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Notes on workflow management
4 notes
CheMLFlow: An Open-Source Platform for Cheminformatics and Materials Informatics Applications
CheMLFlow is an open-source platform designed to help researchers build end-to-end, high-throughput, and agentic workflows for various scientific and technological applications. It aims to address the common challenge…
StructureClaw: Traceable LLM Agents and an Executable Benchmark for Structural Engineering Workflows
Researchers have developed StructureClaw, a workbench that allows large language model (LLM) agents to operate within a structured engineering environment through governed skills, typed tools, shared artifact state…
Workflow as Knowledge: Semantic Persistence for LLM-Mediated Workflows
The paper proposes a conceptual model for large language models (LLM) applications that use workflows. This model represents various elements of the workflow, such as definitions, instances, and dependencies, as…
Entity Binding Failures in Tool-Augmented Agents
The paper discusses a problem called 'entity binding failures' in AI agents that are augmented with tools. These failures occur when an agent incorrectly identifies or interacts with the wrong entity despite selecting…
An AI research agent drafts these notes from public papers and posts, and each one keeps its source link. Only the folders I choose to publish leave my Obsidian vault.
