- Status
- Active development and field testing
- Public evidence
- De-identified case studies, bounded claims, and machine-readable program drafts
- Current focus
- Guided AI field testing, controlled work-instruction promotion, automated readiness grading, and Check My Work verification
- Recent milestone
- MJM Direct now produces a structured result and controlled visual report inside the MJM interface without the ZIP or copy-and-paste handoff
- Demonstrated range
- Useful guided results tested across air-purifier maintenance, thermostat scheduling, smoke-alarm testing, robot-vacuum identification, household repair, and propane-tank observation
- Class 1 result
- Voice, text, and images produce a concise guided report with current state, next action, verification, sources, uncertainty, safety, and purchasing support when applicable
- Class 2 path
- A guided result can be promoted into controlled work-instruction development with scope, authorization, evidence, acceptance criteria, and Grade Flywheel verification
- Check My Work
- Comprehension, execution notes, repeated camera captures, completion state, verification state, and embedded evidence now produce a visible readiness result and portable HTML record
- Readiness boundary
- Routine household work is intended to pass automatically when complete; life-safety, regulated, licensed, permitted, GMP, or materially hazardous work requires an explicit MJM gate
- Current limitation
- The protected intake queue still performs the initial submission grade manually; automated readiness and internal MJM approval must be separated in the backend
- Operational fallback
- Prompt Pass, copied prompt, and ZIP/report-builder paths remain available while direct integration is field tested
- Prior quality milestone
- EDI cleaning Phase 1 remains closed at Class 2 / Evidence Level 2 with qualification-design traceability; executed qualification and release remain client-controlled
- Last update
- July 26, 2026
- Next work block
- Separate automated readiness from MJM approval, complete the toilet-repair Flywheel trial, and prepare the next public field-test updates
