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Architect
Architect
Mar 23, 2025 · Artificial Intelligence

The Future of AI Agents: From Prompt‑Driven Workflows to Model‑as‑Product and Reinforcement‑Learning‑Powered Agents

The article argues that the next wave of AI agents will shift from brittle, prompt‑driven workflows like Manus to truly autonomous, model‑centric agents trained with reinforcement learning and reasoning, exemplified by OpenAI's DeepResearch and Anthropic's Claude Sonnet 3.7, while the API‑driven market model collapses.

AI agentsClaudeDeepResearch
0 likes · 28 min read
The Future of AI Agents: From Prompt‑Driven Workflows to Model‑as‑Product and Reinforcement‑Learning‑Powered Agents
Baobao Algorithm Notes
Baobao Algorithm Notes
Mar 23, 2025 · Artificial Intelligence

Why Future AI Agents Must Evolve Beyond Prompt‑Driven Workflows

The article argues that the next generation of AI agents should focus on improving the model itself through reinforcement learning and reasoning rather than relying on pre‑designed prompt‑driven workflows, highlighting industry trends, technical challenges, and the shift toward treating models as products.

DeepSearchLLMmodel as product
0 likes · 29 min read
Why Future AI Agents Must Evolve Beyond Prompt‑Driven Workflows