Claw Groups Kimi K2.6 Collaboration Multi-Device

Collaborate with Claw Groups by deploying Kimi K2.6 agents across your laptop, a cloud server, and your phone as a single coordinated team. Before this workflow, agents were tied to one device and could not hand off tasks. After using Claw Groups, agents pass context, share files, and coordinate work across devices as if they share a single brain.

A freelance development team of 3 people works across different devices. One developer uses a MacBook for coding. Another uses a Windows desktop for testing and deployment. The third operates from an iPad while traveling. They share code through Git but have no way to share an AI agent session across their devices. When the MacBook agent starts refactoring a codebase and the developer switches to the iPad, the agent context is gone. The new session starts fresh, losing the refactoring plan, the files already modified, and the decisions made. The team loses 20 to 30 minutes of progress every time someone switches devices.

[ STAT: 73 percent of knowledge workers use 3 or more devices for work, and 64 percent report losing context or progress when switching between devices during a single task (Source: Citrix Work 2024 Report). ]

The problem goes beyond convenience. Multi-step agent workflows that run for 12-plus hours cannot be tied to a single laptop that goes to sleep, loses network connectivity, or needs to be restarted. A Kimi K2.6 agent running a competitive intelligence pipeline that collects data across 8 hours cannot be interrupted because the laptop lid closes. Teams need a distributed agent architecture where agents run on the most appropriate device for each task and share state without interruption.

Agents across laptops, cloud servers, and mobile devices operate as one unified team with shared context and coordinated task execution. Kimi K2.6 Claw Groups connect devices into a single distributed agent system.

[TOOL: Kimi K2.6]

The agentic reasoning step in Claw Groups is role assignment. When a group is created, Kimi K2.6 evaluates each device's capabilities. A cloud server with a GPU gets assigned compute-intensive research and model inference tasks. A laptop with a large SSD gets assigned file processing and code generation. A phone gets assigned monitoring, alerting, and lightweight queries. The reasoning engine maps task requirements to device capabilities and routes work accordingly. If a task requires GPU inference, the cloud agent handles it. If it requires local file system access, the laptop agent handles it.

Three specific profiles benefit from this workflow. The solo developer who codes on a MacBook at home, runs tests on a cloud server, and monitors deployments from a phone. They need their AI agent to follow them across all three devices without losing session state. The small agency team of 5 engineers who each use different operating systems and hardware configurations. They need a shared agent system where any team member can pick up where another left off. The AI researcher who runs long experiments on a cloud GPU cluster but wants to check results and adjust parameters from a laptop or phone during travel. They need the agent to persist across sessions and devices.

1. [TOOL: OpenClaw agent framework] Install OpenClaw on each device. OpenClaw is the open-source agent framework that powers Claw Groups, supporting the Kimi K2.6 model backend. Install on MacBook, cloud Ubuntu server, and Android phone using the platform-specific installers. Input: OpenClaw binary per platform. Output: three devices running the OpenClaw agent service.

2. [TOOL: Kimi K2.6] Connect each device to the same Claw Group by authenticating with the same Kimi API key and joining the shared group ID. Input: Kimi API key on each device. Output: devices registered in the Claw Group dashboard with their capabilities listed.

3. [TOOL: OpenClaw agent framework] Assign roles to each device. The cloud server role is worker with GPU. The laptop role is primary with file system access. The phone role is monitor with notification. This is the AI reasoning point: Kimi K2.6 reviews the capabilities declared by each device and proposes role assignments. The user approves or adjusts the assignment through the Claw Group dashboard.

4. [TOOL: Kimi K2.6] Submit a task to the Claw Group. The group coordinator agent, which runs on the cloud server for reliability, decomposes the task into sub-tasks and routes each to the appropriate device. Input: task description. Output: task decomposed, sub-tasks assigned to devices by role.

5. [TOOL: Docker] On the cloud server, the worker agent runs long computations inside Docker containers with isolated environments. The worker agent handles heavy inference, bulk data processing, and persistent file storage. Input: sub-task from coordinator. Output: completed work results written to shared state.

6. Human review step: The monitor agent on the phone sends a push notification when a sub-task completes or requires human input. The user reviews results, provides feedback, or approves next steps from the phone without needing to open a laptop.

7. [TOOL: Kimi Code CLI] When the laptop agent generates code or files, they are written to a shared directory accessible by the cloud server agent via the Claw Group file sync. Output: files synchronized across devices.

Setup takes 40 minutes for a 3-device Claw Group including OpenClaw installation on each platform. You need Kimi K2.6 API access, OpenClaw installed on each target device, Docker on the cloud server for isolated task execution, and a Kimi account with Claw Groups enabled. The one gotcha: network connectivity assumptions. The Claw Group requires all devices to have outbound internet access to the Kimi API and to the shared group state server. If a device is on a corporate VPN with restricted egress rules, it cannot communicate with the group. Test each device's connectivity to the Kimi API endpoint before configuring the group by running the OpenClaw connectivity check command. Corporate networks with SSL inspection may also block the encrypted agent communication channel.

The most impressive number: agents run continuously for up to 5 days across devices without interruption. Kimi K2.6' s persistent agent sessions survive device disconnects because the coordinator agent on the cloud server maintains the session state and reassigns tasks when a device goes offline (Source: Moonshot AI K2.6 Tech Blog, 2026).

▸ Task persistence across device switches: 0 percent of sessions survived a device switch before because each device starts a fresh agent session, 100 percent after with Claw Groups because the coordinator agent maintains shared state on the cloud server.

▸ Multi-device coordination latency: 30 seconds of manual context transfer before copying chat logs or re-explaining the task to a new agent session, under 2 seconds after for sub-task routing between devices.

▸ Device utilization: 80 percent idle on laptop before, 95 percent utilization across all devices after with role-based task routing (Source: Kimi Claw Groups Technical Overview, 2026).

▸ Agent uptime per session: 2 to 3 hours before because a laptop sleeps or loses WiFi, 72-plus hours after because the coordinator runs on a cloud server with 99.9 percent uptime (Source: OpenClaw Architecture Documentation, 2026).

▸ Number of concurrent devices per project: 1 active device per agent session before, 10 devices per Claw Group after with OpenClaw supporting up to 10 registered devices per group.

1. Claw Groups require persistent internet connectivity for all devices. If a device goes offline, the coordinator agent routes its tasks to other available devices, but tasks requiring local resources on the offline device are queued until the device reconnects.

2. OpenClaw does not support all mobile platforms equally. The Android client is stable. The iOS client is in beta and may have limited functionality including reduced context window size and no background task execution.

3. Device capability detection is based on declared hardware specs, not actual runtime performance. If a laptop declares a GPU that is currently being used by another application, the coordinator may route GPU tasks to it and they will fail. Configure manual capability overrides in the Claw Group dashboard for shared-resource machines.

Setup in 10 minutes for a 2-device test group. Step 1: Install OpenClaw on your primary computer and on a secondary device, 5 minutes. Step 2: Configure both with the same Kimi API key and create a new Claw Group, 2 minutes. Step 3: Submit a test task that spans devices clearly see and confirm both agents coordinating, 2 minutes. Step 4: Verify the task state persists when you close the agent on one device and reopen it on the other, 1 minute.

Can I add a team member's device to my Claw Group? Yes. Claw Groups support multi-user groups. Each user authenticates with their own Kimi API key and joins the group by ID. Tasks and files are shared within the group. Access control is managed through the Kimi account console.

How does Claw Groups handle file conflicts when two devices write to the same file? The coordinator agent serializes write operations to the same file path. If the laptop agent and cloud server agent both try to write to output.json, the coordinator queues the second write until the first completes and notifies the second agent of the potential conflict.

Does each device consume separate API tokens? Yes. Each device communicates with the Kimi API independently. Token usage is aggregated at the API key level. Monitor usage per device through the Claw Group dashboard which breaks down token consumption by registered device.

Can Claw Groups work across different networks or VPNs? Yes. The group state is managed through the Kimi API, which is accessible over public internet. As long as each device can reach api.moonshot.ai on port 443, the group functions across any network topology.

What happens if the coordinator agent cloud server crashes? The coordinator state is checkpointed to persistent storage every 30 seconds. When a new coordinator is elected from the remaining devices, it loads the latest checkpoint from storage, and the group resumes with fewer than 30 seconds of lost progress.

Is there a limit on how many devices can join one Claw Group? OpenClaw supports up to 10 registered devices per Claw Group as of the current version. Enterprise plans support custom limits. Contact Kimi support for larger group configurations.