Tech Architecture Stories

Sep 3, 2026 · Backend Development

DxC: Natural-Language Content Workbench with 8-Step Pipeline & Local Memory

DxC is a personal content workbench that uses natural language to orchestrate an 8-step production pipeline — research, brief, outline, draft, title, visuals, review, and WeChat draft delivery — backed by local hybrid retrieval (SQLite FTS5 + BGE embeddings) and a four-layer memory system that persists across projects.