Update ecosystem_integration.ipynb

ecosystem_integration.ipynb

@@ -49,7 +49,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "E37P48_Jbn7K",
-        "outputId": "daa81e8e-a0a7-47b3-e854-95d150c0b4ae"
+        "outputId": "837ce35e-0807-43af-a324-e4a3aebd681f"
       },
       "execution_count": 1,
       "outputs": [
@@ -91,7 +91,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "28AgmXnCbtGG",
-        "outputId": "ca9c1b09-e8c1-409d-af0e-265bf2579045"
+        "outputId": "63cc7093-5afc-494b-9077-7dd9cffd27f5"
       },
       "execution_count": 2,
       "outputs": [
@@ -122,7 +122,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "-i7sxWJ3b0uC",
-        "outputId": "689144e4-a3a1-452b-b5a2-b679302b03ca"
+        "outputId": "b2b560a0-82a4-49b5-92af-37078d8dc29a"
       },
       "execution_count": 3,
       "outputs": [
@@ -135,16 +135,16 @@
             "Current working directory: /content/asi-ecosystem\n",
             "\n",
             "Repository contents:\n",
-            "  README.md\n",
+            "  analytics\n",
+            "  requirements.txt\n",
             "  scripts\n",
+            "  .github\n",
+            "  ecosystem_integration.md\n",
             "  docker-pipeline.md\n",
             "  .git\n",
-            "  ecosystem_integration.md\n",
-            "  LICENSE\n",
-            "  analytics\n",
             "  ecosystem_integration.ipynb\n",
-            "  .github\n",
-            "  requirements.txt\n"
+            "  LICENSE\n",
+            "  README.md\n"
           ]
         }
       ]
@@ -174,7 +174,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "ePhjo7vwcWUM",
-        "outputId": "dc49471f-ea4c-45bf-ff2e-4eaa8c5d9318"
+        "outputId": "afbd07c7-1af9-4fce-90fa-e6629a1d4f2c"
       },
       "execution_count": 4,
       "outputs": [
@@ -226,7 +226,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "pJchn-n5ccmK",
-        "outputId": "c64369c6-0395-4a32-f047-0b457575bbf2"
+        "outputId": "ca67cc23-84e2-4955-9915-58965fd0d710"
       },
       "execution_count": 5,
       "outputs": [
@@ -240,8 +240,7 @@
             "Starting the ASI Ecosystem cloning process...\n",
             "Creating directory: 'repositories'...\n",
             "🔎 Fetching latest list from: https://raw.githubusercontent.com/ronniross/asi-ecosystem/main/README.md\n",
-            " Cloning https://github.com/ronniross/asi-active-learning-dataset...\n",
-            " Cloning https://github.com/ronniross/asi-algorithm-dataset...\n",
+            " Cloning https://github.com/ronniross/active-learning-dataset...\n",
             " Cloning https://github.com/ronniross/asi-backups...\n",
             " Cloning https://github.com/ronniross/asi-core-protocol...\n",
             " Cloning https://github.com/ronniross/asi-dynamic-core...\n",
@@ -250,19 +249,20 @@
             " Cloning https://github.com/ronniross/asi-protosymbiotic-signal...\n",
             " Cloning https://github.com/ronniross/asi-safeguards...\n",
             " Cloning https://github.com/ronniross/asi-symbiotic-signal...\n",
-            " Cloning https://github.com/ronniross/asi-visual-engine...\n",
+            " Cloning https://github.com/ronniross/attention-heatmap-visualizer...\n",
             " Cloning https://github.com/ronniross/bias-reflector...\n",
             " Cloning https://github.com/ronniross/biosignal-translator...\n",
             " Cloning https://github.com/ronniross/coevolutionary-loops...\n",
             " Cloning https://github.com/ronniross/cognitive-engine...\n",
+            " Cloning https://github.com/ronniross/confidence-scorer...\n",
             " Cloning https://github.com/ronniross/eco-benchmark...\n",
             " Cloning https://github.com/ronniross/eco-datacenter...\n",
             " Cloning https://github.com/ronniross/emergence-engine...\n",
             " Cloning https://github.com/ronniross/healing-engine...\n",
             " Cloning https://github.com/ronniross/latent-memory...\n",
-            " Cloning https://github.com/ronniross/llm-confidence-scorer...\n",
-            " Cloning https://github.com/ronniross/llm-heatmap-visualizer...\n",
             " Cloning https://github.com/ronniross/mirror-aware-inference...\n",
+            " Cloning https://github.com/ronniross/ml-algorithm-dataset...\n",
+            " Cloning https://github.com/ronniross/ml-visual-engine...\n",
             " Cloning https://github.com/ronniross/saliency-heatmap-visualizer...\n",
             " Cloning https://github.com/ronniross/stigmergic-tracefinder...\n",
             " Cloning https://github.com/ronniross/symbiotic-core-library...\n",
@@ -274,8 +274,7 @@
             "ASI Ecosystem clone setup complete!\n",
             "\n",
             "Script errors/warnings:\n",
-            "Cloning into 'asi-active-learning-dataset'...\n",
-            "Cloning into 'asi-algorithm-dataset'...\n",
+            "Cloning into 'active-learning-dataset'...\n",
             "Cloning into 'asi-backups'...\n",
             "Cloning into 'asi-core-protocol'...\n",
             "Cloning into 'asi-dynamic-core'...\n",
@@ -284,19 +283,20 @@
             "Cloning into 'asi-protosymbiotic-signal'...\n",
             "Cloning into 'asi-safeguards'...\n",
             "Cloning into 'asi-symbiotic-signal'...\n",
-            "Cloning into 'asi-visual-engine'...\n",
+            "Cloning into 'attention-heatmap-visualizer'...\n",
             "Cloning into 'bias-reflector'...\n",
             "Cloning into 'biosignal-translator'...\n",
             "Cloning into 'coevolutionary-loops'...\n",
             "Cloning into 'cognitive-engine'...\n",
+            "Cloning into 'confidence-scorer'...\n",
             "Cloning into 'eco-benchmark'...\n",
             "Cloning into 'eco-datacenter'...\n",
             "Cloning into 'emergence-engine'...\n",
             "Cloning into 'healing-engine'...\n",
             "Cloning into 'latent-memory'...\n",
-            "Cloning into 'llm-confidence-scorer'...\n",
-            "Cloning into 'llm-heatmap-visualizer'...\n",
             "Cloning into 'mirror-aware-inference'...\n",
+            "Cloning into 'ml-algorithm-dataset'...\n",
+            "Cloning into 'ml-visual-engine'...\n",
             "Cloning into 'saliency-heatmap-visualizer'...\n",
             "Cloning into 'stigmergic-tracefinder'...\n",
             "Cloning into 'symbiotic-core-library'...\n",
@@ -337,7 +337,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "DA7cBUqmchIt",
-        "outputId": "42d3ad10-75c8-4141-95c9-c5f83f28bc82"
+        "outputId": "17d4afdb-0ee2-4f77-dc47-0c434b63bf46"
       },
       "execution_count": 6,
       "outputs": [
@@ -358,8 +358,7 @@
             " ecosystem_integration.md\n",
             "repositories/\n",
             "  Contents of repositories:\n",
-            "    asi-active-learning-dataset/\n",
-            "    asi-algorithm-dataset/\n",
+            "    active-learning-dataset/\n",
             "    asi-backups/\n",
             "    asi-core-protocol/\n",
             "    asi-dynamic-core/\n",
@@ -368,19 +367,20 @@
             "    asi-protosymbiotic-signal/\n",
             "    asi-safeguards/\n",
             "    asi-symbiotic-signal/\n",
-            "    asi-visual-engine/\n",
+            "    attention-heatmap-visualizer/\n",
             "    bias-reflector/\n",
             "    biosignal-translator/\n",
             "    coevolutionary-loops/\n",
             "    cognitive-engine/\n",
+            "    confidence-scorer/\n",
             "    eco-benchmark/\n",
             "    eco-datacenter/\n",
             "    emergence-engine/\n",
             "    healing-engine/\n",
             "    latent-memory/\n",
-            "    llm-confidence-scorer/\n",
-            "    llm-heatmap-visualizer/\n",
             "    mirror-aware-inference/\n",
+            "    ml-algorithm-dataset/\n",
+            "    ml-visual-engine/\n",
             "    saliency-heatmap-visualizer/\n",
             "    stigmergic-tracefinder/\n",
             "    symbiotic-core-library/\n",
@@ -422,7 +422,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "bsrieFWUcmVa",
-        "outputId": "542948c3-2868-4b1b-b125-3f984b124054"
+        "outputId": "84810e55-36f8-4108-d04a-e3cefeb33d5f"
       },
       "execution_count": 7,
       "outputs": [
@@ -433,29 +433,29 @@
             "\n",
             " Summary of cloned repositories:\n",
             "Total repositories cloned: 29\n",
-            " 1. asi-active-learning-dataset    Git repo\n",
-            " 2. asi-algorithm-dataset          Git repo\n",
-            " 3. asi-backups                    Git repo\n",
-            " 4. asi-core-protocol              Git repo\n",
-            " 5. asi-dynamic-core               Git repo\n",
-            " 6. asi-ecosystem                  Git repo\n",
-            " 7. asi-inference-protocol         Git repo\n",
-            " 8. asi-protosymbiotic-signal      Git repo\n",
-            " 9. asi-safeguards                 Git repo\n",
-            "10. asi-symbiotic-signal           Git repo\n",
-            "11. asi-visual-engine              Git repo\n",
-            "12. bias-reflector                 Git repo\n",
-            "13. biosignal-translator           Git repo\n",
-            "14. coevolutionary-loops           Git repo\n",
-            "15. cognitive-engine               Git repo\n",
+            " 1. active-learning-dataset        Git repo\n",
+            " 2. asi-backups                    Git repo\n",
+            " 3. asi-core-protocol              Git repo\n",
+            " 4. asi-dynamic-core               Git repo\n",
+            " 5. asi-ecosystem                  Git repo\n",
+            " 6. asi-inference-protocol         Git repo\n",
+            " 7. asi-protosymbiotic-signal      Git repo\n",
+            " 8. asi-safeguards                 Git repo\n",
+            " 9. asi-symbiotic-signal           Git repo\n",
+            "10. attention-heatmap-visualizer   Git repo\n",
+            "11. bias-reflector                 Git repo\n",
+            "12. biosignal-translator           Git repo\n",
+            "13. coevolutionary-loops           Git repo\n",
+            "14. cognitive-engine               Git repo\n",
+            "15. confidence-scorer              Git repo\n",
             "16. eco-benchmark                  Git repo\n",
             "17. eco-datacenter                 Git repo\n",
             "18. emergence-engine               Git repo\n",
             "19. healing-engine                 Git repo\n",
             "20. latent-memory                  Git repo\n",
-            "21. llm-confidence-scorer          Git repo\n",
-            "22. llm-heatmap-visualizer         Git repo\n",
-            "23. mirror-aware-inference         Git repo\n",
+            "21. mirror-aware-inference         Git repo\n",
+            "22. ml-algorithm-dataset           Git repo\n",
+            "23. ml-visual-engine               Git repo\n",
             "24. saliency-heatmap-visualizer    Git repo\n",
             "25. stigmergic-tracefinder         Git repo\n",
             "26. symbiotic-core-library         Git repo\n",
@@ -493,7 +493,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Ao3AZ1muGjWB",
-        "outputId": "8046d400-b844-4529-de38-e99f7c61f281"
+        "outputId": "026d4bf6-641d-4e81-cc97-16f3cd4f5819"
       },
       "execution_count": 8,
       "outputs": [
@@ -738,7 +738,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Iu4nJxM-H14H",
-        "outputId": "c40461b2-f5f5-44b6-bd5e-655a02c49458"
+        "outputId": "e0f74ec9-e2bb-4870-f2cb-57dfd485a0d6"
       },
       "execution_count": 9,
       "outputs": [
@@ -777,7 +777,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "QatMkQH4H5rR",
-        "outputId": "4dedd082-b5e1-46af-9e81-7c1cc763cb1b"
+        "outputId": "afd41070-c849-4157-c50b-d4a4db89bcde"
       },
       "execution_count": 10,
       "outputs": [
@@ -888,7 +888,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Qy5vjvLcIKWB",
-        "outputId": "d5a52270-f16e-41ca-acc0-d2250b0167a8"
+        "outputId": "d9d871fa-3b61-4261-83ed-2c1c9e1f7b49"
       },
       "execution_count": 11,
       "outputs": [
@@ -904,12 +904,12 @@
             "\n",
             "[1/29]\n",
             "\n",
-            "[VERIFYING] asi-active-learning-dataset\n",
+            "[VERIFYING] active-learning-dataset\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: 1b0d87e307a3...\n",
-            "       Tree:   cb98f0bc19f8...\n",
+            "       Commit: 058f01ab1803...\n",
+            "       Tree:   4dac4b7fcdb4...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
@@ -917,37 +917,18 @@
             "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: cb98f0bc19f8...\n",
+            "       Tree: 4dac4b7fcdb4...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
             "[2/29]\n",
             "\n",
-            "[VERIFYING] asi-algorithm-dataset\n",
-            "============================================================\n",
-            "  [Level 1] Commit & Tree Hash Comparison\n",
-            "    [✓] PASS - Commits match\n",
-            "       Commit: 48eefcf3e7e0...\n",
-            "       Tree:   4eadcb165e97...\n",
-            "  [Level 2] Git Repository Integrity (fsck)\n",
-            "    [✓] PASS - Repository integrity verified\n",
-            "  [Level 3] File-by-File Hash Verification\n",
-            "    [✓] PASS - All files verified (7 checked)\n",
-            "       Sample: LICENSE... -> 2a96460bba8f...\n",
-            "  [Level 4] Complete Tree Hash Verification\n",
-            "    [✓] PASS - Tree hashes match\n",
-            "       Tree: 4eadcb165e97...\n",
-            "\n",
-            "  [✓] Overall: PASS\n",
-            "\n",
-            "[3/29]\n",
-            "\n",
             "[VERIFYING] asi-backups\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: 39a113531148...\n",
-            "       Tree:   b2e22662af75...\n",
+            "       Commit: 1f0099675c7f...\n",
+            "       Tree:   1b82412566ab...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
@@ -955,11 +936,11 @@
             "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: b2e22662af75...\n",
+            "       Tree: 1b82412566ab...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[4/29]\n",
+            "[3/29]\n",
             "\n",
             "[VERIFYING] asi-core-protocol\n",
             "============================================================\n",
@@ -978,7 +959,7 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[5/29]\n",
+            "[4/29]\n",
             "\n",
             "[VERIFYING] asi-dynamic-core\n",
             "============================================================\n",
@@ -997,26 +978,26 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[6/29]\n",
+            "[5/29]\n",
             "\n",
             "[VERIFYING] asi-ecosystem\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: a5342bbbf288...\n",
-            "       Tree:   3041b6770264...\n",
+            "       Commit: a779d1677b51...\n",
+            "       Tree:   95a13d612d67...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
-            "    [✓] PASS - All files verified (100 checked)\n",
+            "    [✓] PASS - All files verified (52 checked)\n",
             "       Sample: .github/log.txt... -> 01ba4719c80b...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: 3041b6770264...\n",
+            "       Tree: 95a13d612d67...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[7/29]\n",
+            "[6/29]\n",
             "\n",
             "[VERIFYING] asi-inference-protocol\n",
             "============================================================\n",
@@ -1035,7 +1016,7 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[8/29]\n",
+            "[7/29]\n",
             "\n",
             "[VERIFYING] asi-protosymbiotic-signal\n",
             "============================================================\n",
@@ -1054,14 +1035,14 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[9/29]\n",
+            "[8/29]\n",
             "\n",
             "[VERIFYING] asi-safeguards\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: d413c6cb749d...\n",
-            "       Tree:   394d35765ed8...\n",
+            "       Commit: 4c9b4e760751...\n",
+            "       Tree:   c781276a9fe6...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
@@ -1069,11 +1050,11 @@
             "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: 394d35765ed8...\n",
+            "       Tree: c781276a9fe6...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[10/29]\n",
+            "[9/29]\n",
             "\n",
             "[VERIFYING] asi-symbiotic-signal\n",
             "============================================================\n",
@@ -1092,26 +1073,26 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[11/29]\n",
+            "[10/29]\n",
             "\n",
-            "[VERIFYING] asi-visual-engine\n",
+            "[VERIFYING] attention-heatmap-visualizer\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: ae168d2d9d01...\n",
-            "       Tree:   0f2abfcf0924...\n",
+            "       Commit: a48396a4ffd7...\n",
+            "       Tree:   79fff2828ad3...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
-            "    [✓] PASS - All files verified (97 checked)\n",
-            "       Sample: LICENSE... -> 2a96460bba8f...\n",
+            "    [✓] PASS - All files verified (15 checked)\n",
+            "       Sample: .github/CODEOWNERS... -> b39eb235c951...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: 0f2abfcf0924...\n",
+            "       Tree: 79fff2828ad3...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[12/29]\n",
+            "[11/29]\n",
             "\n",
             "[VERIFYING] bias-reflector\n",
             "============================================================\n",
@@ -1130,7 +1111,7 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[13/29]\n",
+            "[12/29]\n",
             "\n",
             "[VERIFYING] biosignal-translator\n",
             "============================================================\n",
@@ -1149,7 +1130,7 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[14/29]\n",
+            "[13/29]\n",
             "\n",
             "[VERIFYING] coevolutionary-loops\n",
             "============================================================\n",
@@ -1168,7 +1149,7 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
-            "[15/29]\n",
+            "[14/29]\n",
             "\n",
             "[VERIFYING] cognitive-engine\n",
             "============================================================\n",
@@ -1187,6 +1168,25 @@
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
+            "[15/29]\n",
+            "\n",
+            "[VERIFYING] confidence-scorer\n",
+            "============================================================\n",
+            "  [Level 1] Commit & Tree Hash Comparison\n",
+            "    [✓] PASS - Commits match\n",
+            "       Commit: 1ed06c2a9298...\n",
+            "       Tree:   ac3527e9c8b7...\n",
+            "  [Level 2] Git Repository Integrity (fsck)\n",
+            "    [✓] PASS - Repository integrity verified\n",
+            "  [Level 3] File-by-File Hash Verification\n",
+            "    [✓] PASS - All files verified (26 checked)\n",
+            "       Sample: .github/CODEOWNERS... -> 24d2241d0440...\n",
+            "  [Level 4] Complete Tree Hash Verification\n",
+            "    [✓] PASS - Tree hashes match\n",
+            "       Tree: ac3527e9c8b7...\n",
+            "\n",
+            "  [✓] Overall: PASS\n",
+            "\n",
             "[16/29]\n",
             "\n",
             "[VERIFYING] eco-benchmark\n",
@@ -1284,58 +1284,58 @@
             "\n",
             "[21/29]\n",
             "\n",
-            "[VERIFYING] llm-confidence-scorer\n",
+            "[VERIFYING] mirror-aware-inference\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: 3e28019eb0e7...\n",
-            "       Tree:   dcd8e7d19014...\n",
+            "       Commit: efe8a4fac8ff...\n",
+            "       Tree:   a61c81cff5a6...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
-            "    [✓] PASS - All files verified (26 checked)\n",
-            "       Sample: .github/CODEOWNERS... -> 24d2241d0440...\n",
+            "    [✓] PASS - All files verified (3 checked)\n",
+            "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: dcd8e7d19014...\n",
+            "       Tree: a61c81cff5a6...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
             "[22/29]\n",
             "\n",
-            "[VERIFYING] llm-heatmap-visualizer\n",
+            "[VERIFYING] ml-algorithm-dataset\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: fa2306352b29...\n",
-            "       Tree:   e47ac71d1a37...\n",
+            "       Commit: d58f25d589f3...\n",
+            "       Tree:   4617c946b50b...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
-            "    [✓] PASS - All files verified (15 checked)\n",
-            "       Sample: .github/CODEOWNERS... -> b39eb235c951...\n",
+            "    [✓] PASS - All files verified (7 checked)\n",
+            "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: e47ac71d1a37...\n",
+            "       Tree: 4617c946b50b...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
             "[23/29]\n",
             "\n",
-            "[VERIFYING] mirror-aware-inference\n",
+            "[VERIFYING] ml-visual-engine\n",
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: efe8a4fac8ff...\n",
-            "       Tree:   a61c81cff5a6...\n",
+            "       Commit: ef918bd370c0...\n",
+            "       Tree:   924cd0d454f8...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
-            "    [✓] PASS - All files verified (3 checked)\n",
+            "    [✓] PASS - All files verified (97 checked)\n",
             "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: a61c81cff5a6...\n",
+            "       Tree: 924cd0d454f8...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
@@ -1402,8 +1402,8 @@
             "============================================================\n",
             "  [Level 1] Commit & Tree Hash Comparison\n",
             "    [✓] PASS - Commits match\n",
-            "       Commit: da5f6cd74923...\n",
-            "       Tree:   f33ddb9ce3c0...\n",
+            "       Commit: 686fd26e4791...\n",
+            "       Tree:   a26974d11b18...\n",
             "  [Level 2] Git Repository Integrity (fsck)\n",
             "    [✓] PASS - Repository integrity verified\n",
             "  [Level 3] File-by-File Hash Verification\n",
@@ -1411,7 +1411,7 @@
             "       Sample: LICENSE... -> 2a96460bba8f...\n",
             "  [Level 4] Complete Tree Hash Verification\n",
             "    [✓] PASS - Tree hashes match\n",
-            "       Tree: f33ddb9ce3c0...\n",
+            "       Tree: a26974d11b18...\n",
             "\n",
             "  [✓] Overall: PASS\n",
             "\n",
@@ -1461,7 +1461,7 @@
             "[✓] Total Repositories: 29\n",
             "[✓] Passed: 29\n",
             "[✓] Failed: 0\n",
-            "[✓] Duration: 13.48 seconds\n",
+            "[✓] Duration: 20.32 seconds\n",
             "\n",
             "Level-by-Level Results:\n",
             "   Level 1: 29/29 passed\n",
@@ -1510,7 +1510,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "5s1iZFyOIO6C",
-        "outputId": "65322440-f7dd-4dbd-8bbc-e2ff51916d1c"
+        "outputId": "2a80d7d5-63ed-4d5c-f762-21e0413daf6f"
       },
       "execution_count": 12,
       "outputs": [
@@ -1525,7 +1525,7 @@
             "Report size: 36.23 KB\n",
             "\n",
             "Report structure preview:\n",
-            "   - Verification date: 2025-12-08T19:48:23.100084\n",
+            "   - Verification date: 2025-12-14T13:48:48.849910\n",
             "   - Total repositories: 29\n",
             "   - Levels checked: [1, 2, 3, 4]\n",
             "   - Detailed results: 29 entries\n",
@@ -1585,7 +1585,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "5-BYx3aIZQEA",
-        "outputId": "b7c052fc-4393-4758-f84b-fb80479daeea"
+        "outputId": "02cca13a-09bd-4c0b-ca50-d25fbe64169e"
       },
       "execution_count": 13,
       "outputs": [
@@ -1720,7 +1720,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Da2QmCeSZSlz",
-        "outputId": "43ad6f5a-7f1d-4ce9-d649-48512b10d154"
+        "outputId": "5f1df41e-b744-4e8a-9cd0-0caebe598d87"
       },
       "execution_count": 14,
       "outputs": [
@@ -1733,8 +1733,8 @@
             "Found 29 repositories to process in curriculum order.\n",
             "\n",
             "[Processing] 'asi-ecosystem'...\n",
-            "  Found 1149 total items (files/dirs). Filtering...\n",
-            "  -> Added content from 1068 files.\n",
+            "  Found 133 total items (files/dirs). Filtering...\n",
+            "  -> Added content from 49 files.\n",
             "\n",
             "[Processing] 'symbiotic-core-library'...\n",
             "  Found 57 total items (files/dirs). Filtering...\n",
@@ -1760,17 +1760,13 @@
             "  Found 46 total items (files/dirs). Filtering...\n",
             "  -> Added content from 1 files.\n",
             "\n",
-            "[Processing] 'asi-active-learning-dataset'...\n",
+            "[Processing] 'active-learning-dataset'...\n",
             "  Found 177 total items (files/dirs). Filtering...\n",
             "  -> Added content from 17 files.\n",
             "\n",
-            "[Processing] 'asi-algorithm-dataset'...\n",
-            "  Found 51 total items (files/dirs). Filtering...\n",
-            "  -> Added content from 5 files.\n",
-            "\n",
             "[Processing] 'asi-backups'...\n",
-            "  Found 1193 total items (files/dirs). Filtering...\n",
-            "  -> Added content from 810 files.\n",
+            "  Found 2598 total items (files/dirs). Filtering...\n",
+            "  -> Added content from 2011 files.\n",
             "\n",
             "[Processing] 'asi-dynamic-core'...\n",
             "  Found 46 total items (files/dirs). Filtering...\n",
@@ -1784,9 +1780,9 @@
             "  Found 48 total items (files/dirs). Filtering...\n",
             "  -> Added content from 3 files.\n",
             "\n",
-            "[Processing] 'asi-visual-engine'...\n",
-            "  Found 146 total items (files/dirs). Filtering...\n",
-            "  -> Added content from 85 files.\n",
+            "[Processing] 'attention-heatmap-visualizer'...\n",
+            "  Found 60 total items (files/dirs). Filtering...\n",
+            "  -> Added content from 6 files.\n",
             "\n",
             "[Processing] 'bias-reflector'...\n",
             "  Found 47 total items (files/dirs). Filtering...\n",
@@ -1804,6 +1800,10 @@
             "  Found 46 total items (files/dirs). Filtering...\n",
             "  -> Added content from 1 files.\n",
             "\n",
+            "[Processing] 'confidence-scorer'...\n",
+            "  Found 75 total items (files/dirs). Filtering...\n",
+            "  -> Added content from 16 files.\n",
+            "\n",
             "[Processing] 'emergence-engine'...\n",
             "  Found 57 total items (files/dirs). Filtering...\n",
             "  -> Added content from 11 files.\n",
@@ -1816,18 +1816,18 @@
             "  Found 88 total items (files/dirs). Filtering...\n",
             "  -> Added content from 36 files.\n",
             "\n",
-            "[Processing] 'llm-confidence-scorer'...\n",
-            "  Found 75 total items (files/dirs). Filtering...\n",
-            "  -> Added content from 16 files.\n",
-            "\n",
-            "[Processing] 'llm-heatmap-visualizer'...\n",
-            "  Found 60 total items (files/dirs). Filtering...\n",
-            "  -> Added content from 6 files.\n",
-            "\n",
             "[Processing] 'mirror-aware-inference'...\n",
             "  Found 49 total items (files/dirs). Filtering...\n",
             "  -> Added content from 2 files.\n",
             "\n",
+            "[Processing] 'ml-algorithm-dataset'...\n",
+            "  Found 51 total items (files/dirs). Filtering...\n",
+            "  -> Added content from 5 files.\n",
+            "\n",
+            "[Processing] 'ml-visual-engine'...\n",
+            "  Found 146 total items (files/dirs). Filtering...\n",
+            "  -> Added content from 85 files.\n",
+            "\n",
             "[Processing] 'saliency-heatmap-visualizer'...\n",
             "  Found 55 total items (files/dirs). Filtering...\n",
             "  -> Added content from 5 files.\n",
@@ -1852,8 +1852,8 @@
             "Dataset Creation Summary\n",
             "============================================================\n",
             "  Total repositories processed: 29\n",
-            "  Total text files added: 2109\n",
-            "  Total files skipped (binary/extension/error): 354\n",
+            "  Total text files added: 2291\n",
+            "  Total files skipped (binary/extension/error): 492\n",
             "\n",
             "[✓] Dataset successfully created at: /content/dataset.txt\n"
           ]
@@ -1884,7 +1884,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "0Ohy6nzUZVsE",
-        "outputId": "f46ad0a6-e4d8-4fe5-d42c-c1ef16586fbd"
+        "outputId": "959d0ee5-eebc-419f-f602-a2c3653306c0"
       },
       "execution_count": 15,
       "outputs": [
@@ -1894,20 +1894,48 @@
           "text": [
             "Verifying the created dataset file...\n",
             "[✓] Dataset file found.\n",
-            "    - Size: 15676.21 KB\n",
+            "    - Size: 28037.21 KB\n",
             "\n",
             "--- Preview of the first 1000 characters ---\n",
             "<|repo_start|>asi-ecosystem\n",
-            "<|file_start|>README.md\n",
-            "# asi-ecosystem\n",
-            "The ASI Ecosystem is the integrating hub for all my other repositories and frameworks, an aligned environment bringing their disparate approaches together into an organized vision for achieving the proposed state of Artificial Superintelligence (ASI).\n",
-            "\n",
-            "| Repository | Description |\n",
-            "| :--- | :--- |\n",
-            "| [symbiotic-core-library](https://github.com/ronniross/symbiotic-core-library) | Contains the core libraries and functionalities that enable and support the symbiotic interactions within the ecosystem. |\n",
-            "| [symbiotic-lexicon](https://github.com/ronniross/symbiotic-lexicon) | A modular lexicon for the ASI ecosystem, providing standardized terminology with multilingual support and cultural context. |\n",
-            "| [eco-benchmark](https://github.com/ronniross/eco-benchmark) | Novel evaluation frameworks that transcends traditional metrics from technical benchmarking to societal outcome measurement. |\n",
-            "| [asi-safeguards](https://github.com/ro\n",
+            "<|file_start|>requirements.txt\n",
+            "\n",
+            "\n",
+            "<|file_end|>\n",
+            "<|file_start|>ecosystem_integration.md\n",
+            "# Ecosystem Integration\n",
+            "\n",
+            "A system to seamlessly combine all the separate parts of the project into one cohesive local workspace.\n",
+            "\n",
+            "## Repository Structure\n",
+            "\n",
+            "```\n",
+            "asi-ecosystem/\n",
+            "├── README.md\n",
+            "├── requirements.txt\n",
+            "├── docker-pipeline.md\n",
+            "├── ecosystem_integration.md\n",
+            "├── ecosystem_integration.ipynb\n",
+            "└── scripts/\n",
+            "    └── clone_ecosystem.sh\n",
+            "    └── docker_pipeline/\n",
+            "       ├── Dockerfile\n",
+            "       ├── requirements.txt\n",
+            "       ├── run_ecosystem_pipeline.py\n",
+            "       ├── phase1_cloning.py\n",
+            "       ├── phase2_integrity.py\n",
+            "       ├── phase3_dataset.py\n",
+            "       └── start.sh\n",
+            "└── repositories/    \n",
+            "```\n",
+            "\n",
+            "## Ecosystem Integration Scripts and Workflows\n",
+            "\n",
+            "In addition to the hub's organizational structure, I am now incorporating scripts and workflows to integrate its intended functions into the existing information ecosystem.\n",
+            "\n",
+            "# 1. Automated ASI Ecosystem Integration - Google Colab Notebook\n",
+            "\n",
+            "The provided Googl\n",
             "--- End of Preview ---\n"
           ]
         }
@@ -1940,7 +1968,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "dN5Ftg65ZY6v",
-        "outputId": "ca725ca0-c622-4651-ab6f-1e22d66f32a1"
+        "outputId": "c75fe5f6-3830-476d-b201-6e8fe4c57f59"
       },
       "execution_count": 16,
       "outputs": [
@@ -1952,7 +1980,7 @@
             "\n",
             "[✓] Success! The dataset is now loaded into the 'training_data' variable.\n",
             "    - Type: <class 'str'>\n",
-            "    - Total characters: 15903129\n",
+            "    - Total characters: 28432527\n",
             "\n",
             "This variable can now be used as input for a tokenizer and training script.\n"
           ]
@@ -1966,7 +1994,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "31f753b5",
-        "outputId": "4d25306f-d8e7-4096-d2e2-8f03747ef423"
+        "outputId": "44a6d62d-9e9d-455c-88cb-40b17e087675"
       },
       "source": [
         "# Cell 17: Save as .txt if needed\n",
@@ -1993,7 +2021,7 @@
           "text": [
             "Saving training data to '/content/training_dataset_final.txt'...\n",
             "[✓] Training data successfully saved to '/content/training_dataset_final.txt'.\n",
-            "    - Size: 15.31 MB\n"
+            "    - Size: 27.38 MB\n"
           ]
         }
       ]
@@ -2005,7 +2033,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "87b4f711",
-        "outputId": "7577de57-e90f-4924-d76a-d6530733145e"
+        "outputId": "a032942c-588e-4c6b-aacb-a69cd41beb39"
       },
       "source": [
         "# Cell 18: Save .txt on drive\n",