mi300x

An agentic system that auto-optimizes LLM workloads on AMD GPUs.

How-to guides and AMD/ROCm optimization recipes for open AI-for-science models.

Inference scaling benchmark of Qwen3.5-2B on AMD Instinct MI300X using ROCm and Hugging Face Transformers.

🚀 Automated installation script for vLLM on HPC systems with ROCm support, optimized for AMD MI300X GPUs.

HIPIFY-first AI agent for CUDA2ROCm migration, compiled and test-verified on AMD MI300X with Gemma 4.

One sentence in, trained computer vision model out, zero human labels. An autonomous agent swarm (FLUX.2 - SAM 3 - Gemma 4) running entirely on one AMD Instinct MI300X (AMD Compute used). AMD Developer Hackathon ACT II.

Agentic CUDA-to-ROCm migration loop - translates, compiles, profiles, and iteratively fixes GPU kernels with real hardware feedback.

Agentic AI store operations on AMD Instinct MI300X - Gemma tool-calling agents with enforced calculator grounding, human-in-the-loop approval, and a chat-first ops console. AMD ACT II Hackathon, Track 3.

On-prem AI coding agent + LLM cost-router for regulated enterprises — 100% AMD, open-weight, air-gapped, Ed25519 tamper-evident audit. AMD ACT I 1st-place winner.

LLM inference benchmarking dashboard: Python FastAPI backend with async orchestration, WebSocket live TTFT/TBT/throughput comparison across configs (512/128 to 4096/1024 tokens), Grafana + Docker Compose stack, GitHub Actions CI; 21/21 pytest passing.

Progressive CDNA kernel curriculum on MI300X — wavefronts, LDS bank conflicts, MFMA register mechanics (VGPR/SGPR/AGPR), tiled GEMM, XCD awareness, generated assembly

An AI-powered command center that correlates AWS FinOps data with SecOps vulnerabilities using Fireworks AI and AMD Instinct MI300X.

White paper & reproducible benchmark suite for LLM inference optimization on AMD MI300X using ROCm 6.1

Perseus Vault x AMD Instinct — encrypted, local-first agent memory kept off the GPU. AMD Developer Hackathon Act II (Unicorn Track).

Zero-config LLM benchmarking on AMD GPUs with ROCm. Auto-detect MI300X/MI250/Radeon, CUDA and CPU fallback.

Standalone AMD ROCm/PyTorch tools for pruning, expanding, and continued-pretraining an LLM checkpoint on a single MI300X GPU

Docker images for AMD ROCm development — PyTorch, TensorFlow, vLLM, Triton on MI300X

Meridian — An AI-first project management platform featuring a serverless architecture powered by React and an AMD MI300X Inference Endpoint.

Custom HIP/ROCm kernel examples — matrix ops, attention, flash-attention optimized for AMD CDNA architecture

AMD ROCm ML Benchmark Suite - Multi-framework inference & training benchmarks with HIP memory management, multi-GPU support, and comprehensive reporting for MI250X/MI300X