Polish all notebooks with improved formatting and production quality content

Author: nkanu17

python-recipes/context-engineering/notebooks_v2/section-1-fundamentals/02_context_types_deep_dive.ipynb

@@ -1587,10 +1587,11 @@
     "- [Context Window Management](https://help.openai.com/en/articles/4936856-what-are-tokens-and-how-to-count-them) - Understanding token limits\n",
     "- [OpenAI API Reference](https://platform.openai.com/docs/api-reference) - Complete API documentation\n",
     "\n",
-    "### **Academic Papers**\n",
+    "### **Academic Papers and Technical Reports**\n",
     "- [In-Context Learning Survey](https://arxiv.org/abs/2301.00234) - Research on how LLMs use context\n",
     "- [Retrieval-Augmented Generation](https://arxiv.org/abs/2005.11401) - Foundational RAG paper\n",
     "- [Lost in the Middle](https://arxiv.org/abs/2307.03172) - How LLMs use long contexts\n",
+    "- [Context Rot](https://github.com/chroma-core/context-rot?tab=readme-ov-file) -  How Increasing Input Tokens Impacts LLM Performance\n",
     "\n",
     "### **Redis Resources**\n",
     "- [Redis Documentation](https://redis.io/docs/) - Official Redis documentation\n",

python-recipes/context-engineering/notebooks_v2/section-2-rag-foundations/01_rag_retrieved_context_in_practice.ipynb

@@ -658,7 +658,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[1;34m🚀 Starting Course Catalog Ingestion\u001B[0m\n"
+       "\u001b[1;34m🚀 Starting Course Catalog Ingestion\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -671,7 +671,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[32m✅ Redis connection successful\u001B[0m\n"
+       "\u001b[32m✅ Redis connection successful\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -684,7 +684,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[33m🧹 Clearing existing data\u001B[0m\u001B[33m...\u001B[0m\n"
+       "\u001b[33m🧹 Clearing existing data\u001b[0m\u001b[33m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -697,7 +697,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[32m✅ Data cleared successfully\u001B[0m\n"
+       "\u001b[32m✅ Data cleared successfully\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -710,7 +710,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[32m✅ Loaded catalog from course_catalog_section2.json\u001B[0m\n"
+       "\u001b[32m✅ Loaded catalog from course_catalog_section2.json\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -723,7 +723,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "   Majors: \u001B[1;36m5\u001B[0m\n"
+       "   Majors: \u001b[1;36m5\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -736,7 +736,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "   Courses: \u001B[1;36m50\u001B[0m\n"
+       "   Courses: \u001b[1;36m50\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -773,7 +773,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[32m✅ Ingested \u001B[0m\u001B[1;32m5\u001B[0m\u001B[32m majors\u001B[0m\n"
+       "\u001b[32m✅ Ingested \u001b[0m\u001b[1;32m5\u001b[0m\u001b[32m majors\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -866,7 +866,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[32m✅ Ingested \u001B[0m\u001B[1;32m50\u001B[0m\u001B[32m courses\u001B[0m\n"
+       "\u001b[32m✅ Ingested \u001b[0m\u001b[1;32m50\u001b[0m\u001b[32m courses\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -879,7 +879,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[34m📊 Verification - Courses: \u001B[0m\u001B[1;34m50\u001B[0m\u001B[34m, Majors: \u001B[0m\u001B[1;34m5\u001B[0m\n"
+       "\u001b[34m📊 Verification - Courses: \u001b[0m\u001b[1;34m50\u001b[0m\u001b[34m, Majors: \u001b[0m\u001b[1;34m5\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -892,7 +892,7 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001B[1;32m🎉 Ingestion completed successfully!\u001B[0m\n"
+       "\u001b[1;32m🎉 Ingestion completed successfully!\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -2011,9 +2011,17 @@
     "\n",
     "### **Advanced RAG Techniques**\n",
     "- [Advanced RAG Patterns](https://blog.langchain.dev/deconstructing-rag/) - LangChain blog on RAG optimization\n",
-    "- [Hybrid Search](https://redis.io/blog/hybrid-search-redis/) - Combining vector and keyword search\n",
+    "- [Advanced Search with RedisVL](https://docs.redisvl.com/en/latest/user_guide/11_advanced_queries.html) - Vector, Hybrid, Text, and Keyword Search\n",
     "- [RAG Evaluation](https://arxiv.org/abs/2309.15217) - Measuring RAG system performance\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "38e31170-962f-4fe9-9209-a48f23a33400",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {