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LLM Wikis Are Over-Engineered — I Replaced Mine With a Pure Python Compiler
TL;DR I pipeline that compiles a folder of raw, messy text notes into a linked, linted markdown wiki. No LLM calls, no embeddings, no external…
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Long Context vs. Short Context Model: When Does a Long Context Model Win?
1. 1.1 The marketing claim, and the question it skips Each new…
The Untaught Lessons of RAG Retrieval: Cosine Is Not the Foundation
companion to Enterprise Document Intelligence, the series whose philosophy is laid out…
Multi-Agent Teams Hold Experts Back
Multi-agent LLM systems are increasingly deployed as autonomous collaborators, where agents interact…
VideoFlexTok: Flexible-Length Coarse-to-Fine Video Tokenization
Visual tokenizers map high-dimensional raw pixels into a compressed representation for downstream…
Amortizing Maximum Inner Product Search with Learned Support Functions
Maximum inner product search (MIPS) is a crucial subroutine in machine learning,…
Meet WebBrain: An Open-Source, Local-First AI Browser Agent That Reads Pages and Automates Tasks in Chrome and Firefox
WebBrain is a free, open-source browser agent for Chrome and Firefox. It…
On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs
Reinforcement learning (RL) finetuning has become a key technique for enhancing large…
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