The AI Toolchain — issue -093, May 18, 2026

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

CrewAI 1.14.5 adds state-restore kickoff, ExaSearchTool highlights, and Daytona sandbox improvements.

$ git clone --branch 1.14.5 https://github.com/crewAIInc/crewAI.git
# already have the repo? check out this version:
$ git checkout 1.14.5

result = my_crew.kickoff(restore_from_state_id="<state_id>")

• ›Adds restore_from_state_id kickoff parameter to resume a Crew run from a previously saved state.
• ›Adds highlight results support to ExaSearchTool (formerly EXASearchTool).
• ›Improves Daytona sandbox tool integration.
• ›Defaults Crew agents to AgentExecutor, deprecating CrewAgentExecutor.

Your own personal AI assistant. Any OS.

OpenClaw v2026.5.18 adds a meme-maker skill, Python/node debugger skills, typed plugin SDK, HTTPS proxy support, and Android realtime voice.

$ git clone --branch v2026.5.18 https://github.com/openclaw/openclaw.git
# already have the repo? check out this version:
$ git checkout v2026.5.18

$ openclaw plugins init my-tool && openclaw plugins build && openclaw plugins validate

$ openclaw qa coverage --tools

$ openclaw browser dialog --dialog-id <dialog-id> --action accept

• ›Adds defineToolPlugin plus openclaw plugins build, validate, and init commands for authoring typed simple tool plugins with generated manifest metadata and context factories.
• ›Adds a meme-maker skill supporting curated template search, local SVG/PNG rendering, Imgflip hosted rendering, and Know Your Meme provenance links.
• ›Adds a Python debugging skill covering pdb, breakpoint(), post-mortem inspection, and debugpy remote attach.
• ›Adds node inspector debugging, fused diagram generation, and throwaway spike workflow skills.
• ›Switches Android Talk Mode to realtime Gateway relay voice sessions with streaming mic input, realtime audio playback, tool-result bridging, and on-screen transcripts.

Glamourous agentic coding for all

Crush v0.70.0 adds Alibaba (Singapore) as a new AI provider and extends retries to cover network-level failures.

$ git clone --branch v0.70.0 https://github.com/charmbracelet/crush.git
# already have the repo? check out this version:
$ git checkout v0.70.0

$ export CRUSH_CLIENT_SERVER=1
crush

• ›Adds Alibaba (Singapore) as a new model provider, including access to Qwen models, configurable via the model picker or $ALIBABA_SINGAPORE_API_KEY.
• ›Extends retry logic to cover network errors (e.g., transient offline states, DNS failures) in addition to HTTP error codes.

Lightweight coding agent that runs in your terminal

Codex CLI v0.131.0 adds codex doctor, unified @ mention picker, remote daemon control, marketplace plugin commands, and a richer TUI.

$ git clone --branch rust-v0.131.0 https://github.com/openai/codex.git
# already have the repo? check out this version:
$ git checkout rust-v0.131.0

$ codex doctor

• ›Adds codex doctor command for support-ready diagnostics covering runtime, auth, terminal, network, config, and local state.
• ›Unified @ mention picker now searches files, directories, plugins, and skills in a single interface backed by app-server plugin metadata.
• ›Remote workflows gain codex remote-control daemon management, runtime enable/disable APIs, status reads, and registry-backed remote environments.
• ›Plugin system adds marketplace CLI commands, version-aware sharing, share checkout, shared-workspace buckets, and default-enabled plugin hooks.
• ›TUI gains data-driven service-tier slash commands, blended token usage display, permissions/approval mode visibility, effective workspace roots, and responsive Markdown tables.

The open source coding agent.

OpenCode v1.15.5 adds --replay flags for session history, experimental native OpenAI runtime, and desktop notifications.

$ git clone --branch v1.15.5 https://github.com/sst/opencode.git
# already have the repo? check out this version:
$ git checkout v1.15.5

$ opencode --replay --replay-limit 10

• ›Adds --replay and --replay-limit CLI flags to display recent session history when resuming interactive runs.
• ›Previews a native OpenAI runtime path behind an experimental flag.
• ›Enables desktop notifications from the renderer in the Desktop app.
• ›Adds free-limit and usage-exceeded dialogs in the Desktop app.
• ›Speeds up rendering of large session timelines in Desktop.

LanceDB v0.29.1-beta.0 adds namespace management, streaming ingestion, LSM write spec, and unenforced primary keys for Node.js and Python.

$ git clone --branch v0.29.1-beta.0 https://github.com/lancedb/lancedb.git
# already have the repo? check out this version:
$ git checkout v0.29.1-beta.0

import lancedb
table.search().where(lancedb.lit(b'\x00\x01\x02') == table['payload']).to_list()

• ›Adds Connection.renameTable in the Node.js SDK with namespace support.
• ›Adds order_by method to Query in the Node.js SDK for sorted query results.
• ›Exposes connectNamespace for namespace-backed connections in the Node.js SDK.
• ›Adds namespace management methods on Connection in the Node.js SDK.
• ›Adds Scannable primitive to the Node.js SDK for streaming data ingestion.

$ git clone --branch python-v0.32.1-beta.0 https://github.com/lancedb/lancedb.git
# already have the repo? check out this version:
$ git checkout python-v0.32.1-beta.0

const results = await table
  .query()
  .order_by([{ column: 'score', ascending: false }])
  .toArray();