LEARNING-NEW-TOOLS-FAST5 MIN READ
Automate After the Core Loop
Decide when automation should wait until the learner understands the manual core loop and failure modes.
Lina needs synthesis quality, not just speed. The core loop is note -> tag -> evidence -> review. Automation should wait until she can judge that loop.
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