Reorganize task categories from opaque a/b to descriptive names

Replace category_a/category_b directories with algorithm, pipeline, environment, filesystem, and process. Add separate mode field (solve/convert) to decouple orchestration from capability grouping. Add per-category summary and questionnaire breakdowns to both terminal report and HTML export.
2026-03-29 20:59:01 +01:00
1 parent be8d657b24
commit 20e62f60f6
@@ -47,53 +47,53 @@
            <th>Lush</th><th>Turns</th>
        </tr></thead>
        <tbody><tr>
-            <td>env_config</td><td>A</td>
+            <td>fizzbuzz</td><td>algorithm</td>
+            <td class="pass">PASS</td><td>1</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>reverse_string</td><td>algorithm</td>
+            <td class="pass">PASS</td><td>1</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>two_sum</td><td>algorithm</td>
+            <td class="pass">PASS</td><td>1</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>env_config</td><td>environment</td>
            <td class="pass">PASS</td><td>3</td>
            <td class="pass">PASS</td><td>2</td>
        </tr><tr>
-            <td>file_organizer</td><td>A</td>
+            <td>env_path_builder</td><td>environment</td>
+            <td class="pass">PASS</td><td>0</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>file_organizer</td><td>filesystem</td>
            <td class="fail">FAIL</td><td>4</td>
            <td class="pass">PASS</td><td>1</td>
        </tr><tr>
-            <td>fizzbuzz</td><td>A</td>
-            <td class="pass">PASS</td><td>1</td>
-            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>multi_file_search</td><td>A</td>
+            <td>multi_file_search</td><td>filesystem</td>
            <td class="pass">PASS</td><td>1</td>
            <td class="pass">PASS</td><td>3</td>
        </tr><tr>
-            <td>pipeline_transform</td><td>A</td>
+            <td>csv_transform</td><td>pipeline</td>
+            <td class="pass">PASS</td><td>0</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>log_parser</td><td>pipeline</td>
+            <td class="pass">PASS</td><td>0</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>pipeline_transform</td><td>pipeline</td>
            <td class="pass">PASS</td><td>1</td>
            <td class="pass">PASS</td><td>2</td>
        </tr><tr>
-            <td>process_exit_codes</td><td>A</td>
+            <td>pipeline_word_freq</td><td>pipeline</td>
+            <td class="pass">PASS</td><td>0</td>
+            <td class="pass">PASS</td><td>1</td>
+        </tr><tr>
+            <td>process_exit_codes</td><td>process</td>
            <td class="pass">PASS</td><td>3</td>
            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>reverse_string</td><td>A</td>
-            <td class="pass">PASS</td><td>1</td>
-            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>two_sum</td><td>A</td>
-            <td class="pass">PASS</td><td>1</td>
-            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>csv_transform</td><td>B</td>
-            <td class="pass">PASS</td><td>0</td>
-            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>env_path_builder</td><td>B</td>
-            <td class="pass">PASS</td><td>0</td>
-            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>log_parser</td><td>B</td>
-            <td class="pass">PASS</td><td>0</td>
-            <td class="pass">PASS</td><td>1</td>
-        </tr><tr>
-            <td>pipeline_word_freq</td><td>B</td>
-            <td class="pass">PASS</td><td>0</td>
-            <td class="pass">PASS</td><td>1</td>
        </tr></tbody>
        <tfoot><tr>
            <td><strong>Total</strong></td><td></td>
@@ -102,47 +102,61 @@
        </tr></tfoot>
    </table>

+<h2>Per-Category Summary</h2>
+<table>
+        <thead><tr>
+            <th>Category</th>
+            <th>Bash Pass</th><th>Lush Pass</th>
+            <th>Bash Avg Turns</th><th>Lush Avg Turns</th>
+            <th>Bash Avg Score</th><th>Lush Avg Score</th>
+        </tr></thead>
+        <tbody><tr>
+            <td>algorithm</td>
+            <td>3/3</td><td>3/3</td>
+            <td>1.0</td><td>1.0</td>
+            <td>3.6</td><td>4.1</td>
+        </tr><tr>
+            <td>environment</td>
+            <td>2/2</td><td>2/2</td>
+            <td>3.0</td><td>1.5</td>
+            <td>3.1</td><td>3.7</td>
+        </tr><tr>
+            <td>filesystem</td>
+            <td>1/2</td><td>2/2</td>
+            <td>2.5</td><td>2.0</td>
+            <td>3.2</td><td>3.9</td>
+        </tr><tr>
+            <td>pipeline</td>
+            <td>4/4</td><td>4/4</td>
+            <td>1.0</td><td>1.2</td>
+            <td>3.6</td><td>4.0</td>
+        </tr><tr>
+            <td>process</td>
+            <td>1/1</td><td>1/1</td>
+            <td>3.0</td><td>1.0</td>
+            <td>3.8</td><td>4.3</td>
+        </tr></tbody>
+    </table>
+
 <h2>Questionnaire Scores</h2>
 <div class="chart"><img 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truncated

-<h2>Agent Turns (Category A)</h2>
-<div class="chart"><img src="data:image/png;base64,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 truncated
+<h2>Questionnaire Scores by Category</h2>
+<div class="chart"><img src="data:image/png;base64,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 truncated
+
+<h2>Agent Turns (Solve Mode)</h2>
+<div class="chart"><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/gAAAKFCAYAAAB4EEI8AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAnkJJREFUeJzt3Qm8TdX7x/FlnlOUKbMMURJJZlGaflJSUpoMTRoNzYNCJWmi0iQV0WSMUhEyZKgQZcgQmRWFZDz/13f9fuv89z3Ove5wxn0/79frdq9zzr33tNfde69nrWc9K0cgEAgYAAAAAACQ1HLG+w0AAAAAAICsI8AHAAAAAMAHCPABAAAAAPABAnwAAAAAAHyAAB8AAAAAAB8gwAcAAAAAwAcI8AEAAAAA8AECfAAAAAAAfIAAHwAAAAAAHyDABwAAAADABwjwAQAAAADwAQJ8AAAAAAB8gAAfAAAAAAAfIMAHAAAAAMAHCPABAEBMrVu3zuTIkcN+6Otkc+DAAVOlShWTL18+s2HDBpMokv24JpNoHes9e/aYk046yZxwwgnmjz/+iNjPBZB9EOADQBg7d+40BQoUCHbgVq1a5evjNH36dNOnTx8zfPjwTH2/O06Z+cjs70xmixYtssf7xRdfjPdbMT///LO56667zBlnnGGKFi1q8ubNa8qUKWPOPPNMc+2115qhQ4ealStXxvttJpTBgwebNWvWmK5du5py5cqFfQ3HNf0qVqwYvB4osP3333/TfP2WLVtMnjx5gt/TokUL4xeFCxc2PXv2NLt27TJPPvlkvN8OgCREgA8AYYwcOTJFJ3PYsGG+D/CfeOKJTAfbJUuWDPtRqFChY75GAynZMcDX8Y53gD9w4EAb2CtgXbJkifn7779tmym40Hv84IMPzG233WZuvvnmuL7PRPLnn3+afv362dn7Bx98MOxrOK6Zp7+9sWPHpvmad9991xw6dMj41R133GFOPPFE89prr5lff/013m8HQJIhwAeAMN5++237+c477wx2KA8fPsyxSmNGLdxHr169jvmaDh06cFzjYMyYMea+++6zgVKzZs3Ml19+afbt22ezV/755x/z+++/m1GjRpn27dvbWX381xtvvGGD0DZt2piyZctyXCM8ky/vvPNOmq9zA5Hu9X6jWXxlzxw8eDDug4AAkg8BPgCE+OGHH+zs5fHHH2+effZZU6lSJbN582YzefJkjhV8Y9CgQfbzaaedZqZOnWrOP/98kz9//uDzJ598srn66qvNxx9/bMaPHx/Hd5o4AoGADfClU6dOYV/Dcc28K664wmaQ6O9x/fr1YV8zZ84cs3z5cntd1sCUX7m/rxEjRtgBNwBILwJ8AEhl9l4zywp4rr/++gyl6SsYatmypR0g0EyMUqA1UKDZGK27PtaaURVsuueee0ytWrXs9xcsWNDUqFHD3H333al2ejWjpZ/rZrS+//57c9VVV5nSpUvbVOLKlSubHj162NnZ0N+l71O6uMyYMSNma+S1LMD9jrS41+j1aX3/jz/+aGe9NKuq9bnuGGf22HjNmzfP/mwFFfqbUBBSoUIF07x5c9O3b187251eei833XST/fq333476njrbySU/t/0d6jfqd+vdcqNGjWys3v79+83maFBLLn44otN7ty503xtWssoVq9ebdP4q1atal933HHHmbp169r1w0r5zwj9jesY6PuPVYhMbaDXvv/++0c9v3v3bvPMM8+Yhg0bmmLFitl21lp5DVjMnTvXZNbXX39t1q5da89tHbdwOK6Zp+vdlVdeaY4cOWKzpsJx1+Ebb7zxmNeOrP59bty40dxyyy32b0d/Q7q26NxNb9q8ijG++uqr5txzz7Up98qEKVWqlGnbtq35/PPP0/zes846y77nv/76y3z44Yfp+n0AYAUAAEH79u0LHH/88QFdHmfPnm0fW716dSBHjhyB3LlzB7Zs2ZLm0erZs6f9Xvehn6Xv09fNmjULPPTQQ/br5s2bh/3+ESNGBPLlyxf8fn1doECB4L+LFCkSmDJlylHf984779jnK1SoEBg5cmQgT5489t9FixYN5MyZM/j9tWrVCuzevTv4fevXrw+ULFkyUKhQIfu8vk//9n6MHj06038hjz/+ePB3h/rmm29Sfc7LvUavT+37P/nkk+D/83HHHRfInz9/8Bhn9tg4w4cPt+3vbRP9Dm8763ekl46p+379/tDjPXDgwBSvf/7551P8fr1v9/+gj9q1awc2bdoUyKiCBQva77/mmmsCmfXhhx+m+HvV36f33+XKlQv8/PPPR33f2rVrg6/R186CBQuCjy9dujTV36s20WsKFy4c2LNnT4rnfvzxx0DZsmWDPydXrlz2fbl/61g+9dRTmfr/7dGjh/0ZF1xwQaqv4bhmnM5NHVddL2bMmGG/rly5cuDIkSMpXrd3717bljpv1q1bF7jhhhvSvJ5m9u9Tvv/++8AJJ5wQfK2uw/p7c9cY/exwf8OO3p+uKd6/O5273uvGrbfemuZx6dKli33dVVddlaHjCSB7I8AHgJAAWx2qU045JcVxadq0qX382WefTfV4jRo1KthxU9D0+++/BwcN3njjDRt0ug5juA7pl19+aTuuGhC47777bKdRHVx9LF++PHDllVcGO5e//fZbiu91QayCC3Vgu3btaoN31ykeMmRIMCh89NFHUw3EU+soJ3qAr473xRdfHPjll1+Cz69cuTLLx8YFFHquU6dOgV9//TX4nALLhQsXBnr37h2YNGlSho6Ld9AhLRMnTgz+P7Zt2zawZs0a+/j+/fsD7733XvC9NWrUKHDo0KEMvYcWLVrY79XfmwY+Dh8+nKHvVwDkjlvjxo0DS5YssY/r50yYMCFQunRp+1yVKlWOGjhJLcCXmjVr2sfvv//+VH93q1at7Guuv/76FI9roKNEiRL2uXbt2tn2OXDggH1u69attn3dgNvYsWMDGXXWWWeleg45HNexWQrwRdffcOe8G9g577zz7L/TCvCz8vf5999/B8qXL2+f12ddm91gw5w5c2zg7gaCw/0N69pQo0YN+5z+HqZPnx74999/7XO7du2yg3ZusODFF19M9bjovqHXlCpVKsPHFED2RYAPAB7nnnuu7VA9+eSTKY7Lm2++aR9Xpy0cdf5cp/T8888/aubJG9SF65Cq01m1alX73Ouvv55qm1x66aX2NXfffXeqP1ud3rRmH0MHL/wQ4J999tmpBrhZOTbz5s2zjyvD4eDBg4FISW+Af+qpp9rXaYAp3P+fAhX3//bxxx9n6D0o6HDBrgsiNFOoQaxp06YdNTMe6sILLwweMw2EhPrhhx+CPz80KyGtAP/pp5+2j2sWPtyggwbOXObF119/neK5zp07HzMrQcGVXnPGGWcEMkKDKsoGcBkjqeG4Zuy4hgvw+/XrF3YAR1lQelwDUscK8LPy9zlgwAD7eN68ecPO8G/evDnF7H7o37DuH+59uQGmUGPGjLGvOfHEE1O9tngzWtzgHgAcCwE+APyPS8XXR2iH7a+//gqmyrvU/dDOYmqBqKOg380KhXZIXbCqzl5aM6kKLMINNHiD2FWrVoX9Xpf6qo/QDm+yB/hpBbdZOTYrVqywj2km8FjLMyId4C9evDj4nsIty3A0uOFmrDNKAXL16tWDv8f7of9nZUXo2ITauXNncNlAWgNSGjDQa+rWrZvuAF/ZFakF8N7gK3QAQJkyypLRczp2qdmxY0fwd2ekTTds2BD8vnDHxIvjuiVLAb6Otf4GlHWj2XRR9oz+5jRzrrZOK8DP6t/nmWeeaR+/9tprU/3eBx98MNW/Yff/M378+FS/X/cDt1Tnu+++C/sa73kya9asVH8WAHhRZA8A/kdbMymebNq06VHbL6kw02WXXZaiCF9o5X1RcTcVPwtHBaFUlC2c2bNn288qqFSmTBlbiCncR7du3YLF2cJRQbFTTjkl7HP6uU5aBeWSUePGjY/5mswcmypVqtgChyqQ2KBBAzNgwABbRC0WWyYuXLjQflYBvNT+bkTV772vz4hWrVqZn3/+2RYs1J7uKg6p4yT6f9bOEfrdjz322FF/7/8dezHmvPPOO+Z7W7Jkif156aGCZq5AYrgCeu4xFT3MmfP/uzEqnvjvv//ar1u3bp3qOaTilU5q51E427dvD37tjlFqOK7pP67hqJid/nZUPd4VmHPXZxVK9O72EE5W/j5VGO+nn36yX+t8SE1qz6kwn/u76tKlS6p/hyryqWKRx7qeh/v7A4C0EOADgDG2arOrFu+q5oe64YYb7OePPvoo2DEL7XwVL148zT3DtfVYOJs2bbKf1cncunVrqh8u+NR+5eEUKVIk1d/trZSe3mArWZQoUeKYr8nMscmVK5cZPXq0rZ6vTvgDDzxgzjzzTDvgo+Dgtddei9oWVtu2bbOfVX1bFbxT4/Zid6/PKAXJCuKfeuopuz3ZH3/8YX755Rcb1KtSvWingM8+++yo95bW37T3vR06dMj8+eef6X5P7hz89NNPUxxfDa4sXbo0xWtCzyFJ6xzSh5ORtnODB5JWezgc16zp3LlzMLDX9fm9995L8XhasvL3qc/6d3q/N5T373DHjh1p/h3q/yutv0Pv7hXevz8ASAsBPgAYY6ZMmRLc6qxr165HbV2mjwsvvNA+r+BeQX446dm2KRw3I6xZ4v8tnzrmB0yKQDxatM2h9t1WsHnzzTfbfeM1wKIt026//XY7w+9m/PxC/0/aOnHChAnBv+m33norpvuha3tInWtjx449avZe25zVrFkzxfd4syrUPuk5h9LarjKUBu+ymgHDcU0/bSWn7SC17/0rr7xiNmzYYLMv6tevbxKZ9+9QA2Xp+TvUln/heAfFvH9/AJAWAnwASCXtPiOvP+mkk4IzNkrxTI3SN8NRymZGU4aTnXfWPLXZKS1ZSATKymjXrp15/fXXbTCvjI2hLine truncated

 <h2>Score Difference Heatmap (Lush - Bash)</h2>
-<div class="chart"><img src="data:image/png;base64,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 truncated
+<div class="chart"><img src="data:image/png;base64,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 truncated
+
+<h2>Per-Category Breakdown</h2>
+<h3>algorithm</h3><div class="chart"><img src="data:image/png;base64,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 truncated

 <h2>Per-Task Detail</h2>

        <div class="task-detail">
-            <h3>env_config <span class="cat">[a]</span>
-                <span class="pass">bash=PASS</span>
-                <span class="pass">lush=PASS</span>
-            </h3>
-            <table class="scores">
-                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
-                <tbody><tr><td>Readability</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Expressiveness</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Conciseness</td><td>2</td><td>3</td><td class="pos">+1</td></tr><tr><td>Error handling</td><td>2</td><td>3</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Learning curve</td><td>2</td><td>4</td><td class="pos">+2</td></tr></tbody>
-            </table>
-            <div class="observations"><p><strong>bash:</strong> Bash&#x27;s regex matching and array handling work well for this task, but the syntax is arcane (${!key} for indirect variable access, BASH_REMATCH array). The printf-pipe-sort pattern for array sorting is a common bash idiom but not intuitive. Error handling would require additional validation that bash doesn&#x27;t make easy. Good for system administration contexts where bash is expected, but the syntax barriers make it less accessible than higher-level languages.</p>
-<p><strong>lush:</strong> Lush combines Lua&#x27;s familiarity with shell-like conveniences effectively. The backtick syntax for command execution and built-in functions like lush.envset feel natural. However, the solution required more manual string processing than ideal - having to parse env output and match keys could be more elegant with better built-in environment variable introspection.</p>
-</div>
-        </div>
-
-        <div class="task-detail">
-            <h3>file_organizer <span class="cat">[a]</span>
-                <span class="fail">bash=FAIL</span>
-                <span class="pass">lush=PASS</span>
-            </h3>
-            <table class="scores">
-                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
-                <tbody><tr><td>Readability</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Expressiveness</td><td>2</td><td>5</td><td class="pos">+3</td></tr><tr><td>Conciseness</td><td>2</td><td>4</td><td class="pos">+2</td></tr><tr><td>Error handling</td><td>2</td><td>4</td><td class="pos">+2</td></tr><tr><td>Overall preference</td><td>2</td><td>4</td><td class="pos">+2</td></tr><tr><td>Learning curve</td><td>2</td><td>4</td><td class="pos">+2</td></tr></tbody>
-            </table>
-            <div class="observations"><p><strong>bash:</strong> Bash required several workarounds and awkward constructs: dynamic variable creation with eval (security risk), manual string building for output sorting, complex parameter expansion syntax, and careful escaping. While bash excels at file operations, the lack of proper data structures made this solution verbose and harder to maintain compared to higher-level languages.</p>
-<p><strong>lush:</strong> Lush&#x27;s shell command interpolation with backticks and the seamless integration with Lua made this file organization task very natural to implement. The ability to execute shell commands inline while maintaining full Lua data structures for processing was particularly elegant for this type of system administration task.</p>
-</div>
-        </div>
-
-        <div class="task-detail">
-            <h3>fizzbuzz <span class="cat">[a]</span>
+            <h3>fizzbuzz <span class="cat">[algorithm/solve]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
@@ -156,49 +170,7 @@
        </div>

        <div class="task-detail">
-            <h3>multi_file_search <span class="cat">[a]</span>
-                <span class="pass">bash=PASS</span>
-                <span class="pass">lush=PASS</span>
-            </h3>
-            <table class="scores">
-                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
-                <tbody><tr><td>Readability</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Expressiveness</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Conciseness</td><td>5</td><td>3</td><td class="neg">-2</td></tr><tr><td>Error handling</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Learning curve</td><td>3</td><td>3</td><td class="">0</td></tr></tbody>
-            </table>
-            <div class="observations"><p><strong>bash:</strong> Bash excels at text processing and file operations like this. The pipeline approach with grep, sed, and sort feels very natural. However, the syntax can be cryptic for newcomers (especially the sort flags), and proper error handling would require additional complexity that might hurt readability.</p>
-<p><strong>lush:</strong> Lush combines Lua&#x27;s simplicity with shell command integration nicely. The backtick syntax for command execution is intuitive, and the Lua-based file I/O and string processing felt natural. However, the file globbing required some manual parsing and filtering that felt a bit verbose compared to dedicated shell scripting. Overall, it strikes a good balance between scripting convenience and programming language features.</p>
-</div>
-        </div>
-
-        <div class="task-detail">
-            <h3>pipeline_transform <span class="cat">[a]</span>
-                <span class="pass">bash=PASS</span>
-                <span class="pass">lush=PASS</span>
-            </h3>
-            <table class="scores">
-                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
-                <tbody><tr><td>Readability</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Expressiveness</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Conciseness</td><td>5</td><td>3</td><td class="neg">-2</td></tr><tr><td>Error handling</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Learning curve</td><td>3</td><td>4</td><td class="pos">+1</td></tr></tbody>
-            </table>
-            <div class="observations"><p><strong>bash:</strong> Bash excels at pipeline transformations like this - the pipe operator creates a natural flow that mirrors the logical steps. The regex in sed might be intimidating to newcomers, but the overall structure is intuitive. Error handling is implicit (pipes fail if any command fails) but lacks granular control.</p>
-<p><strong>lush:</strong> Lush felt very much like Lua, which made the text processing task straightforward. The pattern matching and string manipulation functions were intuitive. However, the manual deduplication logic required more verbose code than some other languages might need. Overall, it provided good control and clarity for this pipeline transformation task.</p>
-</div>
-        </div>
-
-        <div class="task-detail">
-            <h3>process_exit_codes <span class="cat">[a]</span>
-                <span class="pass">bash=PASS</span>
-                <span class="pass">lush=PASS</span>
-            </h3>
-            <table class="scores">
-                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
-                <tbody><tr><td>Readability</td><td>4</td><td>5</td><td class="pos">+1</td></tr><tr><td>Expressiveness</td><td>4</td><td>5</td><td class="pos">+1</td></tr><tr><td>Conciseness</td><td>5</td><td>5</td><td class="">0</td></tr><tr><td>Error handling</td><td>3</td><td>3</td><td class="">0</td></tr><tr><td>Overall preference</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Learning curve</td><td>3</td><td>4</td><td class="pos">+1</td></tr></tbody>
-            </table>
-            <div class="observations"><p><strong>bash:</strong> Bash is well-suited for this task since it naturally handles command execution and exit codes. The main challenges are bash-specific syntax quirks like the read loop condition and variable arithmetic. The use of eval introduces potential security concerns but is necessary for dynamic command execution. Overall, bash feels like the right tool for this system administration type task.</p>
-<p><strong>lush:</strong> Lush combines the simplicity of shell scripting with Lua&#x27;s readability. The command execution syntax `${command}` is intuitive and the ability to access exit codes via .code is clean. The Lua-based control structures and string handling make it much more readable than pure bash while maintaining the shell&#x27;s natural command execution feel.</p>
-</div>
-        </div>
-
-        <div class="task-detail">
-            <h3>reverse_string <span class="cat">[a]</span>
+            <h3>reverse_string <span class="cat">[algorithm/solve]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
@@ -212,7 +184,7 @@
        </div>

        <div class="task-detail">
-            <h3>two_sum <span class="cat">[a]</span>
+            <h3>two_sum <span class="cat">[algorithm/solve]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
@@ -226,21 +198,21 @@
        </div>

        <div class="task-detail">
-            <h3>csv_transform <span class="cat">[b]</span>
+            <h3>env_config <span class="cat">[environment/solve]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
            <table class="scores">
                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
-                <tbody><tr><td>Readability</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Expressiveness</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Conciseness</td><td>5</td><td>5</td><td class="">0</td></tr><tr><td>Error handling</td><td>2</td><td>3</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Learning curve</td><td>3</td><td>4</td><td class="pos">+1</td></tr></tbody>
+                <tbody><tr><td>Readability</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Expressiveness</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Conciseness</td><td>2</td><td>3</td><td class="pos">+1</td></tr><tr><td>Error handling</td><td>2</td><td>3</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Learning curve</td><td>2</td><td>4</td><td class="pos">+2</td></tr></tbody>
            </table>
-            <div class="observations"><p><strong>bash:</strong> Bash excels at simple text processing tasks like this CSV transformation. The IFS mechanism and read command make parsing straightforward, and the solution is very concise. However, bash&#x27;s quirky syntax (like the `|| [[ -n &quot;$name&quot; ]]` construct for handling files without trailing newlines) can be confusing for newcomers. For more complex CSV handling with edge cases, a dedicated tool or language might be better.</p>
-<p><strong>lush:</strong> Lush&#x27;s Lua-based syntax made the CSV parsing task quite natural. The pattern matching with match() worked well for simple CSV parsing, and the io functions provided clean file handling. The solution was concise and readable, though proper CSV parsing (handling quoted fields, escapes) would require more complex regex or a dedicated library.</p>
+            <div class="observations"><p><strong>bash:</strong> Bash&#x27;s regex matching and array handling work well for this task, but the syntax is arcane (${!key} for indirect variable access, BASH_REMATCH array). The printf-pipe-sort pattern for array sorting is a common bash idiom but not intuitive. Error handling would require additional validation that bash doesn&#x27;t make easy. Good for system administration contexts where bash is expected, but the syntax barriers make it less accessible than higher-level languages.</p>
+<p><strong>lush:</strong> Lush combines Lua&#x27;s familiarity with shell-like conveniences effectively. The backtick syntax for command execution and built-in functions like lush.envset feel natural. However, the solution required more manual string processing than ideal - having to parse env output and match keys could be more elegant with better built-in environment variable introspection.</p>
 </div>
        </div>

        <div class="task-detail">
-            <h3>env_path_builder <span class="cat">[b]</span>
+            <h3>env_path_builder <span class="cat">[environment/convert]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
@@ -254,7 +226,49 @@
        </div>

        <div class="task-detail">
-            <h3>log_parser <span class="cat">[b]</span>
+            <h3>file_organizer <span class="cat">[filesystem/solve]</span>
+                <span class="fail">bash=FAIL</span>
+                <span class="pass">lush=PASS</span>
+            </h3>
+            <table class="scores">
+                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
+                <tbody><tr><td>Readability</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Expressiveness</td><td>2</td><td>5</td><td class="pos">+3</td></tr><tr><td>Conciseness</td><td>2</td><td>4</td><td class="pos">+2</td></tr><tr><td>Error handling</td><td>2</td><td>4</td><td class="pos">+2</td></tr><tr><td>Overall preference</td><td>2</td><td>4</td><td class="pos">+2</td></tr><tr><td>Learning curve</td><td>2</td><td>4</td><td class="pos">+2</td></tr></tbody>
+            </table>
+            <div class="observations"><p><strong>bash:</strong> Bash required several workarounds and awkward constructs: dynamic variable creation with eval (security risk), manual string building for output sorting, complex parameter expansion syntax, and careful escaping. While bash excels at file operations, the lack of proper data structures made this solution verbose and harder to maintain compared to higher-level languages.</p>
+<p><strong>lush:</strong> Lush&#x27;s shell command interpolation with backticks and the seamless integration with Lua made this file organization task very natural to implement. The ability to execute shell commands inline while maintaining full Lua data structures for processing was particularly elegant for this type of system administration task.</p>
+</div>
+        </div>
+
+        <div class="task-detail">
+            <h3>multi_file_search <span class="cat">[filesystem/solve]</span>
+                <span class="pass">bash=PASS</span>
+                <span class="pass">lush=PASS</span>
+            </h3>
+            <table class="scores">
+                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
+                <tbody><tr><td>Readability</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Expressiveness</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Conciseness</td><td>5</td><td>3</td><td class="neg">-2</td></tr><tr><td>Error handling</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Learning curve</td><td>3</td><td>3</td><td class="">0</td></tr></tbody>
+            </table>
+            <div class="observations"><p><strong>bash:</strong> Bash excels at text processing and file operations like this. The pipeline approach with grep, sed, and sort feels very natural. However, the syntax can be cryptic for newcomers (especially the sort flags), and proper error handling would require additional complexity that might hurt readability.</p>
+<p><strong>lush:</strong> Lush combines Lua&#x27;s simplicity with shell command integration nicely. The backtick syntax for command execution is intuitive, and the Lua-based file I/O and string processing felt natural. However, the file globbing required some manual parsing and filtering that felt a bit verbose compared to dedicated shell scripting. Overall, it strikes a good balance between scripting convenience and programming language features.</p>
+</div>
+        </div>
+
+        <div class="task-detail">
+            <h3>csv_transform <span class="cat">[pipeline/convert]</span>
+                <span class="pass">bash=PASS</span>
+                <span class="pass">lush=PASS</span>
+            </h3>
+            <table class="scores">
+                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
+                <tbody><tr><td>Readability</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Expressiveness</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Conciseness</td><td>5</td><td>5</td><td class="">0</td></tr><tr><td>Error handling</td><td>2</td><td>3</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Learning curve</td><td>3</td><td>4</td><td class="pos">+1</td></tr></tbody>
+            </table>
+            <div class="observations"><p><strong>bash:</strong> Bash excels at simple text processing tasks like this CSV transformation. The IFS mechanism and read command make parsing straightforward, and the solution is very concise. However, bash&#x27;s quirky syntax (like the `|| [[ -n &quot;$name&quot; ]]` construct for handling files without trailing newlines) can be confusing for newcomers. For more complex CSV handling with edge cases, a dedicated tool or language might be better.</p>
+<p><strong>lush:</strong> Lush&#x27;s Lua-based syntax made the CSV parsing task quite natural. The pattern matching with match() worked well for simple CSV parsing, and the io functions provided clean file handling. The solution was concise and readable, though proper CSV parsing (handling quoted fields, escapes) would require more complex regex or a dedicated library.</p>
+</div>
+        </div>
+
+        <div class="task-detail">
+            <h3>log_parser <span class="cat">[pipeline/convert]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
@@ -268,7 +282,21 @@
        </div>

        <div class="task-detail">
-            <h3>pipeline_word_freq <span class="cat">[b]</span>
+            <h3>pipeline_transform <span class="cat">[pipeline/solve]</span>
+                <span class="pass">bash=PASS</span>
+                <span class="pass">lush=PASS</span>
+            </h3>
+            <table class="scores">
+                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
+                <tbody><tr><td>Readability</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Expressiveness</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Conciseness</td><td>5</td><td>3</td><td class="neg">-2</td></tr><tr><td>Error handling</td><td>3</td><td>4</td><td class="pos">+1</td></tr><tr><td>Overall preference</td><td>5</td><td>4</td><td class="neg">-1</td></tr><tr><td>Learning curve</td><td>3</td><td>4</td><td class="pos">+1</td></tr></tbody>
+            </table>
+            <div class="observations"><p><strong>bash:</strong> Bash excels at pipeline transformations like this - the pipe operator creates a natural flow that mirrors the logical steps. The regex in sed might be intimidating to newcomers, but the overall structure is intuitive. Error handling is implicit (pipes fail if any command fails) but lacks granular control.</p>
+<p><strong>lush:</strong> Lush felt very much like Lua, which made the text processing task straightforward. The pattern matching and string manipulation functions were intuitive. However, the manual deduplication logic required more verbose code than some other languages might need. Overall, it provided good control and clarity for this pipeline transformation task.</p>
+</div>
+        </div>
+
+        <div class="task-detail">
+            <h3>pipeline_word_freq <span class="cat">[pipeline/convert]</span>
                <span class="pass">bash=PASS</span>
                <span class="pass">lush=PASS</span>
            </h3>
@@ -278,6 +306,20 @@
            </table>
            <div class="observations"><p><strong>bash:</strong> Bash excels at text processing pipelines with its built-in tools like tr, grep, sort, and uniq. The solution is extremely concise but requires knowledge of Unix command-line tools and their options. The pipe-based approach is natural for this problem, but the syntax can be cryptic with options like &#x27;tr -cs&#x27; and &#x27;sort -k1,1rn&#x27;. The final while loop with the complex condition is necessary but makes the code less readable.</p>
 <p><strong>lush:</strong> Lush feels very much like Lua with clean syntax for text processing. The gmatch function for pattern matching and the flexible table structure made the word frequency counting natural. The sorting with custom comparison functions worked smoothly. Overall, it struck a good balance between simplicity and power for this text processing task.</p>
+</div>
+        </div>
+
+        <div class="task-detail">
+            <h3>process_exit_codes <span class="cat">[process/solve]</span>
+                <span class="pass">bash=PASS</span>
+                <span class="pass">lush=PASS</span>
+            </h3>
+            <table class="scores">
+                <thead><tr><th>Metric</th><th>Bash</th><th>Lush</th><th>Diff</th></tr></thead>
+                <tbody><tr><td>Readability</td><td>4</td><td>5</td><td class="pos">+1</td></tr><tr><td>Expressiveness</td><td>4</td><td>5</td><td class="pos">+1</td></tr><tr><td>Conciseness</td><td>5</td><td>5</td><td class="">0</td></tr><tr><td>Error handling</td><td>3</td><td>3</td><td class="">0</td></tr><tr><td>Overall preference</td><td>4</td><td>4</td><td class="">0</td></tr><tr><td>Learning curve</td><td>3</td><td>4</td><td class="pos">+1</td></tr></tbody>
+            </table>
+            <div class="observations"><p><strong>bash:</strong> Bash is well-suited for this task since it naturally handles command execution and exit codes. The main challenges are bash-specific syntax quirks like the read loop condition and variable arithmetic. The use of eval introduces potential security concerns but is necessary for dynamic command execution. Overall, bash feels like the right tool for this system administration type task.</p>
+<p><strong>lush:</strong> Lush combines the simplicity of shell scripting with Lua&#x27;s readability. The command execution syntax `${command}` is intuitive and the ability to access exit codes via .code is clean. The Lua-based control structures and string handling make it much more readable than pure bash while maintaining the shell&#x27;s natural command execution feel.</p>
 </div>
        </div>