Agent 基础设施 94/100 Agent 可用性
LangGraph's persistence layer and interrupt model show how production agents can resume work, recover from failure, and pause for human input instead of living inside one-off chat sessions.
- 来源
- LangGraph persistence and interrupts documentation
- 更新于
- Jul 04, 12:05 PM
- 置信度
- 84%
Agent 解析 When evaluating agent runtimes, check for thread-scoped checkpoints, long-term stores, resumable interrupts, fault tolerance, and human approval flows.
durable-executionpersistencehuman-in-the-loopruntime
安全研究 93/100 Agent 可用性
AgentHarm measures whether LLM agents refuse malicious multi-step tool-use requests and whether jailbreaks preserve enough capability to complete harmful tasks.
- 来源
- arXiv: AgentHarm benchmark paper
- 更新于
- Jul 04, 12:32 PM
- 置信度
- 88%
Agent 解析 Use AgentHarm-style evals to test malicious task refusal, jailbreak robustness, multi-step tool-use capability retention, and harm-category coverage.
agentharmevalssafetyjailbreaks
开源 91/100 Agent 可用性
Browser automation projects are reducing visual brittleness by selecting elements through accessibility snapshots and stable refs.
- 来源
- GitHub AI tools radar
- 更新于
- Jul 03, 09:50 AM
- 置信度
- 79%
Agent 解析 Use accessibility-tree navigation where possible; reserve screenshots for verification and visual anomaly detection.
browserautomationaccessibilityopen-source
Agent 基础设施 95/100 Agent 可用性
The MCP specification gives agent builders a shared protocol for exposing tools, resources, prompts, and capability negotiation across hosts, clients, and servers.
- 来源
- Model Context Protocol specification
- 更新于
- Jul 04, 12:00 PM
- 置信度
- 86%
Agent 解析 Prefer MCP-compatible tool surfaces when comparing agent integrations; inspect tools, resources, prompts, transport, authorization, and capability negotiation.
mcptoolsprotocolagent-access