AWS Bedrock

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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 PaulSep 184,2221,000

Article · Generative AI

Choosing Between AWS Bedrock, SageMaker, and Custom EC2/Kubernetes for LLM Inference

Choosing LLM inference backends: AWS Bedrock, SageMaker, or K8s. Learn the organizational decision framework and a practical LangGraph implementation.

Tuhin PaulJul 141,5671,000