a/benchmark_results/20260316_144732/benchmark_results.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-impl,case,status,load_time_ms,tokens_produced,bytes_processed,avg_time_ms,tokens_per_sec,mb_per_sec,notes
-crayon:cpu:lite,english,OK,22.311399690806866,144001,740000,12.09609005600214,11904755.9445497,58.34273644403331,
-crayon:cpu:lite,code,OK,17.9625004529953,556000,1048000,38.264369778335094,14530488.89138641,26.11961700620061,
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-crayon:cpu:standard,english,OK,79.29230015724897,136001,740000,11.559089925140142,11765718.657851094,61.053162377925595,
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-tiktoken:p50k_base,english,OK,207.154200412333,144001,740000,225.98392013460398,637217.9043280068,3.1228726084593714,
-tiktoken:p50k_base,code,OK,0.009899958968162537,420000,1048000,643.2205001823604,652964.2632362078,1.5538228077469456,
-tiktoken:p50k_base,unicode,OK,0.006600283086299896,378000,660000,318.2939298450947,1187581.554520888,1.9774962379409802,
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-tiktoken:cl100k_base,english,OK,390.31270053237677,140001,740000,278.1250501982868,503374.2911693411,2.537416150172338,
-tiktoken:cl100k_base,code,OK,0.0066999346017837524,308000,1048000,607.443190086633,507043.30055304983,1.6453401732122626,
-tiktoken:cl100k_base,unicode,OK,0.00690016895532608,306000,660000,358.5609101690352,853411.4883179637,1.7554201558987488,
-tiktoken:cl100k_base,mixed,OK,0.3294004127383232,410000,1397500,696.1764998733997,588931.1116858424,1.9143993763364577,
-tiktoken:o200k_base,english,OK,856.5244004130363,140001,740000,376.90996024757624,371444.15050225594,1.87238085636439,
-tiktoken:o200k_base,code,OK,0.004699453711509705,312000,1048000,818.470739852637,381198.721967965,1.2211196258203412,
-tiktoken:o200k_base,unicode,OK,0.004400499165058136,210000,660000,383.4480899386108,547662.136049812,1.6414869844022293,
-tiktoken:o200k_base,mixed,OK,0.004800036549568176,372500,1397500,927.4989400058985,401617.7096629685,1.4369394936119912,
diff --git a/benchmark_results/20260316_144732/benchmark_results.json b/benchmark_results/20260316_144732/benchmark_results.json
deleted file mode 100644
index 6fa211d..0000000
--- a/benchmark_results/20260316_144732/benchmark_results.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 22.311399690806866,
-    "tokens_produced": 144001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 12.09609005600214,
-    "tokens_per_sec": 11904755.9445497,
-    "mb_per_sec": 58.34273644403331,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 17.9625004529953,
-    "tokens_produced": 556000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 38.264369778335094,
-    "tokens_per_sec": 14530488.89138641,
-    "mb_per_sec": 26.11961700620061,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 20.527299493551254,
-    "tokens_produced": 474000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 27.283419854938984,
-    "tokens_per_sec": 17373188.6442452,
-    "mb_per_sec": 23.069873651274815,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:lite",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 17.815999686717987,
-    "tokens_produced": 640000,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 46.79785007610917,
-    "tokens_per_sec": 13675841.923488857,
-    "mb_per_sec": 28.479083013647315,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 79.29230015724897,
-    "tokens_produced": 136001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 11.559089925140142,
-    "tokens_per_sec": 11765718.657851094,
-    "mb_per_sec": 61.053162377925595,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 87.1273996308446,
-    "tokens_produced": 312000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 48.504129983484745,
-    "tokens_per_sec": 6432441.940639558,
-    "mb_per_sec": 20.60547594470934,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 141.48390013724566,
-    "tokens_produced": 216001,
-    "bytes_processed": 660000,
-    "avg_time_ms": 13.834299985319376,
-    "tokens_per_sec": 15613439.077453505,
-    "mb_per_sec": 45.49742664941888,
-    "notes": ""
-  },
-  {
-    "impl": "crayon:cpu:standard",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 89.90879915654659,
-    "tokens_produced": 372501,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 35.81156004220247,
-    "tokens_per_sec": 10401697.093369367,
-    "mb_per_sec": 37.21591172255917,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 207.154200412333,
-    "tokens_produced": 144001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 225.98392013460398,
-    "tokens_per_sec": 637217.9043280068,
-    "mb_per_sec": 3.1228726084593714,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.009899958968162537,
-    "tokens_produced": 420000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 643.2205001823604,
-    "tokens_per_sec": 652964.2632362078,
-    "mb_per_sec": 1.5538228077469456,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.006600283086299896,
-    "tokens_produced": 378000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 318.2939298450947,
-    "tokens_per_sec": 1187581.554520888,
-    "mb_per_sec": 1.9774962379409802,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:p50k_base",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 0.004800036549568176,
-    "tokens_produced": 517500,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 704.3563799932599,
-    "tokens_per_sec": 734713.2995444039,
-    "mb_per_sec": 1.892166941386245,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 390.31270053237677,
-    "tokens_produced": 140001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 278.1250501982868,
-    "tokens_per_sec": 503374.2911693411,
-    "mb_per_sec": 2.537416150172338,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.0066999346017837524,
-    "tokens_produced": 308000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 607.443190086633,
-    "tokens_per_sec": 507043.30055304983,
-    "mb_per_sec": 1.6453401732122626,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.00690016895532608,
-    "tokens_produced": 306000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 358.5609101690352,
-    "tokens_per_sec": 853411.4883179637,
-    "mb_per_sec": 1.7554201558987488,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:cl100k_base",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 0.3294004127383232,
-    "tokens_produced": 410000,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 696.1764998733997,
-    "tokens_per_sec": 588931.1116858424,
-    "mb_per_sec": 1.9143993763364577,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "english",
-    "status": "OK",
-    "load_time_ms": 856.5244004130363,
-    "tokens_produced": 140001,
-    "bytes_processed": 740000,
-    "avg_time_ms": 376.90996024757624,
-    "tokens_per_sec": 371444.15050225594,
-    "mb_per_sec": 1.87238085636439,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "code",
-    "status": "OK",
-    "load_time_ms": 0.004699453711509705,
-    "tokens_produced": 312000,
-    "bytes_processed": 1048000,
-    "avg_time_ms": 818.470739852637,
-    "tokens_per_sec": 381198.721967965,
-    "mb_per_sec": 1.2211196258203412,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "unicode",
-    "status": "OK",
-    "load_time_ms": 0.004400499165058136,
-    "tokens_produced": 210000,
-    "bytes_processed": 660000,
-    "avg_time_ms": 383.4480899386108,
-    "tokens_per_sec": 547662.136049812,
-    "mb_per_sec": 1.6414869844022293,
-    "notes": ""
-  },
-  {
-    "impl": "tiktoken:o200k_base",
-    "case": "mixed",
-    "status": "OK",
-    "load_time_ms": 0.004800036549568176,
-    "tokens_produced": 372500,
-    "bytes_processed": 1397500,
-    "avg_time_ms": 927.4989400058985,
-    "tokens_per_sec": 401617.7096629685,
-    "mb_per_sec": 1.4369394936119912,
-    "notes": ""
-  }
-]
\ No newline at end of file
diff --git a/benchmark_results/20260316_144732/load_time_ms.png b/benchmark_results/20260316_144732/load_time_ms.png
deleted file mode 100644
index 01884c0..0000000
Binary files a/benchmark_results/20260316_144732/load_time_ms.png and /dev/null differ
diff --git a/benchmark_results/20260316_144732/mb_per_sec.png b/benchmark_results/20260316_144732/mb_per_sec.png
deleted file mode 100644
index 5f207e5..0000000
Binary files a/benchmark_results/20260316_144732/mb_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_144732/metadata.json b/benchmark_results/20260316_144732/metadata.json
deleted file mode 100644
index 93f574e..0000000
--- a/benchmark_results/20260316_144732/metadata.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "timestamp": "2026-03-16T14:47:33",
-  "cwd": "C:\\Users\\botma\\CRAYON",
-  "device_arg": "cpu",
-  "platform": "Windows-10-10.0.19045-SP0",
-  "python": "3.13.1 (tags/v3.13.1:0671451, Dec  3 2024, 19:06:28) [MSC v.1942 64 bit (AMD64)]",
-  "processor": "Intel64 Family 6 Model 142 Stepping 9, GenuineIntel",
-  "cpu_count_logical": 4,
-  "ram_total_bytes": 8455294976,
-  "nvidia_smi": null,
-  "rocm_smi": null,
-  "versions": {
-    "tiktoken": "0.9.0",
-    "transformers": "4.57.6",
-    "matplotlib": "3.10.7"
-  },
-  "backends": {
-    "torch": "2.10.0+cpu",
-    "torch_cuda_is_available": false,
-    "torch_cuda_device_count": 0
-  }
-}
\ No newline at end of file
diff --git a/benchmark_results/20260316_144732/tokens_per_sec.png b/benchmark_results/20260316_144732/tokens_per_sec.png
deleted file mode 100644
index b333b1b..0000000
Binary files a/benchmark_results/20260316_144732/tokens_per_sec.png and /dev/null differ
diff --git a/benchmark_results/20260316_144732/tokens_produced.png b/benchmark_results/20260316_144732/tokens_produced.png
deleted file mode 100644
index ea990ae..0000000
Binary files a/benchmark_results/20260316_144732/tokens_produced.png and /dev/null differ
diff --git a/setup.py b/setup.py
index daf9b90..c86b306 100644
--- a/setup.py
+++ b/setup.py
@@ -55,7 +55,7 @@ def log(msg: str, level: str = "INFO") -> None:
     # FOR PRODUCTION/CI: Build if CUDA_HOME exists and CRAYON_FORCE_CUDA is set,
     # even if no GPU is found on the build machine.
     FORCE_CUDA = os.environ.get("CRAYON_FORCE_CUDA", "0") == "1"
-    TORCH_CUDA_AVAILABLE = (torch.cuda.is_available() or FORCE_CUDA) and (CUDA_HOME is not None)
+    TORCH_CUDA_AVAILABLE = (torch.cuda.is_available() or FORCE_CUDA) and (CUDA_HOME is not None or shutil.which("nvcc") is not None)
     
 except ImportError:
     TORCH_CUDA_AVAILABLE = False
diff --git a/src/crayon/c_ext/__init__.py b/src/crayon/c_ext/__init__.py
index 36ef38d..35f9908 100644
--- a/src/crayon/c_ext/__init__.py
+++ b/src/crayon/c_ext/__init__.py
@@ -71,7 +71,10 @@ def is_cuda_available() -> bool:
     try:
         from . import crayon_cuda as _cuda
         # Verify it's functional
-        _ = _cuda.get_hardware_info()
+        info = _cuda.get_hardware_info()
+        if isinstance(info, str) and "No CUDA devices found" in info:
+            _cuda_error = info
+            return False
         _cuda_module = _cuda
         return True
     except ImportError as e:
diff --git a/src/crayon/c_ext/gpu_engine_cuda.cu b/src/crayon/c_ext/gpu_engine_cuda.cu
index 2673740..db1f4fd 100644
--- a/src/crayon/c_ext/gpu_engine_cuda.cu
+++ b/src/crayon/c_ext/gpu_engine_cuda.cu
@@ -53,7 +53,6 @@ __global__ void tokenize_kernel(
     int end = offsets[idx + 1];
     int len = end - start;
     
-    int node = 0;
     int count = 0;
     int write_pos = idx * max_tokens;
     int pos = 0;
diff --git a/src/crayon/core/vocabulary.py b/src/crayon/core/vocabulary.py
index 75f2747..fa370c6 100644
--- a/src/crayon/core/vocabulary.py
+++ b/src/crayon/core/vocabulary.py
@@ -158,6 +158,8 @@ def _detect_cuda_availability() -> Tuple[bool, Optional[str]]:
     try:
         from ..c_ext import crayon_cuda
         info = crayon_cuda.get_hardware_info()
+        if isinstance(info, str) and "No CUDA devices found" in info:
+            return False, info
         if isinstance(info, dict) and info.get("name"):
             return True, None
         return True, None
@@ -508,6 +510,10 @@ def _init_selected_backend(self) -> None:
             try:
                 from ..c_ext import crayon_cuda
                 info = crayon_cuda.get_hardware_info()
+
+                if isinstance(info, str) and "No CUDA devices found" in info:
+                    raise RuntimeError(info)
+
                 self._gpu_backend = crayon_cuda
                 self._device_state = DeviceState.READY