OpenAI tool namespaces: hosted vs local execution
OpenAI's Agents SDK defines exactly five tool categories. Learn how namespaces separate hosted execution from local runtime for better token efficiency.
OpenAI's Agents SDK defines exactly five tool categories. Learn how namespaces separate hosted execution from local runtime for better token efficiency.
This open runtime unifies IDE and terminal workflows, boasting 64.2k GitHub stars while executing bash commands without vendor lock-in.
Learn how a runtime policy engine evaluates every proposed action to allow, deny, hold, or modify tool calls before execution.
LangGraph SDK 0.4.1 enforces stateless projections and extracts decoders. Learn how the 36.2k-star repo now handles V3 streaming for RemoteGraph instances.
crewAI 1.14.7 resolves critical CVEs and adds pluggable backends. Learn how state isolation supports the framework's 54.7k GitHub stars.
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LangChain offers 1000+ integrations to swap models without rewriting code. Its durable runtime ensures persistence and checkpointing for production agents.
LangChain v1.0 removes AgentExecutor, enforcing LangGraph as the sole runtime. Python 3.10 is now required for typesafe streaming and structured outputs.
Alice Labs analyzed 18+ deployments showing Eve reduces mental load by swapping chains for a single runtime dependency and file conventions.
Durable agent sessions beat containers by 100x. Learn how the Agents SDK runtime manages state without external databases for reliable scaling.
OpenHands cloud 1.38.0 uses SandboxRecord to skip runtime API calls, removing network handshakes that slow down 40% of future agent apps.
With code churn hitting 7.1%, your CLI agent needs runtime profiles to separate chat from code execution safely.
After six months of false confidence, I found native memory replaced my custom build. Use this one-minute test to verify true agent retrieval.
Stop context pollution before it breaks your workflow. Delegation runtime isolates subtasks, reducing context window overhead by 80% while keeping control.