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Aaron Tay's Musings about Librarianship

Aaron Tay

Aaron Tay's thoughts about academic librarianship

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Latest Issues

Better AI Search Rubrics: Roles, Gates, and Retrieval Tests

Buy me coffee via ko-fi!

Whenever I give workshops or talks on AI search tools, someone eventually asks whether I have or recommend an evaluation framework or matrix for AI search tools.

I have been hesitant to give a firm answer. I know...

a month ago
9
2

AI academic search needs better frameworks for understanding and evaluation. These three librarian projects are a start

Most librarian commentary on AI search still operates at the level of warnings and impressions. Tools hallucinate. Sources are opaque. Students should be cautious. None of this is wrong, but none of it helps a colleague decide whether Under...

a month ago
26
2

From Fixed Search Workflows to Agentic Academic Search: Promise, Progress, and the Invisible Menu Problem

Introduction

Academic search tools might be moving towards a different architectural model. The first generation of AI-powered literature review tools — Undermind, Consensus Deep Search, AI2’s Asta — relied on predetermined, hand-crafte...

a month ago
16
2

The Horseless Carriage of AI Search: Why Using LLMs to Generate Boolean Alone Is Likely of Little Benefit

TL;DR: Turning natural language into Boolean is not the future of library AI search. It can help with some failed queries, but the bigger problem in most discovery systems is weak ranking, not the need for better Boolean. More radically, I...

2 months ago
28
6

The agentic researcher - building custom, transparent and extensible workflows with Claude & MCP

When I last wrote about MCP servers in the context of the launch of Wiley’s AI Gateway and the PubMed MCP server/connector you could add to Claude.ai, I received a few private messages from librarians and researchers who shared how much mor...

3 months ago
29
5

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  • Aaron Tay

    I'm librarian + blogger from Singapore Management University. Social media, bibliometrics, analytics, library tech. Here to learn from experts, not an expert.

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