KNOWLEDGE
Habits and cues
A habit is easier to build when it has a clear cue, a simple action and a real reward.
KNOWLEDGE UNIVERSE
Habits and action
First steps, cues, if-then plans, environment, routines and values - small mechanisms instead of big declarations.
What you can do
- attach the habit to an existing ritual
- reduce starting friction
- decide when and where
- measure completion, not perfection
TOPIC DEPTH / SELF-OBSERVATION
From knowledge to self-observation
This layer organizes the existing topic rules. It does not add new claims or diagnoses.
How to observe
The minimum needed for meaningful self-observation.
Topic boundaries
- 21 days is not a rule for everyone
- the bot does not punish setbacks
Data limitations
- Conclusions from a small number of check-ins are hypotheses.
- User self-report may be incomplete or variable.
- The app observes patterns; it does not confirm causes.
Interpretation limitations
- Do not use this for diagnosis or treatment.
- Do not promise an outcome or health improvement.
- Do not strengthen wording beyond the current level of source verification.
- If the user describes a health risk or crisis, the safety router takes priority.
Source limitations
- Sources require manual verification before strong claims are allowed.
Use for education and self-observation, not diagnosis or treatment.
Suggest a small safe step and encourage observation rather than a radical change.
EVIDENCE LAYER
Sources and limitations
Sources and conclusions require cautious language. This is education and self-observation, not diagnosis or treatment.
Time to Form a Habit: A Systematic Review and Meta-Analysis of Health Behaviour Habit Formation and Its Determinants
Scope: Until full manual review is complete, use cautious wording and do not draw medical conclusions.
Limitations: Use as educational background. Do not create diagnoses or medical recommendations.
Open source ↗