CubeLV / Manus

Let an autonomous agent take a goal to completion, or manage an AI team that collaborates over time

Manus emphasizes handing a goal to an autonomous agent that plans, acts, and delivers finished work. CubeLV emphasizes designing a persistent team whose roles collaborate through traceable deliverables.

The difference is how work gets handed off

ManusCubeLV
Core unit

An autonomous agent task and its finished output

Multiple roles, standing responsibilities, and an ongoing delivery process

How work runs

Describe the goal and let the agent plan and execute end to end

Design the team first, then let each role execute its responsibility in sequence

Handoffs

Optimized for completing the task and delivering a usable result

Preserves every role’s intermediate deliverable, receiver, and final output

Human control

Review progress, add instructions, or refine a particular task

Inspect, edit, return, or rerun the entire team delivery chain

How CubeLV collaborates

Real deliverables move between agents, just like a human team

CubeLV first designs the team and its tools around the goal. During execution, each agent’s responsibility prompt determines the process. Work does not disappear inside agents waking one another up; visible, editable, traceable deliverables move to the next agent.

  1. 01AI researcher writes a note
  2. 02AI analyst reads the note
  3. 03A structured analysis card is created
  4. 04AI reporter reads the card
  5. 05A complete report is delivered

Intermediate deliverables such as notes, cards, and web pages—as well as final outputs and tools—can all be freely built with Forge.

How to choose

Manus

You want to hand off a clear goal and have an autonomous agent take it as far as possible to a finished result.

CubeLV

You want a repeatable multi-role team and need control over every handoff between those roles.

Comparison sourceOfficial Manus websiteInformation reviewed in August 2026

Let AI design a team that can truly collaborate

Build and manage roles, tools, and deliverables in one workspace.

Start with CubeLV for free