
Human-in-the-Loop Patterns for AI Agents: Approvals in 5 SDKs
How LangGraph, Mastra, the AI SDK, OpenAI Agents SDK and Claude Agent SDK pause agent tool calls for approval, with verified code for all five.
237 articles - page 2 of 20

How LangGraph, Mastra, the AI SDK, OpenAI Agents SDK and Claude Agent SDK pause agent tool calls for approval, with verified code for all five.

LangChain 1.4 and LangGraph 1.2 added per-call approvals, built-in MCP, node timeouts and DeltaChannel. What shipped since May 2026 and who should pick it.

OpenAI's Agents API can now operate web apps in a hosted session. Enable computer_use, approve each origin and handle sign-in in a five-minute window.

An agent loop calls the model, runs tools, feeds results back and repeats until a stop rule fires. Defaults vary: 20 steps, 25 super-steps, 5, 10 or no cap.

OpenAI shuts down whisper-1 and the gpt-4o transcribe models on Feb 26, 2027. Move files to gpt-transcribe ($0.0045/min) and live audio to gpt-live-transcribe.

Ollama 0.40.4 runs decision models locally: ollama run nimble --ask answers yes/no, label and score questions with probabilities. Commands and limits.

Codex CLI starts a persistent, self-updating background daemon since 0.157.0. What it does, why it hit Hacker News and the reported workaround to turn it off.

Codex CLI 0.162 lets the agent create and list its own Git worktrees, adds pinned tasks and custom provider capability overrides. What to change this week.

OpenAI Decisions API costs $0.10 per million input tokens, 2.4x Jev. Pick Jev for cheap text decisions, Clef-flash for speed, Decisions API for images.

Magnitude is an Apache-2.0 inference engine that tunes kernels on your hardware and plugs into OpenCode, Codex and Claude Code. What shipped, where it breaks.

CC Switch is a free open-source app that switches API providers for Claude Code and Codex in one click and syncs MCP servers and skills. How to use it safely.

The HeyGen CLI lets Claude Code and Codex create and download AI avatar videos from the terminal. Verified setup for both agents, skills, and key commands.
Showing 13-24 of 236 articles

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