Weekly Trending

A self-hostable human-and-agent workspace built around shared rooms, signed events, workflows, git events, search, and an agent-first CLI.

A portable agent skill that pushes AI assistants toward brief, direct, low-friction responses.

wigolo is a local-first MCP layer for web search, fetch, crawl, and research that gives coding agents web access without relying on cloud API keys.

LangChain's open_deep_research is an open-source LangGraph deep research agent with explicit stages for clarification, research brief writing, supervisor delegation, researcher loops, compression, and final report generation. The repository exposes provider, search, MCP, state, and evaluation surfaces rather than hiding deep research inside one prompt.

llmgateway is an open-source gateway for routing, managing, and analyzing LLM requests across providers.

Notion's official MCP server exposes Notion workspace data and actions to agents through a governed tool interface.

The paper argues that agent harness evolution can overstate progress when the same task surface is used for both search feedback and final evaluation, and calls for held-out tasks and matched test-time scaling baselines.

The paper proposes a system for turning human-created tutorials, repositories, articles, and multimodal artifacts into executable skills that agents can retrieve, compose, and improve.

The paper formalizes inference attacks where negotiation agents reveal private constraints through concession timing, rhythm, convergence behavior, and randomized policy patterns even without stating the private values directly.

The paper studies attacks against self-hosted AI agents by corrupting their own memory, configuration, and state files through allowed operating-system actions.

A retrieval paper arguing that document sets should be selected and ranked by coverage, contradiction, complementarity, and redundancy, not only individual relevance scores.

AREX is a deep-research agent architecture that recursively audits provisional answers against constraints, keeps verified evidence, and launches follow-up research for unresolved claims.