Add live web search to an AI agent or RAG pipeline in Python or TypeScript, as grounding or as a tool, with measured accuracy ...

description Local-tooling companion to the bug-bounty orchestrator — carries the SAME complete bug-bounty workflow, but reach for THIS variant when you also need to resolve where tools, wordlists, and ...

Agent workloads are continuous write + millisecond-later read. seekdb's async index pipeline (Change Stream) decouples DML from index build, and its two-level HNSW (incremental + snapshot) makes newly ...

比如 DocumentSearchAgent 在调用 Elasticsearch 后，应该立即返回 { status: 'searching', progress: 0.3 } ，而不是等到全部文档召回才 resolve。 现有 UI 框架（包括 Next.js App Router）的 Server Actions 或 Suspense 机制，无法优雅处理这种“流式中间态” ...