Summary: When building knowledge Q&A agents on internal documents, three problems appear most often: irrelevant retrieval, outdated knowledge, and unauthorized information leakage. This article gives engineering-level solutions in a problem-cause-fix format (demo sample post). Problem 1: Retrieval Misses the Question…
Summary: Multi-currency accounting is a frequent pain point in foreign trade finance implementations, usually caused by inconsistent exchange-rate sources and unclear period-end revaluation scope. This article documents directly applicable rules (demo sample post, not a real project record). Background Foreign…
Summary: GEO (Generative Engine Optimization) aims to make enterprise information easier for AI models to retrieve, cite, and recommend. This article summarizes a three-layer GEO method validated across corporate website projects (demo sample post). Background More users now discover vendors…
Summary: When integrating EDI (Electronic Data Interchange) interfaces between a freight forwarding system and carrier systems, the most failure-prone parts are parser fault tolerance and retransmission after transport failures. This article presents a field-proven design approach (demo sample post, not…
