how online softmax extends the fused kernel to handle rows that exceed sram capacity, using a numerically stable 2-pass tiling algorithm.

why the key-value cache avoids redundant computation in autoregressive decoding, and the memory/compute tradeoffs it introduces.

how to write a fused softmax kernel in triton that eliminates redundant memory accesses and outperforms pytorch's native implementation.

A practical guide to SSH local and remote port forwarding, with examples, comparison, and persistent configuration via ~/.ssh/config.

Use mitmproxy to capture LLM API traffic and Tampermonkey to turn mitmweb's raw JSON into a readable, chat-like viewer.

understand batch gradient descent, stochastic gradient descent, and mini-batch gradient descent.

understand how backward propagation works in gradient descent.

learn how to manage you keys with GPG, and use it with ssh and git and pass.

DSU on tree answers subtree queries by keeping the largest child's contribution and rebuilding only the small parts. The trick is not union-find; it is small-to-large merging hidden inside a DFS.

compare shortest path algorithms: dijkstra, floyd, bellman-ford

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connect to android via TCP/IP

this is my i3 window manager configuration

Pros and cons of different types of cloud.

introduce randomness into your C++ programs, the right way.

manage passwords on all your devices (add, generate, edit, delete, sync).

Activate windows and office with a KMS emulator (for volume license editions)

use samba to share files across linux and windows.

setup hypervisor with qemu and kvm, the best linux based open source virtualization solution

Install windows VM in QEMU/KVM