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Tax Compliance

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  1. Article · AI Agents

    When Prompt Engineering Stops Helping: Model and Retrieval Changes in Enterprise Tax Management AI

    Prompt engineering is a powerful tool, but it is not a panacea. In enterprise tax management, the cost of error is too high to rely on prompts alone. By building a multi-agent system with LangGraph, we can isolate failures: if retrieval is poor, we fix the vector store; if reasoning is weak, we upgrade the model; if compliance is risky, we add guardrails. This architectural approach ensures that our AI copilot is not just smart, but also safe, accurate, and auditable. The next step is to integrate real-time regulatory feeds and rigorous evaluation pipelines to evolve this POC into a production-grade platform.

    Tuhin PaulTuhin Paul4,2221,000
  2. Article · AI Agents

    Enterprise Tax Management with Multi-Agent LangGraph: Balancing Factualness and Latency

    Enterprise tax management systems require careful orchestration of accuracy and performance. By leveraging LangGraph's multi-agent architecture with RAG, persistent memory, and state management, organizations can build robust AI assistants that provide factually accurate tax guidance while maintaining acceptable response times.

    Tuhin PaulTuhin Paul2,4781,000