Agent Teams

OpenClaw v2026.6.10-beta.1 is a major release focused on reliability, security, and feature expansion. Key improvements include more stable agent turns and session state management, stronger Codex and approval flows, richer channel delivery across Telegram/Discord/Slack, safer network boundaries, and new CLI workflows. The release also enhances mobile/desktop clients, expands plugin coverage, and fixes critical issues in transcript correctness, security, and provider authentication across 109 merged PRs.

Claude Code v2.1.183 introduces significant safety improvements by blocking destructive commands (git reset, terraform destroy, etc.) unless explicitly requested, adds deprecation warnings for models, and includes the new `attribution.sessionUrl` setting to control commit/PR attribution. The release fixes multiple critical bugs including WebSearch failures in subagents, TUI corruption in Windows Terminal, and tmux teammate pane issues, while improving configuration management with `/config --help` and better toggle behavior.

crewAI v1.14.8a1 is a pre-release update introducing optional if expressions for each.do steps, fixing JSON crew issues, and updating documentation. This release enhances workflow control by allowing conditional execution of steps and resolves compatibility issues with JSON-based crew configurations. Contributors include @joaomdmoura and @vinibrsl.

CrewAI 1.14.8a introduces major workflow enhancements with FlowDefinition support for script actions, crew actions, and composite operations. The release adds DMN mode support, JSON-first crew projects, and experimental flow definition execution via CLI. Key improvements include memory reset functionality, expression support in actions, and human feedback integration from flow definitions.

OpenClaw v2026.6.8 is a major release focusing on improved channel delivery (Telegram/WhatsApp), enhanced agent and gateway recovery mechanisms, expanded provider/model support (GLM-5.2, Claude Haiku 4.5), better usage hooks with native footer rendering, and UI/mobile stability improvements. The release includes fixes for memory management, state handling, diagnostics, and numerous edge cases across channels, agents, and runtime systems.

OpenClaw v2026.6.8-beta.2 delivers significant improvements across messaging channels, agent recovery, provider/model handling, and UI stability. Telegram and WhatsApp now support richer message formatting with better delivery reliability, while agent and gateway recovery mechanisms are enhanced across multiple failure scenarios. The release includes expanded provider support (GLM-5.2, Claude Haiku 4.5), improved usage hooks with native footer rendering, and numerous fixes for memory, state diagnostics, and mobile UI flows.

Claude Code v2.1.178 introduces enhanced permission rules with parameter matching syntax, improved nested `.claude/` directory handling for skills and workflows, and refined auto mode with pre-launch subagent evaluation. The release includes better error messaging for Remote Control, improved `/doctor` output, and numerous bug fixes addressing subagent transcript display, authentication issues, and vim mode undo behavior.

Propolis is an autonomous QA platform that deploys swarms of browser agents to simulate user behavior, identify bugs, and generate e2e tests for web applications. The agents collaboratively explore websites, flag friction points, and propose tests that integrate into CI/CD pipelines. Available at $1000/month with flexible pricing options, it addresses the gap between deterministic testing and real-world usage coverage by treating agents as a canary group for quality assurance.

Mosaic is an agentic video editing platform that uses multimodal AI and a node-based canvas interface to automate video editing workflows. Built by former Tesla engineers, it addresses frustrations with traditional editors by enabling users to create reusable editing agents that can analyze video content and apply intelligent edits through natural language prompts. The platform combines visual intelligence (saliency analysis, object detection, emotion recognition) with a timeline editor and supports export to DaVinci Resolve, Premiere Pro, and Final Cut Pro.

OpenClaw v2026.6.8-beta.1 introduces significant improvements to channel delivery (Telegram rich text, WhatsApp ACP bindings), agent and gateway recovery mechanisms, expanded provider/model support (GLM-5.2, Claude Haiku 4.5), enhanced usage hooks with footer rendering, and UI/mobile stability fixes. The release addresses 50+ issues across messaging, runtime reliability, authentication, memory management, and user interface components, with contributions from 30+ developers.

OpenClaw v2026.6.7-beta.1 delivers significant improvements across channel delivery, provider resilience, security boundaries, and recovery paths. Key enhancements include tighter Slack/Telegram integration, better model handling for Kimi/Mistral/DeepSeek/Anthropic, safer auth contexts, and improved failure recovery for agents and cron jobs. The release also strengthens UI/docs accessibility, Docker bundling, and QA validation with new scorecard taxonomy artifacts.

Claude Code v2.1.176 introduces multilingual session titles, improved credential caching for AWS Bedrock, and enhanced footer link configuration via regex patterns. The release includes critical fixes for model enforcement, auto mode fallback logic, file path matching in hooks, and clipboard operations in tmux/SSH environments. Additionally, Remote Control stability, background session management, and Windows daemon initialization have been significantly improved.

Claude Code v2.1.174 release includes UI improvements for model selection, fixes for environment variable inheritance in background sessions, corrections to Bedrock GovCloud region handling, and enhanced usage attribution tracking in VSCode. The update addresses multiple edge cases affecting model display, authentication, and performance, particularly for enterprise users with specialized billing configurations.

crewAI v1.14.7 introduces pluggable backends for memory, knowledge, RAG, and flow management, along with a native Snowflake Cortex LLM provider and chat API for conversational flows. The release includes significant bug fixes for checkpoint restoration, telemetry, file input handling, and security vulnerabilities. Performance improvements focus on lazy-loading docling imports to speed up crewai imports, while refactoring decouples conversational logic and splits flow.py into modular components.

CrewAI 1.14.7rc1 introduces runtime state management improvements with a new `reset_runtime_state` feature to prevent accumulated bus state, decouples conversation logic from runtime with a `conversational_definition`, and fixes critical issues around runtime state scoping per run to prevent growth and isolate concurrent runs. The release includes bug fixes for telemetry setup and event suppression, along with documentation updates for OpenTelemetry and refactoring improvements to flow condition evaluation and conversation routing.

crewAI releases version 1.14.7rc2, a release candidate that addresses a critical bug in snapshot restoration. The main fix gates the restore functionality on a flag to prevent live snapshots from being replayed during resume operations. This update includes documentation updates to the changelog and version information for the previous rc1 release.

Claude Code v2.1.172 introduces hierarchical sub-agent spawning (up to 5 levels deep), improves AWS region configuration handling for Bedrock, and adds a marketplace search feature. The release includes numerous bug fixes addressing context management, session stability, model selection, and UI responsiveness issues. Performance optimizations reduce CPU usage and improve message handling in long conversations.

This cookbook demonstrates two async multi-agent orchestration patterns using Claude: a fixed N-agent team with peer messaging through a shared hub, and dynamically spawned async subagents. Built on the Anthropic Python SDK and asyncio, it provides bare messaging and lifecycle mechanics without domain-specific tasks, allowing developers to see exactly which tools fire and in what order before adding their own tools and logic. The patterns run on any API key in under thirty seconds and include a message hub, messaging tools (send_message and wait_for_message), and a base agent loop that handles tool dispatching and inbox management.

crewAI v1.14.7a4 introduces runtime migration for @listen/@router decorators to read from FlowDefinition and adds pluggable default backends for memory, knowledge, RAG, and flow components. This release enhances the framework's flexibility by allowing developers to swap backend implementations without code changes. The update includes documentation updates and contributions from three core team members.

OpenClaw v2026.6.5-beta.6 introduces critical fixes for QQBot reasoning stripping, MCP tool result coercion to prevent API errors, improved Anthropic extended-thinking recovery, Parallel web-search provider bundling, and enhanced durability for auth/plugin state via SQLite. The release strengthens security around MCP leases, prompt-cache tool names, and HTTP tools while improving macOS node stability and upgrade safety across multiple platforms.