Self-Learning in Enterprise Agents

All research › Enterprise Agent Architecture

Self-learning agents in enterprise financial systems. What an agent should be allowed to learn, how learned rules are configured and inherited through the business's own hierarchies, and why most of what an agent learns is a deferred fix rather than a genuine rule.

Papers

Listed in reading order.

01 Self-Learning Architectures for Enterprise Agents The discipline of what not to learn: why production-grade self-learning agents absorb a narrow slice, govern it by hand, and never touch their own code.
02 Self-Learning Configuration in Enterprise Agents How a learned rule hangs at a level in the business's own hierarchies and inherits down, where it is overridden, and the close cadence that admits new rules.
03 Learning Instead of Fixing Why most of what an agent learns is a deferred fix for process, data, and technical debt, and how the rule store becomes a map of what to repair.