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Lab Productivity

A better science engine still does not keep the log

Jon Marrs / ResearcherFlow/September 3, 2026/2 min read
Plate — Lab Productivity

OpenAI launched GPT-6 Astra today. Officially it is supposed to be good at science, along with computer use and software.

That is useful. It is not the lab's week of record.

ResearcherFlow will use whatever models are good at scientific research. Today that is Claude Sonnet through OpenRouter. We may add GPT-6 Astra later. A better science engine still has to read the literature you imported and the log you kept.

A model that can reason about a paper still does not write three lines when the run ends. It does not know which student is blocked unless someone logged it. It does not assemble Monday from a workspace that does not exist.

The shareable unit is still a paper card: contribution, methods, findings, limitations. Flow can still search the set, draft a synthesis, and stop until you approve it. A better engine underneath does not change that gate.

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Jon Marrs
ResearcherFlow
https://researcherflow.com

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Further reading

Lab ProductivityKeep the disagreements

When two papers disagree, the useful output is the disagreement itself — linked to its sources.

Lab ProductivityWrite the run down the day it happens

By Friday the run finished. By Monday none of that is in one place. Log the outcome, the blocker, and the next step the same day the run ends.