unified-memory

Strix Halo guide for AMD Ryzen AI MAX+ 395 / Radeon 8060S local LLM setup and benchmarks: Ollama, llama.cpp, Vulkan/RADV, ROCm, GGUF, and raw evidence.

Operator-grade GPU monitor for NVIDIA GPUs with native GB10 / DGX Spark coherent UMA support — PSI pressure, clock detection, ConnectX-7 network layer

Local inference server for Apple Silicon — hot-swaps MLX models (LLM, vision, embeddings, TTS, STT) via OpenAI API

A CUDA implementation of the transpose-free Quasi-Minimal Residual method

Unified Memory Abstraction Layer for AI Inference on AMD APUs and Intel iGPUs

A turnkey, fully-local AI workstation engineered for the AMD Ryzen AI Max+ 395. LLM inference, voice, document parsing, browser automation, agents — all on-device.

gpu thrashingNVIDIA GPU Unified Memory diagnostic tool — architecture-aware, measurement-based, PCIe/coherent transport detection

Apple Silicon Unified Memory for GPU-Accelerated Analytics — TPC-H benchmarks across DuckDB, NumPy, and MLX

Talos-O (Omni): A sovereign, embodied agentic organism forged on AMD Strix Halo. Integrating the Chimera Kernel (Linux 7.0), Zero-Copy Introspection, and the Phronesis Engine. Built from First Principles.

Fundamentals of Accelerated Computing C/C++ is a course provided by NVIDIA.

NVML unified memory shim for NVIDIA DGX Spark Grace Blackwell GB10 - enables MAX Engine, PyTorch, and GPU monitoring

Unlock fast, local LLM inference on AMD-powered mini PCs delivering 65-87 t/s for large models without cloud or subscription costs

Performance comparison of two different forms of memory management in CUDA

Research into CUDA Unified Memory as a VRAM extension for LLM inference

Empirical kernel scheduling characterization for NVIDIA GB10 (SM121a). Sweeps GEMM tile configurations, classifies PTX instruction paths, captures hardware telemetry

Run LLMs larger than your RAM — native GGUF inference engine with SSD streaming, no GPU required

Honest local LLM deployment planning and benchmarking for high unified-memory Macs and future Linux/NVIDIA rigs.

The real-time coordination layer for teams of developers running Claude Code agents. Git coordinates code at rest; Datum coordinates agents in motion.

GB10-aware CUPTI Activity collector — runtime kind detection, phase management, and JSON output for hardware-coherent UMA platforms

Unified memory ML inference engine for AMD APU (RDNA 3.5 / gfx1150) — Custom HIP kernels with 2.2x speedup over standard allocation