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2. The Two Constitutional Guarantees

2.1 Reconstructability

For every consequential Governance decision, Airawat must be able to reconstruct the decision context as it existed at the time of decision.

Not:

What do we know now?

but:

What could the decision maker reasonably
have known then?

These are different queries.

A record corrected in 2030 must not silently replace the version available to an officer making a decision in 2027.

Airawat preserves both:

current truth / current institutional view

and:

historical decision context

A decision must therefore be reproducible from version-pinned references to:

evidence
rules
authority
process
recommendations
models
schemas
facts
software executions

2.2 Learnability

Every layer contains a feedback loop.

Airawat learns from:

usage
errors
corrections
outcomes
appeals
audits
prediction accuracy
recommendation quality
failed interactions
unmet demand
runtime failures
trust failures

But learning is never self-modification without governance.

Learning produces:

proposal
candidate rule
candidate model
candidate configuration
candidate process
candidate surface
candidate vocabulary

which must then pass through the appropriate certification, approval, or governance mechanism.

Therefore:

Learning proposes. Governance and certification admit.