Versioned
Every note carries a publication date, update date and stable version.
Public research / V1.0
Research that states
exactly what it knows.
A versioned public record of the questions, definitions and evidence boundaries shaping minimum-state intelligence.
Public corpus06 notes
Evidence postureBounded by default
PublisherVAMANIR
How to read the record01—03
These documents make the public research surface precise without presenting ambition as evidence or exposing protected mechanisms.
Citable
Permanent URLs and primary references make each position independently addressable.
Bounded
Every document states what it establishes—and what it does not.
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Foundation / 001Foundation note7 min
Minimum-state intelligence: the question before the method
Minimum-state intelligence begins before the choice of an optimization technique. It asks how little physical memory a specific intelligent system can occupy, under a specified workload and runtime, while remaining inside an explicit quality boundary.
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The public record
Working foundations.
Exact boundaries.
001Foundation note
Minimum-state intelligence: the question before the method
A precise introduction to minimum-state intelligence and the search for the smallest evidence-valid physical memory state of an AI system.
002Evidence note
What makes an AI memory reduction evidence-valid?
A public framework for distinguishing candidate AI memory reductions from results that are supported by a defined denominator and quality boundary.
003Measurement note
RAM, VRAM, HBM—and the denominator problem
Why credible AI memory-reduction claims must distinguish storage, host RAM, accelerator memory, peak allocation and complete runtime state.
004Validation note
Define the quality boundary before reducing the state
A framework for defining task, behavioural and system-level quality boundaries before searching for AI memory reductions.
005Systems note
Architecture-neutral does not mean architecture-blind
Why a universal AI memory-reduction system needs one physical objective and architecture-specific models of structure, state and execution.
006Infrastructure note
Memory is an infrastructure variable
How the physical memory footprint of AI interacts with accelerators, serving density, power, cooling and infrastructure planning.
Publication rule
A result enters the record only with its evidence boundary intact.
Research positions, methods, measurements and results are labelled separately. No reduction figure becomes a finding without its target, denominator, workload, quality definition and authority.
Explore the evidence standard