Manus has exited the Chinese market, fully embracing an expansion into overseas territories. Officials attribute this decision to operational efficiency adjustments and the pursuit of internationalization strategies. On July 19, Ji Yichao, co-founder of Manus, published a technical blog detailing the lessons learned from Agent research and development, as well as training, from a technical standpoint. Ji Yichao emphasized that Manus will prioritize context engineering moving forward, accelerating product iterations through the establishment of "memory" and refined processes.

Specific strategies include:

• Focusing on context engineering to enhance the relevance and adaptability of products.
• Halting the training of new models to reduce resource allocation and focus on refining existing ones.
• Improving KV-Cache hit rates to optimize data retrieval and processing speeds.
• Avoiding dynamically adding tools to maintain system stability and reduce complexity.
• Adopting file systems to store persistent contexts, ensuring data continuity and ease of access.

These measures aim to minimize the cost of training underlying models and significantly boost training efficiency, positioning Manus for greater success in its international endeavors.