Memory Systems

Google ADK Python v2.4.0 introduces significant enhancements including mTLS support across multiple tools, OpenAI Responses API integration, Managed Agents API backing, and streaming improvements for thoughts and media. The release adds workflow-as-tool capabilities, enhanced database session management, and improved analytics with thinking/tool-use token tracking. Multiple bug fixes address security concerns, path traversal prevention, and SDK compatibility updates.

Release 2026.7.4 of modelcontextprotocol/servers updates four core server packages to version 2026.7.4. The release includes updates to the everything server, filesystem server, sequential-thinking server, and memory server. This is a coordinated release across multiple MCP server implementations.

Claude Code v2.1.186 introduces CLI authentication for MCP servers, enhanced workflow filtering, and improved agent team management. Key fixes address streaming failures after sleep, subagent transcript issues, and permission prompt handling. The release also improves skill metadata flexibility, memory management, and background session behavior with better user control over tool permissions.

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.

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.

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.

OpenAI Agents Python v0.17.5 release includes bug fixes for sandbox error retryability, tool-end hook result typing, and SpeechGroupSpanData slots optimization. The release also bumps the Modal sandbox extra to 1.4.3 and adds comprehensive documentation improvements including a MongoDB session memory example, docstring corrections, and external tracing processor updates. Test coverage enhancements were made for streaming paths and retry helpers.

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.

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 v2026.5.28-beta.4 delivers significant stability and safety improvements across agent runtime recovery, channel delivery, mobile/chat surfaces, and provider coverage. Key enhancements include steadier subagent workspace separation, safer session identity handling across multiple platforms (Matrix, Slack, Discord, Teams, WhatsApp, Telegram, iMessage), broader mobile UI refresh, stricter input validation, expanded provider support (Claude Opus 4.8, Fal Krea, NVIDIA models), and faster CLI/auth failure detection with clearer recovery paths.

OpenClaw v2026.5.28-beta.3 delivers significant stability and safety improvements across agent runtime recovery, channel delivery, mobile/chat surfaces, and input validation. Key enhancements include steadier subagent workspace separation, safer session identity handling across multiple channels (Matrix, Slack, Discord, Teams, etc.), expanded provider coverage (Claude Opus 4.8, Fal Krea, NVIDIA models), and stricter input validation for browser tools, gateways, and automation. The release also improves CLI/auth paths, reduces repeated work in plugin/gateway hot paths, and strengthens QA/E2E validation.

OpenClaw v2026.5.28-beta.2 delivers major stability and safety improvements across agent runtime recovery, channel delivery, mobile/chat surfaces, and provider coverage. Key enhancements include steadier subagent workspace separation, safer session identity handling across multiple channels (Matrix, Slack, Discord, Teams, etc.), broader mobile UI refresh, stricter input validation, expanded provider support (Claude Opus 4.8, Fal Krea, NVIDIA models), and faster CLI/auth failure detection with clearer recovery paths.

OpenClaw v2026.5.28-beta.1 delivers major stability and safety improvements across agent runtime recovery, channel delivery, mobile/chat surfaces, CLI/auth tooling, and performance optimization. Key enhancements include steadier subagent workspace separation, safer session identity handling across plugins and messaging platforms, broader mobile UI refresh with state preservation, faster CLI failure modes with clearer recovery guidance, and reduced repeated work in hot paths through improved caching. The release also expands documentation, adds ClawHub plugin features, and strengthens QA/E2E validation with bounded logging and cross-OS artifact handling.

OpenClaw v2026.5.22-beta.1 is a comprehensive release focused on documentation improvements, performance optimizations, and QA enhancements. Key updates include reducing package size by excluding documentation assets, improving model listing performance by ~4,100x through auth-state pre-warming, adding session pagination to the chat UI, and expanding QA-Lab test coverage with new runtime parity scenarios. The release also refines plugin SDK capabilities, updates dependencies including protobufjs to 8.4.0, and clarifies configuration guidance across multiple integrations (WhatsApp, Telegram, Discord, xAI/Grok, etc.).

OpenClaw v2026.5.20-beta.1 introduces Discord voice session improvements with user following and profile context, adds a bundled Policy plugin for channel conformance checks, enables per-agent local model configuration, and implements device-code OAuth for xAI. The release includes 40+ bug fixes spanning WhatsApp, browser image handling, cron scheduling, agent messaging, plugin performance, and platform-specific improvements across Discord, Mattermost, Matrix, and Windows.

OpenClaw v2026.5.12-beta.4 is a maintenance release addressing runtime issues, authentication flows, and provider integrations. Key fixes include resolving MODULE_NOT_FOUND errors in Codex migrations, improving WhatsApp/Telegram message handling, and normalizing Google Gemini model IDs. The release also enhances session management, adds per-agent tool policies, and improves error messaging across multiple channels and providers.

OpenClaw v2026.5.12-beta.2 releases critical fixes and enhancements across authentication, provider streams, memory management, and UI/UX. Key improvements include auth-profile-backed media tools availability, subagent session visualization, error handling in auto-reply, and provider stream reliability. The release also upgrades to pnpm 11, adds per-agent tool policies, expands Slack/Gemini/Fal provider support, and strengthens TypeScript/linting standards.

OpenClaw v2026.5.12-beta.3 is a maintenance release addressing authentication, provider compatibility, and UI improvements. Key fixes include auth-profile-backed media tools availability, WhatsApp/Baileys dependency resolution, memory-wiki permission scoping, and provider stream handling. The release introduces per-agent tool policies, improved subagent session visualization, better error messaging, and expanded configuration options for Slack, Google Gemini, and local model providers.