I tested 12 personal AI agents: a five-dimension framework and real workflows

卡尔的AI沃茨 · wechat · 2026-10-22

After running 1,505 use cases across 12 personal agents (Today, GrokBot, OpenAI dots, metamuse, etc.), the author proposes a five-dimension eval framework — Computer Use, cross-device orchestration, information retrieval, memory, proactivity — arguing usefulness hinges on how many of your existing apps can plug in via skills/MCP/CLI. Includes reproducible cases: WeChat message-to-Feishu bookkeeping, a "Chief of Staff" prompt that reads 90 days of logs, automated marketplace repricing, ffmpeg+whisper video editing, and one phone orchestrating Codex/Claude Code/Grok across three remote machines.

Original post →

More from coding & agent

coding & agent channel →