Public notes

Shekkizh Knowledge Base

A clean public notebook for technical writing, research notes, and structured reference pages. The goal is simple: make useful ideas easy to browse, revisit, and extend.

Research collections

NNK / Sparse Neighborhoods

Working notes around NNK, sparse coding, geometry, and future research directions.

Overview NNK thesis idea NNK ideas log

LLM Training

A structured page on post-training, evaluation, reasoning, tool use, multilingual behavior, and serving details.

LLM Training Knowledge Base

Nemotron / NVIDIA Training Stack

A guide to Nemotron, Megatron-Bridge, Megatron-LM, NeMo Run, and NeMo Curator with a practical 8-GPU learning lens.

Nemotron Knowledge Base Single-Node 8-GPU Plan

Game Theory / Negotiation / LLM Agents

A research-oriented interactive draft on strategic interaction, utility, uncertainty, and what model choices may or may not reveal.

Interactive draft