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VERTU Executive Treasure Box: Build Super AI Agents from Copilot to Autopilot

The Agent Building Playbook! VERTU Executive Treasure Box: From Copilot to Autopilot, Five Steps to Cultivate ‘Super AI Employees'!

Shocking Opening: \[Question Opening] Entrepreneurs, innovators! The Agent boom is here, but how can we create Agents that are truly useful and indispensable to users? Is it about aiming for fully autonomous “self-driving” from the get-go, or is there a smarter path? Today, VERTU's Executive Treasure Box VPS unveils the five core principles for building top-tier Agents!

Start with Copilot, Evolve Gradually: Don't Aim for “Perfection” from Day One

Building Agents doesn't necessarily mean aiming for fully automatic Autopilot from the start. Beginning with a Copilot approach is a more stable and intelligent choice.

  • Human Decision is Indispensable: As long as AI capabilities are comparable to humans, critical decisions must involve human intervention. Cursor understood this from the beginning, starting with Autocompletion. As accuracy improved, users experienced a flow state after using it 5 to 10 times consecutively in a task stream.
  • Progressive Capability Upgrade: Cursor's second phase was Code Refactoring. Initially, accuracy wasn't high, but user expectations were for a Copilot, so it was acceptable. Accuracy later improved with model advancements. Only then did it move towards end-to-end, background-running Agents, completing tasks asynchronously, successfully transitioning from Copilot to Autopilot.
  • Capture the “Interaction Mindset”: The key is to first make users willing to interact synchronously, collecting substantial user data and feedback. VERTU's Executive Treasure Box VPS believes a good Agent should be like an “intern,” initially completing tasks under your guidance, learning progressively, and eventually becoming independent. The VPS platform provides precisely this kind of empowering environment, from assistance to autonomy.

AI Native Dual Mechanism: Serve Not Only Humans But Also AI

Truly AI Native products should have built-in dual mechanisms to serve both AI and humans.

  • Design for Agents: When designing products, consider the needs of both humans and Agents. Like The Browser Company, whose previous Arc was designed for humans, their new browser has many features designed for Agents.
  • High-Quality Data to Feed AI: To provide data for Agents, one can use professional labeling companies or leverage users to capture their usage methods and the Agent's own operational processes. VERTU's Executive Treasure Box VPS emphasizes that instead of serving AI with massive ordinary data, it's better to amplify AI's strengths. For tasks difficult for humans but not necessarily for AI (like scientific research), find corresponding high-quality, verifiable data to support it for higher returns. VPS is committed to building such high-quality “AI granaries.”

New Interactions & Collaboration: From “Human in the loop” to “Human on the loop”

A huge opportunity lies in “new interactions” and “how humans and Agents collaborate.”

  • Reduce Interference, Participate at Key Moments: Currently, it's mostly “Human in the loop,” with AI frequently “pinging” users for confirmation. The future should be “Human on the loop,” reducing human decision-making in the cycle, participating only at critical moments. AI should be more like a tacit assistant than a subordinate who asks for instructions on everything.
  • From “Tool” to “Relationship”: Today's AI products are moving from “tools” to “relationships.” People don't form relationships with hammers, but they will with an AI that has memory, understands them, and is “perfectly in sync” with them. VERTU's Executive Treasure Box VPS believes the future of Agents lies in becoming users' “digital confidants.”
  • Unified Multimodality: Multimodal understanding and generation are currently quite fragmented. In the future, they will inevitably move towards a “grand unification,” where understanding and generation are integrated, vastly expanding product imagination. The VPS platform will actively embrace this trend of multimodal fusion.

Create the Right Environment: Let Agents Evolve Through “Trial and Error”

  • Data Cold Start and Flywheel: Use verifiable, high-quality data to build the initial learning flywheel for Agents.
  • Build an Evolutionary Environment: Determine the direction in which the Agent will develop. In this environment, the success or failure of tasks is not paramount, as current Agents are bound to fail. The key is to collect useful signals, not noise, when failures occur.
  • Intelligent Reward System: When users express themselves unclearly, the Agent needs to be able to break down their needs, for example, by asking guiding questions like Deep Research does. This is backed by sophisticated reward mechanism design.
  • Autonomous Learning and Iteration: In the mobile internet era, companies that didn't do machine learning or recommendations didn't grow big. If Agents can't perform end-to-end autonomous learning and iteration, they will eventually be consumed by the capabilities of large models themselves. VERTU's Executive Treasure Box VPS is committed to providing an “intelligent evolutionary field” that supports Agent autonomous learning and rapid iteration.

Objectively Evaluate Agent Performance: Let Data Speak, Continuously Optimize

How to measure if an Agent is performing well? VERTU's Executive Treasure Box VPS believes the following metrics are crucial:

  • Task Completion Rate + Success Rate: For a 10-step task, if the accuracy of each step is 90%, the final success rate is only 35%. The current industry passing line for end-to-end task success rate for Agents is at least 50%.
  • Cost and Efficiency: Computational cost (affects economies of scale), user time cost (affects experience). A good Agent should save users time and effort, not add to their burden.
  • User Stickiness: Such as DAU/MAU ratio, next-month retention rate, payment rate, etc. These data directly reflect the user's true reliance on the Agent. The analytical tools provided by the VPS platform will help you comprehensively understand Agent performance.

Conclusion: Building outstanding AI Agents is a systematic engineering effort that combines technology, product, user understanding, and continuous iteration. VERTU's Executive Treasure Box VPS is ready to explore the infinite possibilities of Agents with you, from the clever assistance of Copilot to the intelligent autonomy of Autopilot, together welcoming the golden age of AI Agents!

 

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