finished the customer support agent with v3

demos/customer_support_voice_agent/.env.example

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+OPENAI_API_KEY=your openai api key here
+FIRECRAWL_API_KEY=your firecrawl api key here
+MEMORI_API_KEY=your memori api key here

demos/customer_support_voice_agent/.streamlit/config.toml

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+[theme]
+base = "light"
+
+# Optional overrides:
+# primaryColor = "#0b57d0"
+# backgroundColor = "#ffffff"
+# secondaryBackgroundColor = "#f5f7fb"
+# textColor = "#000000"
+
+

demos/customer_support_voice_agent/README.md

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+## Customer Support Voice Agent
+
+Customer-support assistant powered by **OpenAI GPT‑4o**, **OpenAI TTS**, **Memori v3**, and **Firecrawl**.  
+Paste your docs/FAQ URLs, ingest them into Memori, and chat with a voice-enabled support agent on top of that knowledge.
+
+### Features
+
+- **Company‑agnostic**: Works for any product/company docs you point it at.
+- **Memori v3 knowledge base**: Docs are crawled with Firecrawl and stored in a Memori‑backed SQLite DB.
+- **Chat + Voice UI**: Streamlit chat interface with optional audio playback.
+- **Persistent memory**: Conversations and ingested docs are stored for future questions.
+
+### Setup
+
+Install dependencies (use any Python 3.11+ environment you like):
+
+```bash
+cd demos/customer_support_voice_agent
+python -m pip install -r requirements.txt
+```
+
+Create a `.env` file (copy from `.env.example`) and set:
+
+- `OPENAI_API_KEY` – required (chat + TTS).
+- `FIRECRAWL_API_KEY` – required to ingest docs via Firecrawl.
+- `MEMORI_API_KEY` – optional, for Memori Advanced Augmentation / higher quotas.
+- `SQLITE_DB_PATH` – optional, defaults to `./memori.sqlite`.
+
+### Run
+
+```bash
+streamlit run app.py
+```
+
+In the **sidebar**:
+
+1. Enter your **Firecrawl**, **Memori** (optional), and **OpenAI** API keys.
+2. (Optionally) set a **Company Name**.
+3. Paste one or more documentation URLs (one per line) under **“Ingest Docs into Memori”** and click **“Extract & store to Memori”**.
+
+Then use the main chat box to ask customer‑support questions about your product.
+
+> Note: `ingest_studio1.py` is kept as an example script for the original Studio1 demo.  
+> For most use cases, you can ignore it and use the sidebar‑based ingestion instead.
+
+