Commentary: Specialized "Deep Research" tools quickly swallowed by general agents
Darpinian · x · 2026-08-22
The author responds to a discussion on the "Bitter Lesson," citing "Deep Research" tools as evidence of its core truth:
- Just a year ago, people were in awe of specialized "Deep Research" tools.
- However, these task-specific harnesses were quickly swallowed by general-purpose agents.
- In fact, current general agents are much better at "deep research" than those specialized tools.
- The author notes that the previous tools only gained traction because they provided access to the o3 model and a higher thinking budget, not due to successful product design. All the usefulness came from the underlying model, not the product wrapper.
Related event: General agents devour specialized deep-research tools in just a year(2 posts)→
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