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Update README.md

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README.md CHANGED
@@ -21,6 +21,7 @@ Supports production constraints (file limits, caching, logging)
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  The project evolved from RAG v1 → RAG v2, adding real-world scalability and observability.
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  ✨ Key Features (RAG v2)
 
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  📥 Document Ingestion
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  Upload PDF and TXT files
@@ -98,7 +99,6 @@ Persistent vector store
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  Frontend (HTML / JS)
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-
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  FastAPI Backend
@@ -134,7 +134,9 @@ Answer + Confidence + Citations
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  Evaluation Logging + Analytics
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  🧠 Core Concepts Demonstrated
 
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  Retrieval-Augmented Generation (RAG)
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  Why pure LLMs hallucinate
@@ -181,6 +183,7 @@ Clean Git hygiene
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  Incremental system evolution
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  🛠️ Tech Stack
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  Backend
@@ -221,6 +224,8 @@ Hugging Face Spaces (deployment)
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  Virtual Environments (venv)
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  ⚙️ Setup & Run Locally
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  1️⃣ Clone Repository
@@ -248,6 +253,7 @@ GEMINI_API_KEY=your_api_key_here
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  uvicorn main:app --reload
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  ⚠️ Known Limitations
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  Scanned/image-only PDFs require OCR (not included)
@@ -262,6 +268,8 @@ sharding
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  background workers
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  🚀 Live Demo
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  👉 Hugging Face Spaces
 
21
  The project evolved from RAG v1 → RAG v2, adding real-world scalability and observability.
22
 
23
  ✨ Key Features (RAG v2)
24
+
25
  📥 Document Ingestion
26
 
27
  Upload PDF and TXT files
 
99
 
100
 
101
  Frontend (HTML / JS)
 
102
 
103
 
104
  FastAPI Backend
 
134
  Evaluation Logging + Analytics
135
 
136
 
137
+
138
  🧠 Core Concepts Demonstrated
139
+
140
  Retrieval-Augmented Generation (RAG)
141
 
142
  Why pure LLMs hallucinate
 
183
 
184
  Incremental system evolution
185
 
186
+
187
  🛠️ Tech Stack
188
 
189
  Backend
 
224
 
225
  Virtual Environments (venv)
226
 
227
+
228
+
229
  ⚙️ Setup & Run Locally
230
 
231
  1️⃣ Clone Repository
 
253
  uvicorn main:app --reload
254
 
255
 
256
+
257
  ⚠️ Known Limitations
258
 
259
  Scanned/image-only PDFs require OCR (not included)
 
268
 
269
  background workers
270
 
271
+
272
+
273
  🚀 Live Demo
274
 
275
  👉 Hugging Face Spaces