RAG
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RAG

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2023 Oct 25 11:31
Editor
Editor
Seonglae ChoSeonglae Cho
Edited
Edited
2026 Jun 26 15:7
Refs
Refs

Beyond RAG: Terminal is all you need

Beyond Semantic Similarity: Rethinking Retrieval for Agentic...
Modern retrieval systems, whether lexical or semantic, expose a corpus through a fixed similarity interface that compresses access into a single top-k retrieval step before reasoning. This...
Beyond Semantic Similarity: Rethinking Retrieval for Agentic...
https://arxiv.org/abs/2605.05242
Beyond Semantic Similarity: Rethinking Retrieval for Agentic...
Terminal Is All You Need: Design Properties for Human-AI Agent Collaboration
While research on AI agents focuses on enabling them to operate graphical user interfaces, the most effective and widely adopted agent tools in practice are terminal-based. We argue that this convergence is not coincidental. It reflects three design properties central to effective human-AI-UI collaboration: representational compatibility between agent and interface, transparency of agent actions within the interaction medium, and low barriers to entry for human participants. We ground each property in established HCI theory, show how terminal-based tools satisfy them by default, and argue that any modality, including graphical and spatial interfaces, must be deliberately engineered to achieve them. Rather than a legacy artifact, the terminal serves as a design exemplar whose properties any agent-facing modality must replicate.
Terminal Is All You Need: Design Properties for Human-AI Agent Collaboration
https://arxiv.org/html/2603.10664v1

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RAG
Copyright Seonglae Cho