OSSSirchmunk: Embedding-Free RAG by Alibaba/ModelScopeGitHub·high signalOperates on raw data without vector databases. Self-evolving knowledge clusters. FAST mode 2-5 seconds. Challenges vector-DB orthodoxy.SourceSource pageGitHub↳ Follow the threadStack layer / ContrastCut agent scraping token spend with Scrapling — adaptive element-signature relocation plus a built-in MCP serverGitHubUpdate threadPattern: Knowledge-Graph-Over-Grep Is Emerging as the Alternative to Vector RAG for Coding AgentsGitHubPolicy dependency / Stack layerPattern: A Provider-Abstraction / BYOK Layer Is Hardening Beneath Agent HarnessesGitHubStack layerTip: Run 'goose review' Locally and Use Peek Mode for Background Agent WorkGitHubPolicy dependency / Stack layerReason Less, Verify More: Deterministic Gates Catch a Silent Policy-Violation Failure in Tool-Using AgentsarXivPolicy dependency / Stack layerHugging Face Transformers v5.13.0 Adds a Unified Export Pipeline and Kimi K2.5 ArchitectureHugging FacePolicy dependency / Update threadMicrosoft Agent Framework ships early-July releases, promotes github-copilot-sdk to v1.0.0GitHub (Microsoft Agent Framework)Stack layer / Update threadclaude-video Turns 'Watch This Video' Into a Portable Agent Skill — 8K Stars in WeeksGitHub