readback

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Evidence-driven open source gateway for finding and reducing wasted work across CPU, GPU, RAM, VRAM, graphics resources, and frame presentation.

Owned-lab D3D11 runtime research with bounded copy, readback, and upload elision, evidence gates, and rollback.

windows open-source performance ram runtime d3d11 systems-programming vram gpu-performance memory-optimization readback gpu-upload

Money Penny's Readback trust layer for checking what AI agents can actually prove.

verification trust ai-agents readback openai-build-week

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