Mianbi Intelligence and research partners release PilotDeck 2.0 agent system
The AMW Read
The release incrementally advances agent orchestration through editable memory and model routing, but its reported cost advantage remains specific to the team's tests.
Mianbi Intelligence and research partners release PilotDeck 2.0 agent system
Tsinghua University's THUNLP laboratory, Mianbi Intelligence and OpenBMB have released PilotDeck 2.0, an open-source agent operating system. It separates project files, memories and skills into workspaces, exposes memories for inspection and editing, and supports background task execution. An idle-time memory consolidation mode includes rollback. The system supports MCP, web and CLI interfaces, and messaging integrations, with deployment options for macOS, Linux, Windows and Docker under AGPL-3.0.
The release puts agent orchestration and context management at the center of product differentiation. Its routing system assigns planning to stronger models and supporting work to cheaper ones, making task economics depend partly on how models are coordinated. Across seven complex tasks, the research team reported a score of 70.6 at $3.15 using Claude Sonnet 4.6 with MiniMax-M2.7 subagents, compared with 69.1 at $18.36 for standalone Sonnet 4.6—about 83% lower cost. Those results support a narrower claim about the tested configuration; they do not establish equivalent savings across production workloads.
For builders, the concrete opportunity is to evaluate model routing alongside inspectable memory and persistent execution as one workflow system. A useful deployment trial would compare total task cost, completion quality and recovery from incorrect memories against an existing single-model setup. Workspace isolation and editable memory address operational control, while background execution raises the practical question of how much work can finish without intervention. Investors should distinguish the reported benchmark improvement from evidence of sustained adoption or a defensible commercial position.
