AI Large-Model Wave and Transformation Guide

Oct 10, 2026 · Artificial Intelligence

Personal FDE Works Locally — But Don't Deploy It to Enterprise Without These 4 Fixes

The article explains why personal Frontend Inference Environment (FDE) setups — local LLM workflows with Harness, Skills, and Agents — cannot be directly transferred to enterprise production, detailing four critical gaps: environment differences, data security risks, stability requirements, and operational responsibilities, and provides a consultant's framework for bridging the prototype-to-production divide.