2 papers
cs.AI2026
Learning on the Job: Continual Learning from Deployment Feedback for Frozen-Weights Agents
Valentin Tablan, Scott Taylor, Kristoffer Bernhem
AI agents encounter learning opportunities in every episode they run, and discard nearly all of them: the underlying models are frozen at deployment, so an agent that resolves a di…
cs.AI2025
Smarter Together: Creating Agentic Communities of Practice through Shared Experiential Learning
Valentin Tablan, Scott Taylor, Gabriel Hurtado +4
The transition from human-centric to agent-centric software development practices is disrupting existing knowledge sharing environments for software developers. Traditional peer-to…