Topic
GPU
All blog posts, tools, and guides about GPU from Developers Digest.
9 resources - 3 posts, 6 tools
Blog Posts
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AMD MI355X vs NVIDIA B200 vs B300 for Open-Weight Serving in 2026
Kimi K3 open weights need roughly 1.5TB of VRAM, which does not fit on a B200 node. That forces a real hardware decision: B300, two B200 nodes, or AMD's MI355X. Here is the head-to-head with verified specs, the Wafer benchmark, and what it costs per token.
9 min read
ZLUDA 6: Running CUDA on AMD GPUs Is Now a Hobby Project
ZLUDA 6 lets AMD GPUs run unmodified CUDA applications, adding PhysX support, Blender textures, and better Windows tooling. A practical look at what ZLUDA is, how it compares to ROCm and HIP as a CUDA alternative, and why its post-funding, hobby-project status matters if you are evaluating it for real workloads.
5 min read
Self-Hosting Open-Weights Models: The Real Break-Even Math
Open weights are free to download, but inference is not free to run. Here is the honest break-even math on when self-hosting GLM-5.2, DeepSeek V4, or Llama beats paying per-token API prices - GPU rental and ownership costs, real throughput, utilization, the crossover in tokens per month, and the hidden ops bill nobody budgets for.
11 min read
Related Tools
All tools →Modal
Serverless cloud for AI/ML workloads. Write Python with decorators, Modal handles GPU provisioning and scaling. 2-4s cold starts. Scales to zero. $30/mo free compute.
InfrastructureReplicate
Run 50,000+ ML models with a simple API. No infrastructure management. Pay-per-second billing. Deploy custom models with Cog. Popular for image generation and audio.
InfrastructureTogether AI
Fastest inference for open-source models. 200+ models via unified API. Ranks #1 on speed benchmarks for DeepSeek, Qwen, Kimi, and Llama. Serverless pay-per-token pricing.
InfrastructureWarp
AI-powered terminal built in Rust with GPU rendering. Block-based output, natural language commands, Agent Mode for autonomous tasks. 700K+ developers. Free tier available.
ProductivityGhostty
Terminal emulator built in Zig with platform-native UI and GPU acceleration. 2ms key-to-screen latency. Metal on macOS, Vulkan/OpenGL on Linux. By the co-founder of HashiCorp.
ProductivityvLLM
High-throughput inference server for LLMs. PagedAttention memory management. The go-to for serious local or self-hosted serving.
Local AIKeep exploring
More on GPU
- - Modal - recommended GPU tool from the Developers Digest directory
- - Compare Tools - dive deeper across the Developers Digest knowledge base
- - All GPU articles in the blog archive
- - Developers Digest on YouTube - video tutorials covering GPU and more
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