From Systems Of Record To Systems Of Reason: The Enterprise AI Revolution

From Systems Of Record To Systems Of Reason: The Enterprise AI Revolution

Inside the quiet core of enterprise software, firms like Deltek are leading the enterprise AI revolution, turning systems of record into systems of reason that think and adapt.

Meta’s SPICE framework lets AI systems teach themselves to reason

Researchers at Meta FAIR and the National University of Singapore have developed a new reinforcement learning framework for self-improving AI systems. Called Self-Play In Corpus Environments (SPICE), the framework pits two AI agents against each other, creating its own challenges and gradually improving without human supervision.While currently a proof-of-concept, this self-play mechanism could provide a basis for future AI systems that can dyna…

Meta’s SPICE framework pushes AI toward self-learning without human supervision

Meta researchers have unveiled a new reinforcement learning framework called SPICE (Self-Play in Corpus Environments) that enables large language models (LLMs) to improve their reasoning skills without human supervision. Developed with the National University of Singapore, SPICE trains a single model to act as both a Challenger, which generates complex, document-based problems, and a Reasoner, which solves them. By grounding the learning process…