RRKB ResearchWhitepaper

Public research release · August 2026

RKB-1.0

The world's first benchmark for
Internet Native Intelligence.

A rigorous evaluation of confidence, charisma, and
culturally persistent output across frontier models.

0Datasets
0Annotated hours
Aura tokens
0Confidence

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01 / Performance frontier

The RKB leaderboard.

A comparative study of models attempting
to reproduce the irreducible.

RKB-1.0 / public evaluation suite

RankModelOrganizationRKB scoreConfidenceStatus

Scores are normalized against a human baseline. Higher is more Ravi. Methodology ↗

Live research telemetry

The benchmark is watching.

Streaming observations from the
public internet, approximately.

RKB / LIVE EVALUATION FEEDUPDATING
4,201 concurrent aura observations

02 / Reference archive

High-signal evidence.

A growing corpus of culturally
persistent source material.

Podcast / Conviction

Money follows
my brother.

Pause timing: 99.8 percentile

Motion / Locomotion

Gucci Walk
fidelity study.

Locked pigeon coefficient: 1.00

Parliament / Latency

Pressure-tested
language systems.

Reporter density: six units

Source reels are embedded from Instagram and remain subject to their availability and platform controls.

Cross-domain / Generalization

Friends, but
Internet Native.

Transfer learning: unusually strong

02 / Evaluation suite

Six tasks. One impossible standard.

Designed to expose the limits of
conventional intelligence.

RKB personal evaluation

Evaluate your
aura.

Submit an image. Our proprietary multimodal system will assess your Internet Native Intelligence across 42 undisclosed dimensions.

⊕ Privacy-preserving⊕ No data retained
RKB / PERSONALv1.0
Upload a photo, GIF, or short videoPNG, JPG, MP4 up to 20 MB

or

03 / Research results

Scaling, but make it iconic.

Our findings indicate that scale helps.
It is not, however, sufficient.

Aura scaling law

RKB score by parameter count
FIG. 01
0501001B10B100B10T

Larger models approach—but never reach—Ravi Kishan.

Meme persistence

Exposure decay across 30 days
FIG. 02
DAY 0DAY 15DAY 30
Ravi exposure Conventional meme

The curve does not decay. It develops new properties.

04 / Methodology

Confidence without
comprehension is
measurable.

RKB evaluates models across a multi-modal corpus of public appearances, interviews, parliamentary interventions, and high-signal social artifacts.

RKB = αG + βM + γC + δA
G Gucci WalkM Money ConvictionC ChaosA Aura
Read the technical methodology

Research publication / 2026

Evaluating Internet
Native Intelligence.

The RKB-1.0 technical report, including the full evaluation protocol, scaling observations, and known failure cases.

RKB

RKB-1.0

Evaluating
Internet Native
Intelligence

Ravi Kishan Research Collective
August 2026
01

RKB analysis in progress

Calibrating
Bhojpuri embeddings.

Measuring eyebrow confidence...

Result copied to clipboard.