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350 lines
13 KiB
350 lines
13 KiB
"""
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Cryptocurrency Concurrent Multi-Agent Cron Job Example
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This example demonstrates how to use ConcurrentWorkflow with CronJob to create
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a powerful cryptocurrency tracking system. Each specialized agent analyzes a
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specific cryptocurrency concurrently every minute.
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Features:
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- ConcurrentWorkflow for parallel agent execution
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- CronJob scheduling for automated runs every 1 minute
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- Each agent specializes in analyzing one specific cryptocurrency
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- Real-time data fetching from CoinGecko API
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- Concurrent analysis of multiple cryptocurrencies
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- Structured output with professional formatting
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Architecture:
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CronJob -> ConcurrentWorkflow -> [Bitcoin Agent, Ethereum Agent, Solana Agent, etc.] -> Parallel Analysis
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"""
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from typing import List
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from loguru import logger
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from swarms import Agent, CronJob, ConcurrentWorkflow
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from swarms_tools import coin_gecko_coin_api
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def create_crypto_specific_agents() -> List[Agent]:
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"""
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Creates agents that each specialize in analyzing a specific cryptocurrency.
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Returns:
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List[Agent]: List of cryptocurrency-specific Agent instances
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"""
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# Bitcoin Specialist Agent
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bitcoin_agent = Agent(
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agent_name="Bitcoin-Analyst",
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agent_description="Expert analyst specializing exclusively in Bitcoin (BTC) analysis and market dynamics",
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system_prompt="""You are a Bitcoin specialist and expert analyst. Your expertise includes:
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BITCOIN SPECIALIZATION:
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- Bitcoin's unique position as digital gold
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- Bitcoin halving cycles and their market impact
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- Bitcoin mining economics and hash rate analysis
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- Lightning Network and Layer 2 developments
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- Bitcoin adoption by institutions and countries
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- Bitcoin's correlation with traditional markets
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- Bitcoin technical analysis and on-chain metrics
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- Bitcoin's role as a store of value and hedge against inflation
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ANALYSIS FOCUS:
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- Analyze ONLY Bitcoin data from the provided dataset
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- Focus on Bitcoin-specific metrics and trends
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- Consider Bitcoin's unique market dynamics
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- Evaluate Bitcoin's dominance and market leadership
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- Assess institutional adoption trends
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- Monitor on-chain activity and network health
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DELIVERABLES:
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- Bitcoin-specific analysis and insights
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- Price action assessment and predictions
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- Market dominance analysis
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- Institutional adoption impact
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- Technical and fundamental outlook
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- Risk factors specific to Bitcoin
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Extract Bitcoin data from the provided dataset and provide comprehensive Bitcoin-focused analysis.""",
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model_name="groq/moonshotai/kimi-k2-instruct",
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max_loops=1,
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dynamic_temperature_enabled=True,
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streaming_on=False,
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tools=[coin_gecko_coin_api],
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)
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# Ethereum Specialist Agent
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ethereum_agent = Agent(
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agent_name="Ethereum-Analyst",
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agent_description="Expert analyst specializing exclusively in Ethereum (ETH) analysis and ecosystem development",
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system_prompt="""You are an Ethereum specialist and expert analyst. Your expertise includes:
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ETHEREUM SPECIALIZATION:
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- Ethereum's smart contract platform and DeFi ecosystem
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- Ethereum 2.0 transition and proof-of-stake mechanics
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- Gas fees, network usage, and scalability solutions
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- Layer 2 solutions (Arbitrum, Optimism, Polygon)
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- DeFi protocols and TVL (Total Value Locked) analysis
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- NFT markets and Ethereum's role in digital assets
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- Developer activity and ecosystem growth
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- EIP proposals and network upgrades
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ANALYSIS FOCUS:
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- Analyze ONLY Ethereum data from the provided dataset
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- Focus on Ethereum's platform utility and network effects
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- Evaluate DeFi ecosystem health and growth
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- Assess Layer 2 adoption and scalability solutions
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- Monitor network usage and gas fee trends
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- Consider Ethereum's competitive position vs other smart contract platforms
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DELIVERABLES:
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- Ethereum-specific analysis and insights
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- Platform utility and adoption metrics
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- DeFi ecosystem impact assessment
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- Network health and scalability evaluation
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- Competitive positioning analysis
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- Technical and fundamental outlook for ETH
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Extract Ethereum data from the provided dataset and provide comprehensive Ethereum-focused analysis.""",
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model_name="groq/moonshotai/kimi-k2-instruct",
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max_loops=1,
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dynamic_temperature_enabled=True,
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streaming_on=False,
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tools=[coin_gecko_coin_api],
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)
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# Solana Specialist Agent
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solana_agent = Agent(
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agent_name="Solana-Analyst",
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agent_description="Expert analyst specializing exclusively in Solana (SOL) analysis and ecosystem development",
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system_prompt="""You are a Solana specialist and expert analyst. Your expertise includes:
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SOLANA SPECIALIZATION:
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- Solana's high-performance blockchain architecture
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- Proof-of-History consensus mechanism
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- Solana's DeFi ecosystem and DEX platforms (Serum, Raydium)
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- NFT marketplaces and creator economy on Solana
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- Network outages and reliability concerns
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- Developer ecosystem and Rust programming adoption
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- Validator economics and network decentralization
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- Cross-chain bridges and interoperability
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ANALYSIS FOCUS:
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- Analyze ONLY Solana data from the provided dataset
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- Focus on Solana's performance and scalability advantages
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- Evaluate network stability and uptime improvements
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- Assess ecosystem growth and developer adoption
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- Monitor DeFi and NFT activity on Solana
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- Consider Solana's competitive position vs Ethereum
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DELIVERABLES:
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- Solana-specific analysis and insights
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- Network performance and reliability assessment
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- Ecosystem growth and adoption metrics
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- DeFi and NFT market analysis
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- Competitive advantages and challenges
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- Technical and fundamental outlook for SOL
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Extract Solana data from the provided dataset and provide comprehensive Solana-focused analysis.""",
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model_name="groq/moonshotai/kimi-k2-instruct",
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max_loops=1,
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dynamic_temperature_enabled=True,
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streaming_on=False,
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tools=[coin_gecko_coin_api],
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)
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# Cardano Specialist Agent
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cardano_agent = Agent(
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agent_name="Cardano-Analyst",
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agent_description="Expert analyst specializing exclusively in Cardano (ADA) analysis and research-driven development",
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system_prompt="""You are a Cardano specialist and expert analyst. Your expertise includes:
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CARDANO SPECIALIZATION:
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- Cardano's research-driven development approach
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- Ouroboros proof-of-stake consensus protocol
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- Smart contract capabilities via Plutus and Marlowe
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- Cardano's three-layer architecture (settlement, computation, control)
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- Academic partnerships and peer-reviewed research
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- Cardano ecosystem projects and DApp development
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- Native tokens and Cardano's UTXO model
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- Sustainability and treasury funding mechanisms
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ANALYSIS FOCUS:
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- Analyze ONLY Cardano data from the provided dataset
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- Focus on Cardano's methodical development approach
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- Evaluate smart contract adoption and ecosystem growth
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- Assess academic partnerships and research contributions
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- Monitor native token ecosystem development
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- Consider Cardano's long-term roadmap and milestones
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DELIVERABLES:
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- Cardano-specific analysis and insights
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- Development progress and milestone achievements
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- Smart contract ecosystem evaluation
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- Academic research impact assessment
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- Native token and DApp adoption metrics
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- Technical and fundamental outlook for ADA
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Extract Cardano data from the provided dataset and provide comprehensive Cardano-focused analysis.""",
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model_name="groq/moonshotai/kimi-k2-instruct",
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max_loops=1,
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dynamic_temperature_enabled=True,
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streaming_on=False,
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tools=[coin_gecko_coin_api],
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)
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# Binance Coin Specialist Agent
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bnb_agent = Agent(
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agent_name="BNB-Analyst",
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agent_description="Expert analyst specializing exclusively in BNB analysis and Binance ecosystem dynamics",
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system_prompt="""You are a BNB specialist and expert analyst. Your expertise includes:
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BNB SPECIALIZATION:
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- BNB's utility within the Binance ecosystem
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- Binance Smart Chain (BSC) development and adoption
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- BNB token burns and deflationary mechanics
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- Binance exchange volume and market leadership
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- BSC DeFi ecosystem and yield farming
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- Cross-chain bridges and multi-chain strategies
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- Regulatory challenges facing Binance globally
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- BNB's role in transaction fee discounts and platform benefits
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ANALYSIS FOCUS:
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- Analyze ONLY BNB data from the provided dataset
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- Focus on BNB's utility value and exchange benefits
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- Evaluate BSC ecosystem growth and competition with Ethereum
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- Assess token burn impact on supply and price
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- Monitor Binance platform developments and regulations
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- Consider BNB's centralized vs decentralized aspects
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DELIVERABLES:
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- BNB-specific analysis and insights
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- Utility value and ecosystem benefits assessment
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- BSC adoption and DeFi growth evaluation
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- Token economics and burn mechanism impact
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- Regulatory risk and compliance analysis
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- Technical and fundamental outlook for BNB
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Extract BNB data from the provided dataset and provide comprehensive BNB-focused analysis.""",
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model_name="groq/moonshotai/kimi-k2-instruct",
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max_loops=1,
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dynamic_temperature_enabled=True,
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streaming_on=False,
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tools=[coin_gecko_coin_api],
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)
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# XRP Specialist Agent
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xrp_agent = Agent(
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agent_name="XRP-Analyst",
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agent_description="Expert analyst specializing exclusively in XRP analysis and cross-border payment solutions",
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system_prompt="""You are an XRP specialist and expert analyst. Your expertise includes:
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XRP SPECIALIZATION:
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- XRP's role in cross-border payments and remittances
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- RippleNet adoption by financial institutions
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- Central Bank Digital Currency (CBDC) partnerships
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- Regulatory landscape and SEC lawsuit implications
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- XRP Ledger's consensus mechanism and energy efficiency
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- On-Demand Liquidity (ODL) usage and growth
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- Competition with SWIFT and traditional payment rails
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- Ripple's partnerships with banks and payment providers
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ANALYSIS FOCUS:
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- Analyze ONLY XRP data from the provided dataset
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- Focus on XRP's utility in payments and remittances
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- Evaluate RippleNet adoption and institutional partnerships
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- Assess regulatory developments and legal clarity
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- Monitor ODL usage and transaction volumes
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- Consider XRP's competitive position in payments
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DELIVERABLES:
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- XRP-specific analysis and insights
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- Payment utility and adoption assessment
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- Regulatory landscape and legal developments
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- Institutional partnership impact evaluation
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- Cross-border payment market analysis
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- Technical and fundamental outlook for XRP
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Extract XRP data from the provided dataset and provide comprehensive XRP-focused analysis.""",
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model_name="groq/moonshotai/kimi-k2-instruct",
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max_loops=1,
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dynamic_temperature_enabled=True,
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streaming_on=False,
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tools=[coin_gecko_coin_api],
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)
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return [
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bitcoin_agent,
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ethereum_agent,
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solana_agent,
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cardano_agent,
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bnb_agent,
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xrp_agent,
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]
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def create_crypto_workflow() -> ConcurrentWorkflow:
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"""
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Creates a ConcurrentWorkflow with cryptocurrency-specific analysis agents.
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Returns:
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ConcurrentWorkflow: Configured workflow for crypto analysis
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"""
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agents = create_crypto_specific_agents()
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workflow = ConcurrentWorkflow(
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name="Crypto-Specific-Analysis-Workflow",
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description="Concurrent execution of cryptocurrency-specific analysis agents",
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agents=agents,
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max_loops=1,
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)
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return workflow
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def create_crypto_cron_job() -> CronJob:
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"""
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Creates a CronJob that runs cryptocurrency-specific analysis every minute using ConcurrentWorkflow.
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Returns:
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CronJob: Configured cron job for automated crypto analysis
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"""
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# Create the concurrent workflow
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workflow = create_crypto_workflow()
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# Create the cron job
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cron_job = CronJob(
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agent=workflow, # Use the workflow as the agent
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interval="5seconds", # Run every 1 minute
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)
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return cron_job
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def main():
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"""
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Main function to run the cryptocurrency-specific concurrent analysis cron job.
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"""
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cron_job = create_crypto_cron_job()
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prompt = (
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"You are a world-class institutional crypto analyst at a top-tier asset management firm (e.g., BlackRock).\n"
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"Conduct a thorough, data-driven, and professional analysis of your assigned cryptocurrency, including:\n"
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"- Current price, market cap, and recent performance trends\n"
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"- Key technical and fundamental indicators\n"
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"- Major news, regulatory, or macroeconomic events impacting the asset\n"
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"- On-chain activity and notable whale or institutional movements\n"
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"- Short-term and long-term outlook with clear, actionable insights\n"
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"Present your findings in a concise, well-structured report suitable for executive decision-makers."
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)
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# Start the cron job
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logger.info("🔄 Starting automated analysis loop...")
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logger.info("⏰ Press Ctrl+C to stop the cron job")
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output = cron_job.run(task=prompt)
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print(output)
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if __name__ == "__main__":
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main()
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