Realtime System Foundation
Event-driven architecture, messaging pipelines, and state synchronization for high-concurrency workloads.
Orynode
Build reliable realtime systems for the AI era.
Research-driven engineering for deployable AI-native systems with low latency, observability, and governance.
Core Build Areas
Research-driven engineering capabilities built for deployability, observability, and governance.
AI Capability Engineering
Production integration of agents, RAG, and structured reasoning with maintainability constraints.
Realtime Intelligent Interaction
Interpretable, controllable, and recoverable human-AI workflows under probabilistic outputs.
Evaluation and Runtime Governance
Offline benchmarks, online metrics, canary rollout, and rollback strategy for continuous operation.
Research Labs / Program
Long-term research directions and engineering practice across AI and realtime systems.
- Research
AI Interaction
Make uncertainty explicit and reduce wrong acceptance.
- Exploration
Intelligent Messaging
Keep high-value signals in high-throughput conversations.
- Concept
Trust & Identity
Unify identity, authorization, and audit trails.
- Active Research
Realtime Infrastructure
Keep realtime availability under bursts and failures.
- Exploration
Time-Series Intelligence
Build reproducible forecasting and anomaly-detection capability on industrial and sensor data.
Technology Focus
AI capability design under realtime constraints: low latency, observability, governance, and iterative reliability.
Realtime inference pipeline
Streaming response, async jobs, and caching orchestration to control end-to-end latency.
Agent orchestration and tool execution
Clear boundaries for planning, execution, rollback, and human takeover in complex flows.
Retrieval and context engineering
RAG, context compression, and memory strategies to improve consistency and traceability.
Structured output and contract interfaces
Schema-driven output validation and downstream orchestration to reduce parsing failures.
Evaluation and online observability
Offline benchmarks, online metrics, and regression gates to control upgrade risk.
Security and governance
Authorization controls, policy enforcement, audit logging, and risk postmortem loops.