Shivanjan Chakravorty.

cutting route reads 48x in the scheduler of Cursor's MoE megakernel, and the third sighting of the same bug

the thesis this notebook keeps circling: acting well requires rehearsing the future, and rehearsal only matters if it costs less than reality

packing narrow QK into FP8 and hunting memory traffic: 1.297 to 1.167 minutes, 5.15% under the record's same-node baseline

an operating plan written down in public so it can be graded later

Q and K decide where to look; V carries what's found. They don't need the same width.

a 3.53x MoE routing speedup, and the general principle hiding under it

a hook, a metadata dialect, and test coverage: what Megatron-LM taught me about extension seams

CT stacks are 6:1 anisotropic. Resampling to cubes costs 6x memory and invents data. Now in Warp 1.13.0.

getting a 14B image-to-video pipeline through a 48 GB card, and what each trick trades away

bonded-particle DEM needs pair state that survives the substep. I proposed it upstream; it wasn't taken. The idea still matters.

one policy source emitting both prompt-injection filters and AppArmor profiles, so the model's rules and the pod's rules cannot drift apart

diffusion language models trade the autoregressive bottleneck for a denoising one. notes from building an overlay

not fewer FLOPs. the same quadratic arithmetic with linear memory traffic, and why the distinction decides everything downstream

a Monte Carlo method that never meshes the domain, and why it fits the GPU so well

serving economics from first principles: bytes per token, GQA, paged allocation, and why batch size is set by memory rather than compute

what vectorized environments and tiled rendering actually buy in policy training

release engineering looks different when the artifact is a world: USD stages, physics steps, render workers

the failure modes of bringing storage back from object stores, from the openstorage trenches

A adventure with a robot named Robo to learn Eigenvectors, Eigenvalues, and Eigenspaces

wandering mind, wandering thoughts

Security features that the Golang compiler and semantics provide

concepts of C in Golang

Comparing features of Golang

Understanding the Math Behind It

A Mathematical Approach

A Guide to Exploring the Darknet Safely and Responsibly