Metronisys Operational Implementation

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Operational Implementation

Execution Standard — MP-01 to MP-15

MP-01 — Attention Sovereignty

Directive: Attention must be actively governed and protected from fragmentation.

  • No engagement-maximising features
  • Outputs must be actionable and goal-aligned
  • Single-focus interaction only

Implemention example:
if not output.is_actionable:
    suppress(output)


MP-02 — Energy-First Living

Directive: Systems must optimise for human energy states, not time.

  • Adapt to fatigue and cognitive load
  • Reduce system demand in low-energy states

Implemention example:
if user.energy < 0.4:
    reduce_complexity()


MP-03 — Identity Stability

Directive: Systems must not redefine or lock user identity.

  • No permanent behavioural labels
  • All user states are temporary

Implemention example:
user_state = {"status": "temporary", "expires": True}


MP-04 — AI-Augmented Human Living

Directive: AI must reduce mental load, not increase it.

  • Simplify outputs
  • Reduce decisions and steps

Implemention example:
result = simplify(ai_output)


MP-05 — Rhythmic Structure

Directive: Systems must operate in adaptive cycles.

  • Batch tasks instead of constant interruption
  • Align with human rhythms

Implemention example:
scheduler.run("focus_cycle")


MP-06 — Purposeful Simplicity

Directive: Reduce complexity through intentional subtraction.

  • Remove unnecessary features
  • Minimise decisions

Implemention example:
if not feature.reduces_complexity:
    delete(feature)


MP-07 — Legibility

Directive: Systems must be observable, traceable, and explainable.

  • No black-box decisions
  • Full traceability required

Implemention example:
log = {"input": x, "output": y}


MP-08 — Data as Self

Directive: Personal data is an extension of the individual.

  • Minimise data collection
  • Protect sensitive data by default

Implemention example:
if not required:
    do_not_collect()


MP-09 — Human Authority Is Non-Negotiable

Directive: Humans must retain authority over meaningful decisions.

  • Require user confirmation for critical actions

Implemention example:
if impact == "high":
    require_user_confirmation()


MP-10 — Reversible Actions

Directive: All actions must support undo, rollback, and recovery.

  • Maintain state history

Implemention example:
history.append(state)


MP-11 — Technology Respecting Human Attention

Directive: Systems must not exploit cognitive vulnerabilities.

  • No dark patterns
  • No infinite scroll or manipulation


MP-12 — Systems Must Be Actively Fair

Directive: Fairness must be enforced, not assumed.

  • Detect and correct bias

Implemention example:
if bias_detected:
    correct()


MP-13 — Friction vs Failure

Directive: Introduce friction in high-impact decisions.

  • Require confirmation and delay for critical actions

Implemention example:
if impact == "high":
    require_double_confirmation()


MP-14 — Governed Systems, Not Trusted

Directive: Systems must be constrained and controllable.

  • Expose control mechanisms
  • Include kill-switch capability


MP-15 — Agents Propose — Humans Decide

Directive: Agents assist; humans decide.

  • Agents recommend, not execute critical actions

Implemention example:
proposal = agent.generate()
if user.approves:
    execute(proposal)


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