Repayment Tracking
3 posts1 contributor
Articles about Repayment Tracking
Selecting the Right Embedding Model for Microfinance: An Enterprise Multi-Agent RAG Approach to Repayment Tracking
Selecting the right embedding model is the most critical architectural decision when building RAG systems for specialized domains like microfinance. By choosing BGE-M3, we ensured our system could handle the multilingual, long-context, and asymmetric nature of field officer notes.
Validating Robust Tool Calling in LangChain for Microfinance Repayment Tracking
Validating tool calling in LangChain for enterprise microfinance required moving beyond simple prompt engineering. By implementing strict Pydantic schemas, we established a hard boundary for data types. More importantly, by integrating a self-correction loop within LangGraph, we transformed inevitable LLM hallucinations into manageable, auto-correctable events.
Beyond Linear Pipelines: Why LangGraph Powers Enterprise Fraud Detection in Microfinance Repayment Tracking
The transition from plain LangChain to LangGraph was not just a technical upgrade; it was a fundamental requirement for enterprise fraud detection in microfinance. Plain chains force a linear, rigid path that breaks down when faced with the ambiguity of real-world financial fraud.
