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Contextual AI

4 statements across 1 episodes · 3 bullish · 0 bearish · 1 people on the record · first statement Dec 31, 2025 by Nina Lopatina · said 7 times in 2 episodes since 2023 · across every show →

Mentions by year

brought up most by Shawn Wang (2), Nina Lopatina (1)

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2025 5 mentions in 1 episode
2023 2 mentions in 1 episode

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Everything said about Contextual AI, oldest first

Dec 31, 2025 neutral
Disclosure
Nina Lopatina: Contextual AI shifts from MCP to direct API calls
“And I think for us, for me personally, like in my dynamic agent configs, I'm moving more toward API calls. And something a little bit more once I kind of maybe been able to prototype with an MCP server and figure out how I'm going to use this I think then you …”
Nina Lopatina Dec 31, 2025 ▶ 15:48 [State of Context Engineering] Agentic RAG, Context Rot, MCP, Subagents — Nina Lopatina, Contextual
Dec 31, 2025 positive
Assertion Supported
Nina Lopatina: Agentic Context Engineering outperforms prompt-rewriting on complex documents
“So so actually, Identity Context Engineering, that approach actually has shown better benchmark performance on financial and other complex document sets, and the approach they've taken is quite interesting.”
Nina Lopatina Dec 31, 2025 ▶ 18:41 [State of Context Engineering] Agentic RAG, Context Rot, MCP, Subagents — Nina Lopatina, Contextual
Dec 31, 2025 positive
Insight
Nina Lopatina: Smaller models beat larger ones for latency-constrained component tasks
“I think for other component models, like, let's say, like, for a re-ranker, due to latency constraints, smaller is better, is what I've heard from other developers”
Nina Lopatina Dec 31, 2025 ▶ 2:51 [State of Context Engineering] Agentic RAG, Context Rot, MCP, Subagents — Nina Lopatina, Contextual
Dec 31, 2025 bullish
Prediction Not checkable as stated
Nina Lopatina predicts context engineering will reach deployment scale in 2026
“So I think it's kind of, to me, maybe more in a prototyping stage, and I'm expecting next year we'll really see scale for context engineering.”
Nina Lopatina Dec 31, 2025 ▶ 10:03 [State of Context Engineering] Agentic RAG, Context Rot, MCP, Subagents — Nina Lopatina, Contextual
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