Refining the Prompt Forger in Real Time
Tool Used: Prompt Forger (original version)
Situation: Extended medical crisis involving cognitive decline, medication errors, and active interference from a family member. The original Forger would dictate "call 911" for every entry—useless in a 6-month prolonged situation.
What Happened: Over months of daily use, the Forger was trained to recognize the difference between a true emergency and a manageable event. It learned to calibrate responses: observation before intervention, strategic withdrawal when appropriate, and action only when safety required it.
What Worked: The final version is not the same tool that started. It was shaped by the crisis it was designed to manage. Direct Observed Dosing was implemented. The Log proved its value as evidence. Strategic withdrawal preserved caregiver energy.
What Didn't: The original "call 911" reflex had to be unlearned. The tool needed human judgment to become useful.