April 2026
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15 min read
Deconstructing
Autoresearch: A Complete Technical Deep Dive into Autonomous ML Research
Inside Andrej Karpathy's `autoresearch` repo: a comprehensive mathematical teardown of the SSSL
attention pattern, BPB scaling, Newton-Schulz iterations in the Muon optimizer, and zero-waste
BPE tokenization pipelines. What happens when the ML researcher is a machine?
July 2026
•
12 min read
I Applied
Statistical Process Control to LLM Quality Monitoring — Here's What I Learned
A 1924 factory technique applied to LLM eval scores. Inside Continuum's SPC engine: WECO
rules (Rule 1/2/5), EWMA drift detection (λ=0.2), and why SPC fires on the 9th observation
while PSI needs 500. Plus three honest gaps in the implementation.