The Ledger
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Lance Martin: Black-box agent abstractions break when underlying models evolve
“Agent abstractions are problematic because you don't know what's necessarily under the hood of the abstraction. You don't understand it. And if I was building, for example, you know, OpenDeep research with an abstraction, I wouldn't necessarily know how to rip…”
Martin: OpenDeep Research is the top-ranked open-source Deep Research agent
“OpenDeep Research is a deep research agent that I've been working on for about a year, and it's now, according to Deep Research Spence, the best performing Deep Research agent at least on that particular benchmark. So it's pretty good. Listen, it's not as good…”
Martin: The best open-source strategy pairs building tools with educational on-ramps
“I like this one, two punch of building a thing like open deep research, then creating a class so people can actually understand how to build it themselves. And I kind of like that build a thing, create an on-ramp for it.”