Aaron Tay's Musings about Librarianship
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Deep Research, Shallow Agency: What Academic Deep Research Can and Can't Do
The Agentic Illusion: Most Academic Deep Research runs fixed workflows and stumble when given unfamiliar literature review tasks that do not fit them.
Dec 8
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Aaron Tay
16
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Model Context Protocol (MCP) Servers - Wiley AI Gateway & PubMed - How Claude can now pilot test search strategies using PubMed
The Model Context Protocol may fundamentally change how AI tools access academic content. Rather than AI powered search engines building massive…
Nov 30
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Aaron Tay
13
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Scholar Labs Early Review: Google Scholar Finally Enters the AI Era
Generated by Nano-Banana Pro from text of this blog post
Nov 20
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Aaron Tay
25
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A 2025 Deep Dive of Consensus: Promises and Pitfalls in AI-Powered Academic Search
The recent addition of Consensus Deep Search mode is a great boost to its retrieval capabilities. On top of that, it has one of the most appealing…
Nov 15
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Aaron Tay
7
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ResearchRabbit’s 2025 Revamp: iterative chaining without the clutter
ResearchRabbit shipped its biggest update in years: a cleaner iterative “rabbit hole” flow, a more configurable citation graph, and an optional premium…
Nov 2
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Aaron Tay
4
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“We’re Good at Search”… Just Not the Kind That the AI era Demands - a Provocation
I might be exaggerating slightly, but if you look at the few new evaluation matrices for AI-powered search circulating, “relevancy” is often just one of…
Oct 23
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Aaron Tay
17
4
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FORCE2026 in Singapore — Call for Proposals now open (extended 9 Nov 2025)
Also call for Sponsors!
Oct 19
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Aaron Tay
Implications of AI-powered academic search - Recorded Talk
Quick catch-up to what I have been writing and thinking about
Oct 9
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Aaron Tay
11
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Aaron Tay's Musings about Librarianship
Aaron Tay's thoughts about academic librarianship
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