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Future Horizons

Self-improving agents, RLVR, world models, computer use, autonomous software engineering, and multimodal agent systems.

The Future of Agentic AI: 2026–2031 Trajectory Self-Improving Agents with RLVR Darwin-Gödel Machine Architecture for Self-Evolving Agents Reinforcement Learning with Verifiable Rewards (RLVR) World Models for Agentic Planning Computer Use and GUI Automation Agents Autonomous Software Engineering Agents in 2026 Scientific Discovery with Hypothesis-Generation Agents Multimodal RAG: Video and Audio Agents Edge AI Agent Local Inference on Constrained Hardware Agentic Data Engineering: NL-to-SQL Agents