// NODE IDENTIFIER: GUS.LI / RESEARCH ARCHIVE

AUGUSTUS LI

FOCUS: Systems Architecture | Mathematical Logic

PATH: Electrical Engineering & Applied Math

INFRA: Edge Computing / Distributed Node

COMMS: [email protected]

Core Focus: KK-NVP_
Advanced signal optimization pipeline research. Focusing on algorithmic efficiency and hardware-level codesign.
New Research: THEIA
Three-valued neural logic engine. Teaching machines to say "I don't know."
LABORATORY
Meditation Protocol & Neural Experiments.
KK-NVP_

PROJECT_ID: KK-NVP // CORE_BRANCH

CLASS: Advanced Signal Optimization Pipeline

DOMAIN: Algorithmic Efficiency | HW/SW Codesign

STATUS: ACTIVE — RESEARCH IN PROGRESS

PRIORITY: ■■■■■ CRITICAL

ABSTRACT:

High-throughput signal processing architecture targeting sub-millisecond latency bounds. Research integrates custom numerical methods with hardware-aware compilation strategies for next-generation compute substrates.

SEE HOW IT CHANGES EVERYTHING.
20X SMALLER / 90% QUALITY RETAINED
TRY NOW: KK-NVP_
Change begins in your hands.
HEVC / H.264VSKK-NVP
2.0 GBRAW 4K DATA
100M
// METRIC_01: LOW-BITRATE DOMINANCE[ CLICK TO EXPAND ]
+34.1 VMAF
At a suffocating 95 Kbps, direct H.265 degrades to an unusable VMAF of 22.63. KK-NVP sustains a highly usable 56.71.
[ DIAGNOSTIC: VISUAL QUALITY MAP ]
H.265
(BLURRED)
KK-NVP
(SHARP)
// METRIC_02: BANDWIDTH ANNIHILATION[ CLICK TO EXPAND ]
-41.8% BD-RATE
Achieves massive average bandwidth savings over H.265. Savings peak at a staggering 54.4% in complex scenes.
[ DIAGNOSTIC: BANDWIDTH CONSUMPTION ]
100%
H.265
58.2%
KK-NVP
// ARCH_01: IDLE COMPUTE UTILIZATION[ CLICK TO EXPAND ]
1080p -> 4K SYNTHESIS
Cloud sends a compact skeleton. Awakens the GPU to synthesize sharp 4K locally.
[ DIAGNOSTIC: PIPELINE FLOW ]
CLOUD1080p Skeleton
LOCAL GPUNeural Synth
4K DISPLAYSharp Output
// ARCH_02: THE .KK CONTAINER[ CLICK TO EXPAND ]
Graceful FALLBACK
Lightweight custom container embedding compressed skeleton. Seamless 1080p playback on legacy clients.
[ DIAGNOSTIC: NODE COMPATIBILITY ]
.KK CONTAINER
Discrete GPU -> NEURAL 4K
Legacy PC -> HW 1080p
ARM SoC -> SW 1080p
// INITIATE_CONNECTION[ CLICK TO EXPAND ]
CONTACT ME
Open secure channel for inquiries and collaboration.
[email protected]
[ SWIPE TO EXPLORE ]
SUFFER FROM LOW BANDWIDTH?
DRAG TO FEEL THE LAG
KK-NVP
SILKY SMOOTH
H.265 DECODE
COMPUTE BOTTLENECK
NEURAL SYNTHESIS
FULL THROUGHPUT