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tanhm07@hotmail.com commited on
Commit ·
f1e559a
1
Parent(s): f2dc38c
less structured and templates buttons
Browse files
app.py
CHANGED
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@@ -4,55 +4,283 @@ from openai import OpenAI
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client = OpenAI(api_key=os.environ["OPENAI_API_KEY"])
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Intent:
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Priority:
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Owner:
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Action
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Reasoning:
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Draft Reply:
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"""
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try:
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response = client.chat.completions.create(
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model="gpt-4o-mini",
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messages=[
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": email
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],
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temperature=0.4,
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)
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except Exception as e:
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-
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with gr.Blocks() as demo:
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with gr.Row():
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with gr.Column():
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gr.Markdown("## Agent Builder")
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system_prompt = gr.Textbox(
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label="System Prompt",
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lines=
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value=
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)
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gr.
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email = gr.Textbox(
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label="Email",
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lines=
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value="
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)
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run_btn
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demo.launch()
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client = OpenAI(api_key=os.environ["OPENAI_API_KEY"])
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BASIC_PROMPT = """You are a helpful assistant that processes emails."""
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STRUCTURED_PROMPT = """You are an email triage agent.
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Your job is to read an email and decide how it should be handled.
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For each email:
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- Identify the main intent
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- Classify priority as Low, Medium, or High
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- Decide which team should own it
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- Suggest the next action
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- Draft a reply
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Format your response clearly and use labels.
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"""
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ADVANCED_PROMPT = """You are an enterprise email triage agent.
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Your job is to analyze incoming emails and decide how they should be handled.
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For each email:
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1. Identify the primary intent
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2. Classify priority as Low, Medium, or High
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3. Assign an owner from: Sales, Support, Finance, HR, Operations, Legal
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4. Determine the next action from: Respond, Escalate, Delegate, Request More Information
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5. Briefly explain your reasoning
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6. Draft a professional reply
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Output format:
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Intent:
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Priority:
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Owner:
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Action:
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Reasoning:
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Draft Reply:
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Rules:
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- Be concise and practical
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- If the email is ambiguous, say so clearly
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- If there is urgency, reflect that in both priority and action
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- Keep the draft reply professional and appropriate for business use
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"""
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SAMPLE_EMAILS = {
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"Customer Complaint": """Subject: Delayed shipment and no updates
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We placed our order nearly two weeks ago and still have not received the shipment. We have also not had any meaningful update from your team despite following up twice.
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This delay is now affecting our own delivery commitments to customers. Please let us know what is going on and when we can expect resolution.
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Regards,
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A frustrated customer""",
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"Sales Inquiry": """Subject: Exploring vendors for regional rollout
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Hello,
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We are evaluating potential partners for a Southeast Asia rollout later this year. We would like to understand your capabilities, pricing approach, and implementation timeline.
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Could someone from your team reach out to discuss next steps?
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Best,
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Regional Director""",
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"Internal Finance": """Subject: Q3 budget clarification needed
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Hi Finance team,
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Can you confirm whether the additional marketing spend for Q3 has been approved? We need clarity before committing to the campaign launch next week.
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Thanks,
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Head of Marketing""",
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"HR Issue": """Subject: Concern about manager conduct
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Hello,
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I would like to report a concern regarding repeated inappropriate comments made by my manager during team meetings. I am uncomfortable raising this directly with them and would appreciate guidance on how this should be handled.
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Please keep this confidential.
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Thank you.""",
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"Urgent Escalation": """Subject: Production outage affecting client operations
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Team,
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A major system outage started 30 minutes ago and several enterprise clients are unable to access critical workflows. We are already receiving escalation calls.
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We need immediate support and clear ownership on incident response.
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Please advise urgently.""",
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}
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def format_output(raw_text: str) -> str:
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"""
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Light formatting only.
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We do NOT enforce a schema.
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We simply make common label-based outputs easier to read.
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"""
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if not raw_text:
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return "No output received."
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known_labels = [
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"Intent:",
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"Priority:",
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"Owner:",
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"Action:",
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"Action Required:",
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"Reasoning:",
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"Draft Reply:",
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]
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lines = raw_text.splitlines()
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formatted_lines = []
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for line in lines:
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stripped = line.strip()
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matched_label = next((label for label in known_labels if stripped.startswith(label)), None)
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if matched_label:
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value = stripped[len(matched_label):].strip()
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formatted_lines.append(f"### {matched_label[:-1]}")
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if value:
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formatted_lines.append(value)
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else:
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formatted_lines.append("")
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formatted_lines.append("")
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else:
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formatted_lines.append(line)
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return "\n".join(formatted_lines).strip()
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def run_agent(system_prompt, email, show_raw_output):
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if not system_prompt or not system_prompt.strip():
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return "Please enter a system prompt.", ""
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if not email or not email.strip():
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return "Please enter an email to analyze.", ""
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try:
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response = client.chat.completions.create(
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model="gpt-4o-mini",
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messages=[
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": email},
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],
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temperature=0.4,
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)
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raw_output = response.choices[0].message.content or ""
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formatted_output = format_output(raw_output)
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if show_raw_output:
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return formatted_output, raw_output
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return formatted_output, ""
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except Exception as e:
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error_message = f"Error: {str(e)}"
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return error_message, error_message
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with gr.Blocks(title="Executive Agent Lab") as demo:
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gr.Markdown("# Executive Agent Lab")
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gr.Markdown(
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"Build your own email triage agent by writing the system prompt, then test it on sample or custom emails."
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)
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("## Agent Builder")
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gr.Markdown(
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"Define the agent's role, rules, decision logic, and output format."
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)
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agent_name = gr.Textbox(
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label="Agent Name (optional)",
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placeholder="Email Triage Agent",
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)
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system_prompt = gr.Textbox(
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label="System Prompt",
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lines=18,
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value=BASIC_PROMPT,
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placeholder="Write the instructions for your agent here..."
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)
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gr.Markdown("### Starter Prompts")
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with gr.Row():
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load_basic_btn = gr.Button("Load Basic")
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load_structured_btn = gr.Button("Load Structured")
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load_advanced_btn = gr.Button("Load Advanced")
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with gr.Accordion("What makes a good agent prompt?", open=False):
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gr.Markdown(
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"""- role
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- task
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- decision criteria
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- routing rules
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- output format
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- tone
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- handling ambiguity"""
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)
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with gr.Column(scale=1):
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gr.Markdown("## Test Input")
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gr.Markdown("Load a sample email or paste your own.")
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gr.Markdown("### Sample Emails")
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with gr.Row():
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btn_customer = gr.Button("Customer Complaint")
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btn_sales = gr.Button("Sales Inquiry")
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with gr.Row():
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btn_finance = gr.Button("Internal Finance")
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btn_hr = gr.Button("HR Issue")
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with gr.Row():
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btn_urgent = gr.Button("Urgent Escalation")
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email = gr.Textbox(
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label="Email Content",
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lines=20,
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value=SAMPLE_EMAILS["Customer Complaint"],
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placeholder="Paste or type an email here..."
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)
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run_btn = gr.Button("Run Agent", variant="primary")
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with gr.Column(scale=1):
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gr.Markdown("## Agent Output")
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gr.Markdown(
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"The app lightly formats common label-based outputs, but your prompt determines the structure."
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)
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formatted_output = gr.Markdown(
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value="Run the agent to see results here."
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)
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show_raw_output = gr.Checkbox(
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label="Show raw output",
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value=False
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)
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raw_output = gr.Textbox(
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label="Raw Output",
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lines=12,
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visible=True
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)
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def load_basic():
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return BASIC_PROMPT
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def load_structured():
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return STRUCTURED_PROMPT
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def load_advanced():
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return ADVANCED_PROMPT
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def load_email(sample_name):
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return SAMPLE_EMAILS[sample_name]
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load_basic_btn.click(fn=load_basic, outputs=system_prompt)
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load_structured_btn.click(fn=load_structured, outputs=system_prompt)
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load_advanced_btn.click(fn=load_advanced, outputs=system_prompt)
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btn_customer.click(fn=lambda: load_email("Customer Complaint"), outputs=email)
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btn_sales.click(fn=lambda: load_email("Sales Inquiry"), outputs=email)
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btn_finance.click(fn=lambda: load_email("Internal Finance"), outputs=email)
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btn_hr.click(fn=lambda: load_email("HR Issue"), outputs=email)
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btn_urgent.click(fn=lambda: load_email("Urgent Escalation"), outputs=email)
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run_btn.click(
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fn=run_agent,
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inputs=[system_prompt, email, show_raw_output],
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outputs=[formatted_output, raw_output],
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)
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| 286 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|