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Ephemeral Knowledge Graphs & Agentic Systems
Part of the strategy that Orion is employing is "Ephemeral Knowledge Graphs." These are generated based on threat analysis outputs to model a single or multi-stage attack and are trainable over time for custom models. These ephemeral graphs capture the dynamic nature of threat landscapes, allowing us to adapt quickly to new threats by integrating real-time data and historical context.
Research & Agent Networks
Can hidden links between disparate knowledge be drawn out through Knowledge Graphs and recent developments in NLP, specifically LLMs with a strong understanding of knowledge structures? MIT research shows scientific knowledge can be expanded with graphs, and agent networks are being used for novel breakthroughs.
LangGraph & Agentic Architecture
LangGraph is a framework for building graph-based agent systems. NASA's JPL uses LangGraph to orchestrate agents controlling both physical and virtual systems, optimizing tasks using RL. This agentic architecture is valuable in robotics and dynamic simulations.
Personal Meta-Cognition & Graphs
Conceptually, the way between ideas clustered in a certain area was that of a graph. Collections of data points, blocks of data formed into principles, maybe a sprinkle of wisdom showing itself on the good days.
Orion Agents, Cognitive Synthesis, and Orion Network
A multi-agent network processes data from the hunters, triages the information, and reports it. Orion Network will maintain data encryption in motion and at rest to ensure transaction authenticity. The underlying concept is to uncover links between seemingly unrelated data—a theory embodied by Synapse.
Context, Outliers, and Data Sources
Embed data within its relevant context to enhance understanding and decision-making. Identify and analyze deviations from the norm to uncover potential threats. The Orion network will contribute high-quality intelligence reports, integrating feedback using reinforcement learning.
Langchain, LangGraph, and Agentic Workflows
Langchain and LangGraph offer powerful tools for building agentic workflows. Cloudflare Workers emerged as an ideal solution for hosting our API due to its serverless architecture and global distribution. Agentic workflows are integral to platforms such as Orion and Timeless Love.