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1. Franzabner Franzabner Public

   Electrician turned EE. Model surgery measured by Energy Per Intelligence on production ARM hardware. Fluor > Tesla > Meta > YOSO-YAi. The future of labor is compute.

2. energy-per-intelligence energy-per-intelligence Public

   Energy Per Intelligence: A Metric for Evaluating Model Surgery From the Perspective of an Electrical Engineer. EPI = Joules/Token ÷ Accuracy. Measured on Pi 5 cluster with custom epi-meter board.

   Python

3. epi-meter epi-meter Public

   Open-source 4-channel AC power measurement board for AI energy research. RP2350 + ATM90E26 metering ICs + CT clamps. KiCad 9.0 schematic, Pico SDK firmware, 3D-printed enclosure. Measures the true …

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4. epi-bench epi-bench Public

   Tooling for Energy Per Intelligence research — calculate EPI, plot Pareto frontiers, log power traces, run benchmarks. Python 3.10+.

   Python

5. expert-pruning-epi expert-pruning-epi Public

   Dropping MoE Experts and Measuring Energy Per Intelligence: Where Is the Efficient Operating Point? Expert pruning on Qwen3-30B-A3B measured by EPI on Pi 5 cluster.

   Python

6. mixed-quant-epi mixed-quant-epi Public

   Per-Layer Quantization Evaluated by Energy Per Intelligence. Two configs, identical perplexity, different joule costs on ARM. Pareto frontier of accuracy vs energy for 24 quant configurations.

   Python