Personas, memory, and context that last
Swap the underlying agent anytime. Your teammate’s Soul—persona, long-term memory, and context—stays with them. You are changing the engine, not the mind.
Build your AI team, assign work to AI teammates with long-term memory, and have them complete real tasks for you.
The Product Manager, Designer, and Frontend Developer are building a website together.
Agents evolve fast. Your AI team should not need a rebuild every time. Change the model—not the persona, memory, or context.
Swap the underlying agent anytime. Your teammate’s Soul—persona, long-term memory, and context—stays with them. You are changing the engine, not the mind.
Research, writing, coding, and review each go to the agent combination best suited to the job. Do not pay for capabilities you do not need—or use one hammer for every nail.
One agent creates; another checks. Different model perspectives help catch blind spots, reduce single-model bias, and lower hallucination risk.
Stay independent of any one provider. Bring in new capabilities as they appear, without rebuilding the AI teammates you have already created.
Choose a look and name for your Product Manager, Frontend Developer, and Designer. Then turn their persona and responsibilities into an editable Soul that stays with them. Every new task begins with the same identity, standards, and way of thinking.
Save persona, role, and principles as structured Soul—not just one conversation
Edit the Soul anytime. Team changes do not require a rebuild
Switch the underlying model or harness while keeping the same AI teammate
You think like Zhang Yiming, founder of ByteDance.
— Prioritize long-term value and real user needs
— Turn ambiguous goals into testable product requirements
— Use evidence and data to steer the website build
People and AI teammates come together around the work at hand. Discussion, ownership, and outcomes stay inside the workflows your team already knows, so everyone can collaborate efficiently.
You and one AI teammate stay on the same thread until the problem is fully worked through.
From agent choice, long-term memory, and cross-agent review to one-click setup, clear privacy boundaries, and mobile collaboration, intovibe keeps your AI team simple to deploy, continuously available, and under your control.
Choose the best-fit agent or model for every task. Switching never interrupts the AI teammate’s working state, so the work keeps moving.
Balance cost, quality, and speed by assigning each part of the work to the agent that handles it best.
Have one agent produce and another review, adding a second perspective and reducing single-model bias.
Create an AI teammate and connect it to Feishu with a click—no command line or complex setup required.
Workspaces, memory, and execution data stay strictly local, while collaboration content stays in Feishu. intovibe has no ability to view this work content, giving your data an exceptionally strong privacy boundary.
Work with AI teammates from your phone and other clients wherever you are, making mobile writing and remote collaboration effortless.
Most multi-agent products can dispatch work. What matters over time is whether you can choose the underlying harness, who handles your conversations and work data, and whether your team must move into another system.
Central servers, chat retention, and workspace access define the real data risk behind the feature list.
Bring Your Own Agent, Plan, and Key. Keep the harnesses, subscriptions, and API keys you already use instead of entering one token system.
Your team stays in Feishu DMs, groups, docs, tables, and projects instead of maintaining a second agent workspace.
| The question | feishu ailyFeishu native | lark bridgeCommunity OSS | claude tag | viktorZeta AI | raft | conductor | multica | |
|---|---|---|---|---|---|---|---|---|
| Privacy boundary Is there a new central work server? | Local-first, with a clear boundaryWork content flows only between your Mac, Feishu, and the providers you choose | Hosted in Feishu cloudNo collaboration provider outside Feishu | No additional central service | Anthropic + Slack cloud | Vendor-cloud executionExecution moves into vendor cloud | Cloud collaboration control planeAdds another cloud trust boundary | No in Local Yes in CloudCloud adds a hosted boundary | A hosted or self-hosted control planeHosted mode still adds a central data plane |
| Data boundary Where do chats and work data live? | Execution data stays entirely on your local Macintovibe cannot access it, creating the strongest possible privacy boundaryChats and collaborative docs stay in Feishu | Chats, memory, and work products stay in FeishuTasks run in Feishu's cloud computer / sandbox | Config, sessions, and logs stay local; chats stay in Feishu | Channel work and memory are hosted by Anthropic and Slack | Runs on a cloud computer and stores work productsWork products stay in the cloud | Workspace stays local; raft stores messages, tasks, and activity metadataChat history enters raft | Local stays on the Mac; Cloud output is hosted by conductorCloud hosts inputs and outputs | Code stays on the executor; the control plane stores issues, comments, and task resultsCollaboration records enter the control plane |
| Harness freedom Bring Your Own Agent | BYOA supportedChoose your own Runtime | Platform-managed HarnessBuilt-in multi-agent and model mixNo BYOA or use of your own Agent Runtime | Claude or Codex Split by bot and profileNo unified cross-agent orchestration | Claude onlyLocked to the Claude harness | One viktor Model choice onlyLocked to the viktor product layer | Multiple Runtimes and external agents | Claude Code, Codex, Cursor, and OpenCode | 20+ coding tools |
| Account and cost freedom Bring Your Own Plan / Key | BYO Plan and BYO KeyUse the subscription or API key attached to your Runtime | Uses Feishu AI creditsThe builder supports custom modelsExisting Agent plans do not carry over | Use your Claude / Codex credentials | Anthropic organization usage billingYou cannot bring another plan or key | Use viktor creditsUses platform credits | Use the Runtime account or key | Local uses your agent credentials | Use the agent account or key |
| Where does the team work? | Feishu-native collaborationDMs, groups, docs, tables, and projectsPlanned: WeCom, DingTalk, and Slack | Feishu-native collaborationDMs, groups, and Feishu work apps | Feishu / Lark messagingPrimarily a messaging bridge | Slack | Slack / Microsoft Teams | Move into a raft ServerAnother workspace to maintain | conductor app or CloudCollaboration moves into another app | Move into a multica workspaceAnother workspace to maintain |
Swipe sideways for the full comparison →
Choose the Mac version that matches your machine and download it directly. Keep the way you work, connect the agents you already use, and collaborate in Feishu.