7 PAPERS BUILDING SINCE 2011 WRITTEN 2026
RESEARCH — WHITE PAPERS

Every project starts as a question.

Technical white papers spanning work from 2018 to today. The papers are recent write‑ups — grouped by the year each project was actually built, not when we got around to documenting it. Read in the browser or pull the PDFs.

2026 5 papers
JUL 2026 PAPER v1.0

SDSTK Studio

A native Swift canvas for visual data science and compound model orchestration on Apple Silicon.

MLX-NativeVisual ProgrammingMixture of ExpertsMCPiPad / macOS
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JUN 2026 PAPER v1.0

mlxMesh / Open Inference Mesh

A federated protocol for privacy‑tiered, measured‑accountability AI compute across wide‑area networks.

WAN FederationMoE ShardingEd25519Secure EnclaveOpen Protocol
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MAY 2026 PAPER v1.0

ExoControlCenter

A native iPad control plane for distributed AI inference clusters built on exo.

exoiPad NativePipeline ParallelCluster OpsMLX
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APR 2026 PAPER v1.0

Model Cartography

A universal platform for neural network interpretability, attribution, and surgical intervention.

Mechanistic Interp.SAEMoE RoutingAI ActCross-Platform
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MAR 2026 PAPER v1.0

SwiftSci

An MLX‑native Swift reimplementation of the Python scientific data science stack.

MLXSwiftAccelerate / LAPACKNo GILApple Silicon
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2020 1 paper · updated 2026
FEB 2020 ↻ UPD 2026 PAPER v1.0

Censor

On‑device few‑shot annotation and dataset organization for Apple platforms. Originally built 2020, actively maintained since.

Few-ShotOn-DeviceVision FrameworkiPad / macOSZero Network Calls
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2018 1 paper · where it started
2018 · ORIGIN PAPER v1.0

ModelBuilder

A universal platform for on‑device machine learning training, inference, and model management — letting anyone build Core ML models from their own data. Our earliest work, dating to 2018.

Core MLCreate MLSwiftUIiPad / macOSOn-Device
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2011–2018 Archived

The pre‑lab years. More than twenty apps shipped since 2011, across domains with nothing in common — where the range came from.

EnergyTechBlockchainWearablesDevOps

More papers are in the works. Open a channel if you want to talk about any of them.