Autonomous Multi-Agent Banking
Advanced agentic workflow with 7 specialized AI agents using CrewAI and Gemini 2.5 for banking operations.
- Role: AI Engineer
- Timeline: October 2024 - December 2024
- Team: Solo + Banking SME Consultation
- Technologies: CrewAI, LangChain, Dialogflow CX, Vertex AI, Python, Google Cloud
- Link: https://github.com/laxman824
Problem
Banking operations involve complex multi-step workflows (loan processing, KYC verification, fraud detection) that require coordination between multiple departments. Manual handoffs cause delays, errors, and poor customer experience.
Solution
Built an autonomous multi-agent system where specialized AI agents (Receptionist, Validator, Loan Specialist, Fraud Detector, etc.) collaborate to handle complex banking requests. Agents autonomously route tasks, validate inputs, and escalate when needed.
Impact
- 7 specialized AI agents working in coordination
- Autonomous task routing and delegation
- 90% reduction in processing time
- 24/7 availability for customer requests
Key features
- Receptionist Agent for intent detection
- Validator Agent for input verification
- Loan Specialist for credit assessment
- KYC Agent for identity verification
- Fraud Detection Agent for anomaly detection
- Escalation Agent for human handoff
- Audit Agent for compliance logging
- Inter-agent communication protocol
Tech stack
- Framework: CrewAI, LangChain, LangGraph
- Ai: Gemini 2.5 Pro, Vertex AI, Function Calling
- Backend: Python, FastAPI, Redis
- Cloud: Google Cloud Run, Pub/Sub, Firestore
What K Laxman learned
- Designing multi-agent communication protocols
- Handling agent failures and fallbacks gracefully
- Balancing autonomy with human oversight
- Optimizing token usage across multiple agents
Explore more
- Home — overview, skills and a built-in AI assistant
- Experience — roles at Think360 AI (CAMS), CAMS Mutual Funds and IIT Delhi
- Projects — GenAI, LLM, RAG and full-stack builds
- Education — IIT Delhi, M.Tech & B.Tech Computer Science
- GitHub Activity — open-source contributions
- Contact / Hire me