Business query assistants: separate interpretation from calculation
A study of query tools, charts, exports and access boundaries in our inspection and LIMS work, including why a numeric answer is not sufficient.
Read moreStudying how the workflows work
Studies of business queries, knowledge answers and collaboration summaries based on our own project implementations and records, with limits and open questions.
Implementation studies from our projects: design choices, known limits and questions for further validation. These articles do not represent new tests or production results.Collaboration summaries: separate work records from management judgments
A study of status meanings, human corrections and traceability in our WeChat reporting workflow, including what a cross-system assistant still needs to validate.
Read moreKnowledge answers: what to check after a citation appears
An implementation study of document scope, versions, missing evidence and source checks in LIMS knowledge answers, based on limited demonstration records.
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