Measured
Observed directly
Proof at every boundary
The proof is
the product.
Maximum RAM reduction matters only when the intelligence survives.
Every result must be measured, bounded and attributable.
If quality falls,
the candidate fails.
No reduction earns authority by being smaller alone.
The claim passport
A result is not a number.
It is a number plus its entire boundary.
Every public VAMANIR finding is intended to travel with the identity, denominator, quality definition, uncertainty and validation authority required to interpret it correctly.
ReductionPublished when validated
- Target identity
- Exact revision
- Memory denominator
- Measured physical surface
- Quality boundary
- Declared + untouched
- Authority
- Explicit evidence class
No number without its denominator
Every finding will carry its exact boundary.
Target identity
The exact model, checkpoint, tokenizer and configuration.
Workload
The dataset, task, cohort and protocol that produced the result.
Runtime + hardware
The backend, device, topology and operating conditions.
Memory denominator
The physical memory surface against which reduction is calculated.
Quality boundary
The defined capability that must remain intact.
Uncertainty
What is known, what remains uncertain and what would invalidate the result.
Validation level
Whether the authority is measured, predictive, shadow-observed or runtime-validated.
Authority advances through observation
From predicted to shadow-observed to runtime-validated.
PredictedSimulated + calibrated
Shadow-observedUntouched confirmation
Runtime-validatedFuture operational evidence
Every finding will speak
with its exact boundary.
No invented confidence. No hidden denominator. No simulated result presented as observation.
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