Quantized ModelsModel profiles for local inference, long context, and varied precision budgets

Model OverviewExplore current quantization targets, formats, and validation status APIComing SoonA unified interface for model access and inference services

Model InfraInfrastructure for model compression, efficient inference, and long-context serving

TyloQuantOpen PrototypeMixed-format quantization, precision allocation, and a CUDA/C++ runtime for high-fidelity local inference HeadWiseKVOpen SourcePer-layer, per-KV-head cache-window allocation that reduces KV-cache residency for long-context local inference

Research FocusResearch on persistent intelligence and long-horizon interaction

Research OverviewAn overview of ongoing work on persistent AI, character models, and evaluation Character Model R&DIn DevelopmentOngoing R&D focused on long-horizon consistency, relationship continuity, and narrative causality

Technical BlogComing SoonTechnical decisions, experiments, and interim results

Evaluation InfraEvaluation infrastructure for long-horizon behavior and character consistency

SillyBenchBetaA 30+ turn Chinese roleplay evaluation framework; public results are still being accumulated

Product ValidationCore technology tested through real products and long-running interactions

Yukong TalkLiveAn AI product for character companionship, creation, and community interaction AI TownPrototypeAn AI social-simulation prototype exploring character memory, autonomous behavior, and persistent world evolution CozyClawLiveA memory-enabled AI agent that carries tasks, research, files, and reminders across sessions

Enterprise ServicesIntegrated delivery across model deployment, agent engineering, and custom training

Enterprise ServicesFrom environment assessment and model selection to deployment, we build production-ready enterprise AI systems Agent EngineeringComplete agent engineering across workflows, tools, knowledge, memory, permissions, evaluation, deployment, and observability Custom Model TrainingBuild industry-specific or private enterprise models across data, training, alignment, evaluation, and deployment

Contact SalesDiscuss enterprise model deployment, agent engineering, and custom model training Developer ProgramA collaboration program for researchers, open-source contributors, and AI product builders

GitHub Hugging Face

MODEL ACCESS / API

API

COMING SOON

A unified model access interface is under preparation.

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STATUSPREPARING

EST. 2026/BEYOND MATRIX MULTIPLICATION

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