Just to share my journey, I, like everyone else, tried Open Claw and constantly ran into issues with it. Of course, I was concerned about the security implications of using it. Then I came across Agent Zero. And I'll be honest, I passed on the first time because it just looked overly complex, and I didn't get it. But I kept coming back to it because I saw someone on YouTube say how amazing it was and that it actually crushed Open Claw. I still wasn't necessarily convinced because I STILL didn't get it. However, I started using Manus.ai agent and that blew me away. It just worked. Then I had Agent Zero go out and figure out what made Manus Agent so special. I had to create an entire plan to bring Agent Zero to the same capabilities as Manus. Lo and behold, I was able to get Agent Zero to perform better than Manus AI on GAIA benchmarks and, according to Agent Zero, within 96% parody of MANUS. And maybe I am easily impressed, but I went out and just gave it a simple prompt to do some research on AI personal assistance, create a script, go create a video in jogg.ai, then create a website with what it learned about with the research that it did, and also embedding the video into it, and to launch it with a temporary URL. It wasn't the perfect web page or the perfect video. My prompt was three or four sentences, so it wasn't very good. But it was a proof of concept that exceeded all expectations. Now all I can says is holy shit! Cheat Code Unlocked! Agent Zero → Manus.ai Parity Upgrades Phase 1 — Structured Planning & Core Skills - Mandatory todo.md creation before every task (no execution without a plan) - Planner-Executor-Verifier (PEV) architecture enforced via system prompt - Automatic user preference learning (load at start, save at end of every task) - Delivery quality standards (never deliver unverified code, always show file paths) - Spreadsheet operations skill (pandas, openpyxl — Excel/CSV, pivot tables, charts) - Database operations skill (SQLAlchemy — SQLite/PostgreSQL/MySQL, CRUD, migrations)