Abstract: Disclosed is a system for processing molecular information and a method of facilitating inter-party communication relating to molecular fingerprints. The system comprises a server arrangement configured to receive an input of the molecular information, wherein the molecular information comprises information pertaining to molecular structure of at least one molecule: process the molecular information to map the molecular structure of each of the at least one molecule in the input to a molecular fingerprint corresponding thereto using neural networks. wherein the molecular fingerprint is a representation of the at least one molecule in a multi-dimensional space that enables comparison of the at least one molecule with other molecules: encrypt the molecular fingerprints using a symmetric encryption algorithm; and store the encrypted molecular fingerprints in a data repository.

Abstract: The present disclosure provides a distributed computer system that comprises worker nodes that are coupled together via a data communication network to exchange data therebetween, wherein the worker nodes include computing arrangements and local databases to process and store data therein. The worker nodes are autonomous agents (AAs), wherein the distributed computer system is configured to use the worker nodes for fulfilling a service request. The distributed computer system also comprises a processing arrangement that generates a bloom tree, driven by cryptographic hash values, ensuring accurate autonomous agent functionality identification, while proof-based decision-making enhances task execution.

Abstract: Disclosed is system enabling application of autonomous agents (AAs) across problem domains. System comprises decentralised computing network to implement software framework (SF). SF comprises client-agent device (client-AA) to receive service request (SR), generate objective in vector(s) recorded in vector database (VD), send objective to agent-device (AA/micro-AA). Agent-device comprises context-builder software module (CBSM) to send query(-ies) to machine learning model agent (ML-Model AA) and/or access VD to retrieve task(s) associated with previous queries to obtain tasks associated with objective.