Cybernetic Self-Monitoring System
Not a habit tracker. Every action is captured as a timestamped event. Dashboards, analytics, predictions, reviews, AI memory, and coach insights are projections over the same behavioral event stream.
Append-Only Control Surface
Projection-Aware Recommendations
Most important signal
Decision Log emitted decision.recorded. This should influence today's planning loop.
Cybernetic loop status
The system has enough recent events to project dashboard state from behavior instead of static forms.
Next improvement
Add one review event at the end of the day so predictions can compare intention, execution, and outcome.
Reusable AGI OS Modules
Behavioral Event Stream
{
"hours": 7.2,
"quality": 78,
"note": "Recovered after late work block"
}{
"title": "Design event engine",
"focusMinutes": 95
}{
"name": "Morning review",
"streak": 4
}{
"kind": "strength",
"minutes": 42,
"intensity": 72
}{
"decision": "Use event sourcing for Personal OS",
"expectedOutcome": "Reusable AGI OS substrate",
"reviewDate": "2026-07-17"
}{
"topic": "Cybernetic systems",
"minutes": 36,
"output": "Notes for monitoring portal"
}{
"title": "Protect the first work block",
"recommendation": "Schedule deep work before notifications and social inputs."
}Module Activity
Outcome Forecasts
Derived from today's event density, habit completion, and module coverage.
Higher when sleep is low or focus load is already high.
Measures how much of the personal operating system emitted useful signals.
Extensible Portal Contract
plugin.event.recorded
events:read / events:write
projectionKeys: daily-dashboard
module manifests register future AGI OS portals