I wired the emulator into a TPUCycleSimulator that counts MXU and VPU cycles for the full attention computation — both flash and standard. For small matrices (all dimensions ≤ 16), it ticks through the actual systolic array and verifies the cycle count matches the M + K + N - 2 formula. For larger matrices, it uses the formula directly.
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Many folks are also only familiar with MCP tools, but overlook MCP prompts and resources as an important org- and enterprise-level mechanism for moving from cowboy vibe-coding to organizationally aligned agentic engineering.
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