- embedding_provider:GLM/Ollama 分支、维度缓存、HTTP 错误降级 - few_shot_ingestion:confirmed/false_positive 入库、ignored 跳过、幂等去重、 create_feedback hook 触发、feature flag、吞异常 - few_shot_retrieval:去重、token 预算、超长截断;prompt 注入合并 examples + 向后兼容 - 容器内新增测试 20 passed;回归测试 35 passed(RAG/risk_observations/rule_generation) - 沉淀 document/development/2026-07-03/feature/ai-data-flywheel 概念文档与 TODO, 飞轮 1 已勾选证据,飞轮 2-6 待后续迭代