Coordination

OpenClaw v2026.5.12-beta.6 is a comprehensive bug-fix and security-hardening release addressing 50+ issues across messaging channels, agent sessions, gateway protocols, plugin management, and authentication. Key improvements include fixing iMessage media handling, agent-to-agent messaging reliability, OAuth token exchange for GitHub Copilot, plugin dependency management, and enforcing stricter security controls for device pairing and proxy access. The release prioritizes stability in multi-agent communication, transcript redaction consistency, and dependency isolation while maintaining backward compatibility.

OpenClaw v2026.5.12-beta.1 is a maintenance and feature release addressing security, UI/UX, and provider integrations. Key improvements include memory-wiki admin scope requirements, subagent session hierarchy visualization, Gemini 3 model normalization, enhanced tool policies, and expanded Slack/iMessage channel support. The release also upgrades build infrastructure to pnpm 11 and refines plugin SDK public APIs.

OpenAI Agents Python v0.17.2 is a maintenance release focused on bug fixes and documentation improvements. Key fixes address OpenAI Conversations reasoning persistence, realtime tool handling, tracing retry behavior, approval rejection reasons, session settings, and chat tool outputs. The release includes documentation clarifications on retry mechanisms, sandbox archive limits, and memory cross-references.

This cookbook demonstrates building a multiagent coordinator system using Claude Managed Agents to automate sales-proposal generation. A coordinator agent orchestrates three specialist subagents—a web-search researcher, a case-study librarian, and a rules-based pricing modeler—each with scoped toolsets and specific responsibilities. The pattern shows how to structure heterogeneous teams, use per-role tool scoping, and leverage thread_created/thread_message_received events for agent coordination to assemble tailored sales proposals.

OpenClaw v2026.5.5 is a maintenance release focused on fixing critical bugs across multiple messaging platforms (Feishu, LINE, Telegram, Discord, Matrix, Slack), improving control UI responsiveness and session management, resolving provider integration issues (xAI/Grok, Fireworks), and enhancing diagnostic tools. Key improvements include fixing message routing, webhook validation, tool progress rendering, approval delivery retries, and heartbeat timeout handling. The release also addresses plugin management, media handling, and gateway stability issues.