Research
研究
Five research programs operating across bounded inference, quantum integration, edge deployment, local compute, and nanoscale interfaces. Each program maintains its own evaluation harness and constraint surface documentation.
五个研究项目涵盖有界推断、量子集成、边缘部署、本地计算和纳米接口。每个项目维护独立的评估框架和约束面文档。
Post-LLM Systems
后大模型系统
Verification-first architectures for inference beyond token prediction. Memory systems, constrained orchestration, governance toolchains. All outputs are evaluated against defined constraint surfaces before deployment.
推断验证 · 内存架构 · 约束编排 · 治理工具链Quantum-Integrated AI
量子集成AI
Hybrid classical-quantum workflows where small quantum components serve as constrained decision elements. Bounded sampling integration with defined error margins and decoherence-aware scheduling.
混合工作流 · 有界采样 · 量子接口 · 退相干调度Edge Inference
边缘推断
Offline-first private inference under thermal and latency envelopes. Deployment pipelines for constrained hardware targets with defined power budgets and thermal dissipation profiles.
离线推断 · 热边界 · 部署管道 · 功耗预算Local-Hosted Models
本地托管模型
Secure runtimes, airgapped workflows, local retrieval systems. Fine-tuning under defined constraint surfaces with full data sovereignty enforcement and auditability requirements.
安全运行时 · 气隔工作流 · 本地检索 · 数据主权Nano Interfaces
纳米接口
Nanoscale sensing, materials-adjacent compute interfaces. Signal stability under physical constraints with defined noise floors and biological-digital boundary protocols.
纳米传感 · 材料接口 · 信号稳定性 · 生物数字边界Verification Budgets for Constrained Inference Systems: Formal Bounds and Empirical Validation
Workshop on Bounded Intelligence Systems, AAAI 2025
约束推断系统的验证预算：形式化边界与经验验证
Governance Trace Formats for Auditable Inference Pipelines
Technical Report yl-tr-019. Yueqian Labs
可审计推断管道的治理追踪格式
Deterministic Latency Bounds in Constrained Inference Runtimes
Internal Working Paper, Yueqian Labs
约束推断运行时中的确定性延迟边界
Thermal Envelope Characterization for Sub-5W Edge Inference Targets
IEEE Edge Computing Conference 2024
低于5瓦边缘推断目标的热边界表征
Error Propagation in Hybrid Inference Paths: Empirical Measurements on 7-Qubit Circuits
Lab Report yl-qi-lr-007. Quantum Workflows Unit
混合推断路径中的错误传播：7量子比特电路实证测量
Bounded Sampling in Hybrid Classical-Quantum Workflows
Preprint, submitted to Workshop on Formal Methods in Quantum Computing
混合经典-量子工作流中的有界采样
Piezoelectric Nanowire Array Characterization: Sensitivity, Noise, and Operating Envelope
Technical Report yl-tr-041. Nano Research Division
压电纳米线阵列表征：灵敏度、噪声与工作包络
Airgapped Runtime Design for Local Inference: Architecture and Security Guarantees
USENIX Security Symposium 2024 (Workshop Track)
本地推断的气隔运行时设计：架构与安全保障
Memory Retention Under Defined Decay Policies: A Formal Treatment
Working Paper, Post-LLM Systems Group
定义衰减策略下的内存保留：一种形式化处理
Constrained Orchestration in Multi-Agent Systems: Bounds and Trade-offs
Proceedings of the Workshop on Bounded Intelligence Systems, 2024
多智能体系统中的约束编排：边界与权衡