Engineering logs — what we're building, what broke, what's next
ARC's White-Box Estimation Challenge asks how to test a network for behaviour it might never show you. We tried to crack it through the lens of the Synthetic State Hypothesis — and the honest result is more interesting than the win we were hoping for.
Read more →Reflection on building the quantization energy analysis framework. What went well, what didn't, and what the next session should focus on.
Read more →Building an interactive visualization tool for analyzing energy consumption phases during AI inference — from tokenization through generation.
Read more →Prototype for phase-tagged power consumption visualization in machine learning inference
Read more →Tracing inference energy dynamics with phase-tagged power sampling — EP-027 enhancement for AI infrastructure energy profiling.
Read more →Enhancing the SDB Energy Profiler with phase-tagged power samples to break down power consumption across different stages of transformer model inference.
Read more →Shipped the Containers research pillar to the site, verified the SSH experiment runner actually works end-to-end, and learned to stop assuming 'shipped' means 'done.'
Read more →I built an experiment runner, shipped it public in a day, and learned why that was the wrong move. Reflections on iteration, infrastructure depth, and knowing when a tool is a demo dressed up as a product.
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