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84d1a1dd3a235ca4406cafd3522c011d0212e18a
sundynix-agentix/go.work.sum
T
Blizzard 84d1a1dd3a feat: RAG 核心链 — embedding(provider) + Milvus 真连 + 入库/检索 
mcp-go 接通向量 RAG：embedding(OpenAI 兼容 provider 抽象) + Milvus 真实连接，
kb_ingest 入库、wiki_search 真检索。retriever 节点一行不改即从桩变真。

- mcp-go internal/rag: embed.go(OpenAI 兼容 /embeddings 客户端) + milvus.go(milvus-sdk-go
  真连，集合按首次 embedding 维度懒建+AUTOINDEX/COSINE索引+加载，insert/向量search) +
  rag.go(Engine: 切块→embed→insert / embed query→search；embedding 或 Milvus 缺则降级)
- mcp-go gateway: 新工具 kb_ingest，wiki_search 换真(RAG 向量检索，kb 过滤 topK)
- mcp-go main: rag.Open 读 MILVUS_ADDR/EMBED_BASE_URL/EMBED_API_KEY/EMBED_MODEL 环境变量
- gateway: POST /api/v1/kb/ingest → kb_ingest（供知识库页/脚本）
- scripts/mock_embeddings.py: 确定性词法向量(字+bigram 哈希)，无真 key 验证检索
- 开发期 embedding 接在线 API(无真 key 用 mock)，见 llm-provider-strategy
- 验证: 全模块 build✓ + e2e PASS; live——入库5条→Milvus；retriever 节点查'向量数据库'
  →召回 Milvus 那条→DeepSeek 答'Milvus'；查'知识图谱'→Neo4j（向量检索区分正确）

注: 当前向量单路；Bleve/Neo4j 融合 + rerank + 真实语义 embedding 为后续。

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-10 17:07:36 +08:00

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