diff --git a/02-use-cases/market-trends-agent/.gitignore b/02-use-cases/market-trends-agent/.gitignore index f80bb2bdb..453e62c0c 100644 --- a/02-use-cases/market-trends-agent/.gitignore +++ b/02-use-cases/market-trends-agent/.gitignore @@ -7,6 +7,16 @@ optimization/state.json optimization/custom_evaluator_ids.json +# Browser screenshots captured during demo runs +browser_screenshots/ + +# Test results (generated by test_auto.py) +test_results.md +test_auto.py + +# PR description drafts (local only) +PR_DESCRIPTION*.md + # Python __pycache__/ *.py[cod] @@ -47,6 +57,9 @@ venv.bak/ *.swp *.swo +# Node +node_modules/ + # OS .DS_Store Thumbs.db diff --git a/02-use-cases/market-trends-agent/README.md b/02-use-cases/market-trends-agent/README.md index d81f5b22a..835f595a8 100644 --- a/02-use-cases/market-trends-agent/README.md +++ b/02-use-cases/market-trends-agent/README.md @@ -599,6 +599,80 @@ uv run python optimization/optimize_agent.py --cleanup --state-file optimization --- +## Demo UI + +The agent includes a React-based chat interface for interactive conversations, backed by a FastAPI proxy that forwards requests to your deployed AgentCore agent. + +### Install Frontend Dependencies + +```bash +cd frontend +npm install +cd .. +``` + +### Launch the Demo UI + +```bash +uv run python run_demo_ui.py +``` + +This starts both: +- **Backend** (FastAPI): http://localhost:8001 — proxies requests to your deployed AgentCore agent +- **Frontend** (React/Vite): http://localhost:3000 — the chat interface + +Open http://localhost:3000 in your browser. + +### Try It Out + +1. Click a **Quick Demo Profile** in the sidebar (e.g., "Growth Investor") to load a sample broker card +2. Press Enter to submit the profile — the agent will store it in memory +3. Ask follow-up questions like: + - "What's the current Apple stock price?" + - "Search Bloomberg for latest AI sector news" + - "What do you remember about my investment preferences?" + - "Give me a personalized market briefing for today" + +The agent remembers your profile across messages in the same session. + +> **Note:** Press `Ctrl+C` to stop both servers when done. The AgentCore agent itself remains deployed (serverless, no idle cost). + +### Stop the Demo UI + +Press `Ctrl+C` in the terminal where you ran `uv run python run_demo_ui.py`. This stops both the FastAPI backend and the Vite frontend dev server. + +### Clean Up Frontend (Optional) + +```bash +# Remove installed node modules +rm -rf frontend/node_modules + +# On Windows PowerShell +Remove-Item -Recurse -Force frontend/node_modules +``` + +### Project Structure (UI Components) + +``` +market-trends-agent/ +├── api_server.py # FastAPI backend for the demo UI +├── run_demo_ui.py # Launches both backend and frontend +├── frontend/ +│ ├── src/ +│ │ ├── App.jsx # React chat interface +│ │ ├── App.css # Dark theme styling +│ │ └── main.jsx # Entry point +│ ├── package.json # Frontend dependencies +│ └── vite.config.js # Vite dev server config (proxies to backend) +``` + +### Troubleshooting (UI) + +1. **Port 8000 Conflict** — If port 8000 is in use (e.g., by AWSWorkDocsDriveClient on Windows), the backend runs on port 8001 instead. The frontend proxy is already configured for this. +2. **Frontend Not Loading** — Make sure you ran `npm install` in the `frontend/` directory. Check that port 3000 is not in use. + +--- + ## Architecture ### Component Overview diff --git a/02-use-cases/market-trends-agent/api_server.py b/02-use-cases/market-trends-agent/api_server.py new file mode 100644 index 000000000..e4ebb76c3 --- /dev/null +++ b/02-use-cases/market-trends-agent/api_server.py @@ -0,0 +1,103 @@ +""" +FastAPI backend for Market Trends Agent React UI. +Proxies chat requests to the deployed AgentCore Runtime agent. +""" + +import json +import os +import logging +from pathlib import Path +from fastapi import FastAPI +from fastapi.middleware.cors import CORSMiddleware +from pydantic import BaseModel, Field +import boto3 +from botocore.config import Config + +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__name__) + +app = FastAPI(title="Market Trends Agent API") + +# Allow React dev server to connect +app.add_middleware( + CORSMiddleware, + allow_origins=["http://localhost:3000"], + allow_methods=["*"], + allow_headers=["*"], +) + +# AWS region for AgentCore Runtime +REGION = os.getenv("AWS_REGION", "us-east-1") + +# Boto3 client with extended timeout for agent responses (browser + LLM calls can be slow) +boto_config = Config(read_timeout=300, retries={"max_attempts": 2}) +agentcore_client = boto3.client("bedrock-agentcore", region_name=REGION, config=boto_config) + + +def load_agent_arn() -> str | None: + """Load deployed agent ARN from the .agent_arn file created by deploy.py""" + arn_file = Path(__file__).parent / ".agent_arn" + if arn_file.exists(): + return arn_file.read_text().strip() + return None + + +class ChatRequest(BaseModel): + message: str = Field(..., max_length=4000) + session_id: str = Field(default="", max_length=100) + + +@app.get("/api/health") +def health(): + """Health check — also reports whether the agent is deployed""" + arn = load_agent_arn() + return {"status": "ok", "agent_deployed": arn is not None, "region": REGION} + + +@app.post("/api/chat") +def chat(req: ChatRequest): + """Send a message to the deployed AgentCore agent and return the response""" + arn = load_agent_arn() + if not arn: + return {"error": "Agent not deployed. Run 'uv run python deploy.py' first."} + + try: + # Build invocation payload matching the agent's expected format + payload = json.dumps({"prompt": req.message, "session_id": req.session_id}).encode("utf-8") + params: dict = {"agentRuntimeArn": arn, "payload": payload} + + # Pass session ID for memory continuity across messages + if req.session_id: + params["runtimeSessionId"] = req.session_id + + logger.info(f"Invoking agent | session={req.session_id[:24]}...") + response = agentcore_client.invoke_agent_runtime(**params) + + # Read the response body (handles both streaming and standard responses) + if "response" in response: + body = response["response"].read().decode("utf-8") + else: + body = str(response) + + # AgentCore often returns a JSON-encoded string (e.g. "\"hello\\nworld\"") + # Unwrap it so the frontend receives clean text with real newlines + try: + parsed = json.loads(body) + if isinstance(parsed, str): + body = parsed + except (json.JSONDecodeError, TypeError): + pass + + # Final safety: replace any remaining literal \n sequences with real newlines + body = body.replace("\\n", "\n") + + return {"response": body, "session_id": req.session_id} + + except Exception as e: + logger.error(f"Agent invocation error: {e}") + return {"error": "Agent request failed. Check server logs for details."} + + +if __name__ == "__main__": + import uvicorn + uvicorn.run(app, host="0.0.0.0", port=8001) diff --git a/02-use-cases/market-trends-agent/deploy.py b/02-use-cases/market-trends-agent/deploy.py index 6972bab28..dbb07f274 100644 --- a/02-use-cases/market-trends-agent/deploy.py +++ b/02-use-cases/market-trends-agent/deploy.py @@ -190,6 +190,12 @@ def create_execution_role(self, role_name: str) -> str: "bedrock-agentcore:DeleteMemory", "bedrock-agentcore:GetMemory", "bedrock-agentcore:RetrieveMemoryRecords", + "bedrock-agentcore:CreateMemoryRecord", + "bedrock-agentcore:DeleteMemoryRecord", + "bedrock-agentcore:UpdateMemoryRecord", + "bedrock-agentcore:GetCheckpoint", + "bedrock-agentcore:PutCheckpoint", + "bedrock-agentcore:ListCheckpoints", ], "Resource": [ f"arn:aws:bedrock-agentcore:{self.region}:{account_id}:memory/*" diff --git a/02-use-cases/market-trends-agent/frontend/index.html b/02-use-cases/market-trends-agent/frontend/index.html new file mode 100644 index 000000000..337273f3f --- /dev/null +++ b/02-use-cases/market-trends-agent/frontend/index.html @@ -0,0 +1,12 @@ + + + + + + Market Trends Agent — AgentCore Demo + + +
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"https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz", + "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==", + "dev": true, + "license": "ISC" + }, + "node_modules/zwitch": { + "version": "2.0.4", + "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz", + "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==", + "license": "MIT", + "funding": { + "type": "github", + "url": "https://github.com/sponsors/wooorm" + } + } + } +} diff --git a/02-use-cases/market-trends-agent/frontend/package.json b/02-use-cases/market-trends-agent/frontend/package.json new file mode 100644 index 000000000..5b94a1110 --- /dev/null +++ b/02-use-cases/market-trends-agent/frontend/package.json @@ -0,0 +1,22 @@ +{ + "name": "market-trends-agent-ui", + "version": "1.0.0", + "private": true, + "scripts": { + "dev": "vite", + "build": "vite build", + "preview": "vite preview" + }, + "dependencies": { + "react": "^18.3.1", + "react-dom": "^18.3.1", + "react-markdown": "^9.0.1", + "remark-gfm": "^4.0.1" + }, + "devDependencies": { + "@types/react": "^18.3.12", + "@types/react-dom": "^18.3.1", + "@vitejs/plugin-react": "^4.3.4", + "vite": "^6.0.0" + } +} diff --git a/02-use-cases/market-trends-agent/frontend/src/App.css b/02-use-cases/market-trends-agent/frontend/src/App.css new file mode 100644 index 000000000..c67c38e90 --- /dev/null +++ b/02-use-cases/market-trends-agent/frontend/src/App.css @@ -0,0 +1,153 @@ +/* Reset & base */ +*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; } +:root { + --bg: #0f1117; + --surface: #1a1d27; + --surface2: #232733; + --border: #2d3140; + --text: #e4e6eb; + --text-muted: #8b8fa3; + --accent: #3b82f6; + --accent-hover: #2563eb; + --green: #22c55e; + --user-bg: #1e3a5f; + --assistant-bg: #1a1d27; + --error-bg: #3b1c1c; +} +body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif; background: var(--bg); color: var(--text); } +html, body, #root { height: 100%; } + +.app { display: flex; flex-direction: column; height: 100vh; } + +/* Header */ +.header { + display: flex; justify-content: space-between; align-items: center; + padding: 12px 20px; background: var(--surface); border-bottom: 1px solid var(--border); +} +.header-left { display: flex; align-items: center; gap: 12px; } +.header-right { display: flex; align-items: center; gap: 16px; } +.sidebar-toggle { background: none; border: 1px solid var(--border); color: var(--text); font-size: 18px; padding: 6px 10px; border-radius: 6px; cursor: pointer; } +.sidebar-toggle:hover { background: var(--surface2); } +.logo { display: flex; align-items: center; gap: 10px; } +.logo-icon { font-size: 28px; } +.logo h1 { font-size: 16px; font-weight: 600; line-height: 1.2; } +.subtitle { font-size: 11px; color: var(--text-muted); } +.status { display: flex; align-items: center; gap: 6px; font-size: 12px; } +.status-dot { width: 8px; height: 8px; border-radius: 50%; } +.btn-reset { background: var(--surface2); border: 1px solid var(--border); color: var(--text); padding: 6px 14px; border-radius: 6px; cursor: pointer; font-size: 12px; } +.btn-reset:hover { background: var(--border); } + +/* Main layout */ +.main { display: flex; flex: 1; overflow: hidden; } + +/* Sidebar */ +.sidebar { + width: 280px; min-width: 280px; background: var(--surface); border-right: 1px solid var(--border); + padding: 16px; overflow-y: auto; display: flex; flex-direction: column; gap: 20px; +} +.sidebar-section h3 { font-size: 13px; font-weight: 600; color: var(--text-muted); text-transform: uppercase; letter-spacing: 0.5px; margin-bottom: 10px; } +.sidebar-hint { font-size: 12px; color: var(--text-muted); margin-bottom: 10px; } +.broker-btn { + display: block; width: 100%; text-align: left; padding: 10px 12px; margin-bottom: 6px; + background: var(--surface2); border: 1px solid var(--border); border-radius: 8px; + color: var(--text); cursor: pointer; font-size: 13px; transition: all 0.15s; +} +.broker-btn:hover { border-color: var(--accent); background: #1e2433; } +.feature-list { display: flex; flex-direction: column; gap: 6px; } +.feature { display: flex; align-items: center; gap: 8px; font-size: 12px; color: var(--text-muted); padding: 4px 0; } +.feature span { font-size: 16px; } +.session-id { font-size: 10px; color: var(--text-muted); background: var(--bg); padding: 4px 8px; border-radius: 4px; display: block; word-break: break-all; } + +/* Chat area */ +.chat-area { flex: 1; display: flex; flex-direction: column; overflow: hidden; } + +/* Welcome screen */ +.welcome { flex: 1; display: flex; flex-direction: column; align-items: center; justify-content: center; padding: 40px; text-align: center; } +.welcome-icon { font-size: 56px; margin-bottom: 16px; } +.welcome h2 { font-size: 24px; margin-bottom: 8px; } +.welcome > p { color: var(--text-muted); margin-bottom: 28px; font-size: 14px; } +.welcome-grid { display: grid; grid-template-columns: 1fr 1fr; gap: 10px; max-width: 560px; width: 100%; } +.suggestion-btn { + display: flex; align-items: center; gap: 8px; padding: 12px 14px; text-align: left; + background: var(--surface); border: 1px solid var(--border); border-radius: 10px; + color: var(--text); cursor: pointer; font-size: 13px; transition: all 0.15s; +} +.suggestion-btn:hover { border-color: var(--accent); background: var(--surface2); } +.suggestion-icon { font-size: 18px; } +.welcome-hint { color: var(--text-muted); font-size: 12px; margin-top: 20px; } + +/* Messages */ +.messages { flex: 1; overflow-y: auto; padding: 20px; display: flex; flex-direction: column; gap: 16px; } +.message { display: flex; gap: 12px; max-width: 85%; animation: fadeIn 0.2s ease; } +.message.user { align-self: flex-end; flex-direction: row-reverse; } +.message.assistant { align-self: flex-start; } +.message-avatar { font-size: 24px; flex-shrink: 0; margin-top: 2px; } +.message-content { + padding: 12px 16px; border-radius: 12px; font-size: 14px; line-height: 1.6; +} +.message.user .message-content { background: var(--user-bg); border-bottom-right-radius: 4px; } +.message.assistant .message-content { background: var(--assistant-bg); border: 1px solid var(--border); border-bottom-left-radius: 4px; } +.message.error .message-content { background: var(--error-bg); border-color: #5c2020; } +.message-role { font-size: 11px; font-weight: 600; color: var(--text-muted); margin-bottom: 4px; } +.message-time { font-size: 10px; color: var(--text-muted); display: block; margin-top: 6px; } +.user-pre { white-space: pre-wrap; font-family: inherit; font-size: 14px; } + +/* Markdown styling inside messages */ +.message-content p { margin-bottom: 8px; } +.message-content p:last-child { margin-bottom: 0; } +.message-content ul, .message-content ol { padding-left: 20px; margin-bottom: 8px; } +.message-content code { background: var(--bg); padding: 2px 6px; border-radius: 4px; font-size: 12px; } +.message-content pre { background: var(--bg); padding: 12px; border-radius: 8px; overflow-x: auto; margin: 8px 0; } +.message-content pre code { padding: 0; background: none; } +.message-content h1, .message-content h2, .message-content h3 { margin: 12px 0 6px; } +.message-content h1:first-child, .message-content h2:first-child, .message-content h3:first-child { margin-top: 0; } +.message-content strong { color: #93c5fd; } + +/* Markdown tables */ +.message-content table { width: 100%; border-collapse: collapse; margin: 10px 0; font-size: 13px; } +.message-content th { background: var(--bg); color: var(--accent); font-weight: 600; text-align: left; padding: 8px 10px; border: 1px solid var(--border); } +.message-content td { padding: 8px 10px; border: 1px solid var(--border); vertical-align: top; } +.message-content tr:nth-child(even) { background: rgba(255,255,255,0.02); } +.message-content tr:hover { background: rgba(59,130,246,0.06); } + +/* Typing indicator */ +.typing-indicator { display: flex; gap: 4px; padding: 4px 0; } +.typing-indicator span { width: 8px; height: 8px; background: var(--text-muted); border-radius: 50%; animation: bounce 1.2s infinite; } +.typing-indicator span:nth-child(2) { animation-delay: 0.2s; } +.typing-indicator span:nth-child(3) { animation-delay: 0.4s; } +.thinking-text { font-size: 12px; color: var(--text-muted); margin-top: 4px; display: block; } + +/* Follow-up suggestions */ +.follow-ups { display: flex; gap: 8px; padding: 8px 20px; overflow-x: auto; flex-shrink: 0; } +.follow-up-btn { + white-space: nowrap; padding: 6px 12px; background: var(--surface); border: 1px solid var(--border); + border-radius: 16px; color: var(--text-muted); cursor: pointer; font-size: 11px; transition: all 0.15s; +} +.follow-up-btn:hover { border-color: var(--accent); color: var(--text); } + +/* Input bar */ +.input-bar { + display: flex; gap: 10px; padding: 16px 20px; background: var(--surface); border-top: 1px solid var(--border); +} +.input-bar textarea { + flex: 1; background: var(--bg); border: 1px solid var(--border); border-radius: 10px; + color: var(--text); padding: 10px 14px; font-size: 14px; font-family: inherit; + resize: none; outline: none; transition: border-color 0.15s; +} +.input-bar textarea:focus { border-color: var(--accent); } +.input-bar textarea::placeholder { color: var(--text-muted); } +.input-bar button { + background: var(--accent); border: none; color: white; width: 44px; height: 44px; + border-radius: 10px; cursor: pointer; font-size: 18px; transition: background 0.15s; align-self: flex-end; +} +.input-bar button:hover:not(:disabled) { background: var(--accent-hover); } +.input-bar button:disabled { opacity: 0.4; cursor: not-allowed; } + +@keyframes fadeIn { from { opacity: 0; transform: translateY(8px); } to { opacity: 1; transform: translateY(0); } } +@keyframes bounce { 0%, 60%, 100% { transform: translateY(0); } 30% { transform: translateY(-6px); } } + +/* Responsive */ +@media (max-width: 768px) { + .sidebar { position: absolute; z-index: 10; height: calc(100vh - 56px); top: 56px; left: 0; } + .welcome-grid { grid-template-columns: 1fr; } +} diff --git a/02-use-cases/market-trends-agent/frontend/src/App.jsx b/02-use-cases/market-trends-agent/frontend/src/App.jsx new file mode 100644 index 000000000..6ea76e6ba --- /dev/null +++ b/02-use-cases/market-trends-agent/frontend/src/App.jsx @@ -0,0 +1,255 @@ +import React, { useState, useRef, useEffect } from 'react' +import ReactMarkdown from 'react-markdown' +import remarkGfm from 'remark-gfm' +import './App.css' + +// Sample broker profiles for quick demo setup +const SAMPLE_BROKERS = [ + { + label: 'Growth Investor', + card: `Name: Sarah Chen\nCompany: Morgan Stanley\nRole: Investment Advisor\nPreferred News Feed: Bloomberg\nIndustry Interests: technology, AI, cloud computing\nInvestment Strategy: growth investing\nRisk Tolerance: aggressive\nClient Demographics: younger professionals, tech workers\nGeographic Focus: North America, Asia-Pacific\nRecent Interests: artificial intelligence, semiconductor stocks` + }, + { + label: 'Conservative Advisor', + card: `Name: James Mitchell\nCompany: Vanguard\nRole: Senior Portfolio Manager\nPreferred News Feed: Wall Street Journal\nIndustry Interests: utilities, healthcare, bonds\nInvestment Strategy: dividend investing\nRisk Tolerance: conservative\nClient Demographics: retirees, pension funds\nGeographic Focus: North America, Europe\nRecent Interests: treasury yields, defensive stocks` + }, + { + label: 'Emerging Markets', + card: `Name: Maria Rodriguez\nCompany: JP Morgan Chase\nRole: Senior Investment Advisor\nPreferred News Feed: Reuters\nIndustry Interests: cryptocurrency, fintech, gaming\nInvestment Strategy: growth investing\nRisk Tolerance: aggressive\nClient Demographics: millennial retail investors\nGeographic Focus: Latin America, Asia-Pacific\nRecent Interests: blockchain technology, emerging market ETFs` + } +] + +// Suggested follow-up prompts to showcase agent capabilities +const SUGGESTED_PROMPTS = [ + { icon: '📊', text: 'Get me the current Apple stock price and analysis' }, + { icon: '📰', text: 'Search Bloomberg for latest AI sector news' }, + { icon: '🧠', text: 'What do you remember about my investment preferences?' }, + { icon: '📈', text: 'Give me a personalized market briefing for today' } +] + +export default function App() { + const [messages, setMessages] = useState([]) + const [input, setInput] = useState('') + const [loading, setLoading] = useState(false) + const [sessionId, setSessionId] = useState('') + const [sidebarOpen, setSidebarOpen] = useState(true) + const [agentStatus, setAgentStatus] = useState('checking') + const messagesEndRef = useRef(null) + const inputRef = useRef(null) + + // Generate session ID on mount and check agent health + useEffect(() => { + setSessionId(`demo-session-${Date.now()}-${Math.random().toString(36).slice(2, 14)}`) + checkAgentHealth() + }, []) + + // Auto-scroll to latest message + useEffect(() => { + messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' }) + }, [messages]) + + async function checkAgentHealth() { + try { + const res = await fetch('/api/health') + const data = await res.json() + setAgentStatus(data.agent_deployed ? 'connected' : 'not_deployed') + } catch { + setAgentStatus('error') + } + } + + async function sendMessage(text) { + if (!text.trim() || loading) return + const userMsg = { role: 'user', content: text, timestamp: new Date() } + setMessages(prev => [...prev, userMsg]) + setInput('') + setLoading(true) + + try { + const res = await fetch('/api/chat', { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify({ message: text, session_id: sessionId }) + }) + const data = await res.json() + // Normalize escaped newlines — AgentCore may return literal \n instead of real line breaks + let content = data.response || data.error || 'No response received' + if (typeof content === 'string') { + content = content.replace(/\\n/g, '\n').trim() + // Strip wrapping quotes if the response was double-serialized + if (content.startsWith('"') && content.endsWith('"')) { + content = content.slice(1, -1).replace(/\\n/g, '\n').trim() + } + } + const assistantMsg = { + role: 'assistant', + content, + timestamp: new Date(), + isError: !!data.error + } + setMessages(prev => [...prev, assistantMsg]) + } catch (err) { + setMessages(prev => [...prev, { + role: 'assistant', + content: `Connection error: ${err.message}. Is the backend running?`, + timestamp: new Date(), + isError: true + }]) + } finally { + setLoading(false) + inputRef.current?.focus() + } + } + + function loadBrokerProfile(card) { + setInput(card) + setSidebarOpen(false) + inputRef.current?.focus() + } + + function resetSession() { + setMessages([]) + setSessionId(`demo-session-${Date.now()}-${Math.random().toString(36).slice(2, 14)}`) + } + + const statusColors = { connected: '#22c55e', checking: '#eab308', not_deployed: '#ef4444', error: '#ef4444' } + const statusLabels = { connected: 'Agent Connected', checking: 'Checking...', not_deployed: 'Agent Not Deployed', error: 'Backend Offline' } + + return ( +
+ {/* Header */} +
+
+ +
+ 📈 +
+

Market Trends Agent

+ Amazon Bedrock AgentCore Demo +
+
+
+
+
+ + {statusLabels[agentStatus]} +
+ +
+
+ +
+ {/* Sidebar — Broker Profiles & Feature Highlights */} + {sidebarOpen && ( + + )} + + {/* Chat Area */} +
+ {messages.length === 0 ? ( +
+
📈
+

Market Trends Agent

+

Personalized financial intelligence powered by Amazon Bedrock AgentCore

+
+ {SUGGESTED_PROMPTS.map((p, i) => ( + + ))} +
+

Or load a broker profile from the sidebar to start a personalized demo →

+
+ ) : ( +
+ {messages.map((msg, i) => ( +
+
{msg.role === 'user' ? '👤' : '📈'}
+
+
{msg.role === 'user' ? 'You' : 'Market Trends Agent'}
+ {msg.role === 'assistant' ? ( + {msg.content} + ) : ( + 
{msg.content}
+ )} + {msg.timestamp.toLocaleTimeString()} +
+
+ ))} + {loading && ( +
+
📈
+
+
+ +
+ Analyzing markets... +
+
+ )} +
+
+ )} + + {/* Suggested follow-ups after first exchange */} + {messages.length > 0 && !loading && ( +
+ {SUGGESTED_PROMPTS.map((p, i) => ( + + ))} +
+ )} + + {/* Input */} +
{ e.preventDefault(); sendMessage(input) }}> +