sohail

Real production failures from running Ray at scale: lost training runs, enterprise network disasters, and cascade outages the documentation never warns you about.

Current-state synthesis of the persona-circuits project: robust steering and partial concentration support, but weaker-than-expected distinctness, necessity, and sufficiency evidence under current...

Branch report on using Generative Latent Priors (GLP) for activation repair in persona steering: public-checkpoint transfer failed in this setting, matched checkpoints were more stable but still...

KV cache research and interpretability research are measuring the same prefill->decode shift from different angles. This post argues for a shared consistency-model framing and a concrete...

Continuous batching is algorithmically activation-safe under per-token normalization and masked attention, but hardware nondeterminism, prefix caching, and data-methodology sensitivity can still...

Activation-capture pipelines can look healthy in steady state while silently dropping the most informative samples under transient pressure; this piece maps the main failure cascades and proposes...