Nikhila Ravi

speaker

227 appearances 1 recordings 1 series first heard Dec 2025 last heard 18 Dec

Nikhila Ravi’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 1 in all, peaking in Dec 2025 with 1.

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Like the Roboflow Rapid examples you were sharing.

Yeah, maybe I could

Say one point and then Penkton, feel free to add.

One you know, as we mentioned before, M3 isn't just a version bump.

We are really having a unified model that can do many different tasks in the same unified architecture.

And so, you know, in the same way that

LLMs can do many different tasks without needing a task-specific model.

Like with SAM3, we're able to do image promptable concept segmentation, video promptable concept segmentation.

We can do we don't need a specialist model for counting.

We can do interactivity.

So really there's like multi-capability visual models that are on par or better than the single task state of the data.

of the art models.

So that's really one place in which

SAM3 fits into the AI ecosystem.

In terms of M L LMs, I don't know if Penktron, you wanna talk about the agent approach?

Maybe I can comment on SAM specifically, but in SAM3, we did leverage many of the open source contributions people have made on top of SAM2.

There were new there were new data sets, there were new benchmarks, there were new kind of inference time optimizations.

We adopt a lot of the things that the community built on top of the models, on top of the data sets.

Um and so the all of those contributions helped make SAM three.

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