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Academic Librarian, Singapore. Blogger at musingsaboutlibrarianship.blogspot.com and now aarontay.substack.com
Bloghttps://musingsaboutlibrarianship.blogspot.com/
ORCIDhttps://orcid.org/0000-0003-0159-013X
Google Scholar Profilehttps://scholar.google.com/citations?user=F9_kHm0AAAAJ&inst=14102473421921925766
works atsmu.edu.sg
[Blogged] The Sycophancy Fallacy: Why You May be Worried About the Wrong Bias with Search https://open.substack.com/pub/aarontay/p/the-sycophancy-fallacy-why-you-may
The Sycophancy Fallacy: Why You May be Worried About the Wrong Bias with Search

AI search tools aren't "agreeing" with users—they are retrieval systems. Confusing the two is a category error that obscures the real risks.

Aaron Tay's Musings about Librarianship
[Blogged] Are AI Tools Killing Review Articles? Two Failure Modes Suggest Otherwise https://aarontay.substack.com/p/are-ai-tools-killing-review-articles
Are AI Tools Killing Review Articles? Two Failure Modes Suggest Otherwise

arXiv recently restricted review article submissions in computer science, requiring journal or conference acceptance before deposit. They noted specifically that the change was driven by an “unmanageable influx” and that LLMs made review/position papers “fast and easy to write,” and that many were “little more than annotated bibliographies.”

Aaron Tay's Musings about Librarianship

[Blogged] Why It's Harder Than Ever to Know What to Type Into an AI Search Bar. https://open.substack.com/pub/aarontay/p/the-blank-box-problem-why-its-harder

Edit: An earlier version of this included a NotebookLM generated image with 2 text sections with minor issues. I've fixed it.

Sorry about that. This is a good reminder to check properly even for low-stakes situations.

[Blogged] A 2025 Deep Dive of Consensus: Promises and Pitfalls in AI-Powered Academic Search https://aarontay.substack.com/p/a-2025-deep-dive-of-consensus-promises
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 interfaces out there, with color-coded references, and the Consensus Meter, for all its methodological faults, is likely to appeal to undergraduates and less advanced users. Add advanced pre-filters and LibKey integration to institutional full-text, and it is easy to guess this will be a hit for many users doing narrative literature reviews.

Aaron Tay's Musings about Librarianship
[Blogged] Scholar Labs Early Review: Google Scholar Finally Enters the AI Era
https://open.substack.com/pub/aarontay/p/scholar-labs-early-review-google?l
Scholar Labs Early Review: Google Scholar Finally Enters the AI Era

Generated by Nano-Banana Pro from text of this blog post

Aaron Tay's Musings about Librarianship
[Blogged]Model Context Servers - Wiley AI Gateway & PubMed - How Claude can now pilot test search strategies using PubMed https://aarontay.substack.com/p/mcp-servers-and-academic-search-the
[Blogged] Deep Research, Shallow Agency: What Academic Deep Research Can and Can't Do - The Agentic Illusion: Most Academic Deep Research runs fixed workflows and stumbles when given unfamiliar literature review tasks that do not fit them.
https://aarontay.substack.com/p/how-agentic-are-academic-deep-research
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.

Aaron Tay's Musings about Librarianship
Why Ghost References Still Haunt Us in 2025—And Why It's Not Just About LLMs
https://aarontay.substack.com/p/why-ghost-references-still-haunt . I'm not too sure about this one , it's probably underplaying the role of LLMs in ghost references but still interesting.
Why Ghost References Still Haunt Us in 2025—And Why It's Not Just About LLMs

Ghost references existed long before LLMs. This post examines how Google Scholar's [CITATION] mechanism and web pollution may undermine RAG verification.

Aaron Tay's Musings about Librarianship
[Last blog post of 2025] "AI-powered search" hides at least 4 different things—post-retrieval features, semantic search, LLM ranking, and synthesis. Your concerns about one may not apply to another. New post unpacking what's actually under the hood. https://aarontay.substack.com/p/what-do-we-actually-mean-by-ai-powered
Why I Think Academic Deep Research — or at Least Deep Search — Will “Win”

Aaron hypes up academic deep research and explains why

Aaron Tay's Musings about Librarianship