SORIKA LABS · ARCHITECTURE & RESEARCH VAULT

Technical Reports & Architecture.

Explore peer-level research papers, non-autoregressive acoustic formulations, spatial layout benchmarks, and foundational architecture documentation by Darsh Yadav.

PEER-LEVEL RESEARCH

Featured Technical Reports

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REPORT #001 · ACOUSTIC TTS80M Parameters

Suzune S1: Non-Autoregressive Acoustic Diffusion with Continuous AdaLN Prosody

Presents an ultra-compact 80M speech synthesis engine combining a 12-layer phoneme-level PL-BERT representation with multi-band iSTFTNet neural vocoding. Achieves 0.018x RTF on GPU with strictly constant ~320MB VRAM footprint and zero phonetic hallucinations.

Author: Darsh Yadav
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REPORT #002 · SPATIAL OCR120M Parameters

Kaori K1: Zero-Shot Multi-Column Spatial Layout Extraction & Geometric Hierarchy

Introduces a 120M deformable spatial vision transformer capable of continuous bounding box coordinate synthesis and hierarchical semantic reading order reconstruction across dense, noisy multi-column financial and legal documentation.

Author: Darsh Yadav
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RESEARCH REPORTS

Technical Papers

Peer-level technical papers with full mathematical formulations and architecture diagrams.

SYSTEM SPECS

Foundation Models

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Studio Newsroom

Official release notes, model milestone announcements, and public disclosures.

ENGINEERING PHILOSOPHY

Founder Essays & Blog

Essays on solo model architecture, deterministic reliability, and calm frontier intelligence.

FOUNDATION METRICS

Architectural Benchmarks

SUZUNE S1 FOOTPRINT
80M

Compact non-autoregressive speech parameters with continuous AdaLN.

END-TO-END LATENCY
< 20ms

Real-time GPU acoustic vocoding via fast iSTFTNet.

KAORI K1 OCR
120M

Zero-shot multi-column layout transformer with coordinate geometry.

MEMORY COMPLEXITY
O(1)

Constant ~320MB VRAM footprint with zero KV cache bloat.

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Reach out directly to solo founder and lead architect Darsh Yadav for private model licensing, technical papers, or compute grants.

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