DeepAgent: Redefining AI Reasoning Through Unified Thinking, Tool Discovery, and Action Execution
24 days ago 高效码农In today’s rapidly evolving landscape of artificial intelligence, a fundamental challenge persists: how can we create AI systems that truly reason like humans when tackling complex, real-world problems? Traditional AI agents have struggled with tasks requiring multiple tools, long-term planning, and adaptive decision-making. The limitations of current frameworks become especially apparent when agents face environments with thousands of potential tools or require sustained interaction over many steps. DeepAgent represents a paradigm shift in how we approach this challenge. Instead of forcing AI systems into rigid, predefined workflows, DeepAgent unifies thinking, tool discovery, and action execution within a single, coherent reasoning …
Agents 2.0: From Shallow Loops to Deep Agents—Unlocking AI’s True Depth in Thinking
1 months ago 高效码农Picture this: You’re a harried AI developer with a beast of a task on your plate—research the latest breakthroughs in quantum computing and whip up a structured report for your team. You fire up a basic AI agent, the kind built on a trusty while loop, and it dives in. It smartly calls a search tool, snags a bunch of paper abstracts, and starts piecing together insights. But before long, chaos ensues: The context window overflows with raw web scraps, the agent starts hallucinating wild tangents, loses sight of the report’s core goal, and spirals into an endless loop of …