Tencent Cloud recasts ADP 4.0 as enterprise AgentOps platform
The international edition adds natural-language agent building and autonomous code execution in cloud sandboxes. Feature figures are Tencent-provided.
- AgentOps platform: ADP 4.0 international edition launched at WAIC 2026 in Shanghai.
- Smart Desk and Claw Mode: natural-language agent building plus autonomous code execution in cloud sandboxes.
- Open plumbing: nearly 40 connectors, 150-plus skills, a knowledge base, and MCP support. Figures are Tencent-provided.
The AgentOps race now has a China-side heavyweight. At WAIC 2026 in Shanghai, Tencent Cloud unveiled ADP 4.0, the international edition of its Agent Development Platform, recast as an enterprise-grade AgentOps system and made available worldwide. The "international edition" framing is deliberate: it signals Tencent is chasing customers well beyond its home market, in direct competition with the Western platform vendors racing to the same production milestone.
Smart Desk and Claw Mode
Two features anchor the upgrade. Smart Desk is a single entry point for building agents in natural language: per Tencent, teams can stand up a knowledge-based question-and-answer assistant in minutes and orchestrate a multi-agent team with single commands. Claw Mode goes further, letting agents autonomously write and execute code in cloud sandboxes, call enterprise skills, and carry long-horizon tasks without the form-based configuration older tools required. Sandboxed execution is the notable part: rather than confining agents to a fixed menu of actions, Claw Mode lets them write code to solve a task and run it in an isolated environment, the same pattern Western labs have leaned on to give agents open-ended capability without open-ended risk. Both run on what the company calls an "Agentic Loop." The feature figures are Tencent-provided, and no independent benchmark of the minutes-to-deploy or long-horizon claims exists yet.
Connectors, skills, and MCP
Around those headline features, ADP 4.0 ships the plumbing enterprises ask about first. Tencent lists nearly 40 enterprise connectors spanning CRM, ERP, and ticketing systems, a marketplace of more than 150 skills, a knowledge base, and support for the Model Context Protocol. MCP support matters: it lets the platform speak the same tool-calling standard spreading across the industry rather than locking customers into a proprietary integration layer. That is a notable choice for a Chinese hyperscaler, and a sign that MCP has become hard to route around no matter which side of the market a vendor sits on. The connectors and skills marketplace are the other half of the pitch, because an agent is only as useful as the enterprise systems it can actually reach. The details are in Tencent Cloud's announcement.
The production framing
VP Wu Yunsheng framed the goal in operational terms, saying the aim is to keep agents "stable, secure, and sustainable" in production. That language rhymes with the Western side of the market, where vendors are racing to make a multi-agent system something enterprises can govern rather than merely demo. It lands the same week as comparable moves abroad, most directly Harness Agent DLC, the closest Western mirror to this AgentOps push.
What this means for the agent economy: native multi-agent orchestration, sandboxed autonomous execution, and open-protocol support are becoming table stakes for platform-grade GaaS, and the competition to supply them is now genuinely global. When rival hyperscalers converge on the same MCP standard and the same stable-in-production pitch, the differentiation moves to connectors, skills marketplaces, and trust.