#ChunKing
Getting a malfunction in multiplayer and maintaining position with a perfect recovery and slamming the ramjet to catch up and everything's beeping and clicking and ka-chunking and it's so tense and feels SO GOOD

Galactic Racer is a very good time. I hope it does well and gets many updates.
October 9, 2026 at 11:03 PM
Absolutely, one cannot summarize expertise gained over years so easily!
This is why my IDE is just a basic text editor with code highlighting these days. I add my structure manually with file chunking, naming standards, and a minimal set of patterns.
BA, analyst not artist, is a subtle profession!
October 9, 2026 at 10:29 PM
Look-up tables for optimising rolling checksums: I hadn't seen this algorithm before, very neat! rickwinfrey.com/writings/con...
A Deep Dive into FastCDC
An exploration of FastCDC's Gear hash, normalized chunking with dual masks, and the 2020 two-byte-per-iteration optimization, with code in pseudocode, Rust, and TypeScript.
rickwinfrey.com
October 9, 2026 at 7:15 PM
This approach solves a major challenge in document extraction: lost context. By hyphenating entities with their source document titles before embedding them, the system preserves critical document-level hierarchies that usually disappear during standard text chunking.
October 9, 2026 at 3:32 PM
I got a year and a half out of my pdf chunking pipeline, and those are pre-singularity numbers!
FYI it’s now 2x-3x cheaper to convert a PDF to images and pass images to Luna than to use Azure Document Intelligence to OCR

and that factor scales mostly on output tokens, so if you only need to extract a little bit, image->Luna is dramatically cheaper
October 9, 2026 at 1:53 PM
I love the fact that I am getting absolutely curb stomped within 5 seconds of the new dragons dogma 2 expansion by the trash mobs chunking me for 3/4 of my health bar. This gonna be ✨fun✨
Dragons-dogma Dragons-dogma-2
ALT: Dragons-dogma Dragons-dogma-2
static.klipy.com
October 9, 2026 at 12:49 PM
DocChunker.jl : Data preparation in RAG pipelines and LLM context windows

A Retrieval-Augmented Generation (RAG) system's effectiveness often hinges on document chunking, as improper splitting can disrupt semantic continuity and lead to poor retrieval. To address this, DocChunker.jl is introduced…
DocChunker.jl : Data preparation in RAG pipelines and LLM context windows
A Retrieval-Augmented Generation (RAG) system's effectiveness often hinges on document chunking, as improper splitting can disrupt semantic continuity and lead to poor retrieval. To address this, DocChunker.jl is introduced as a lightweight, dependency-free Julia package that enhances chunking by preserving meaning during document ingestion, thus improving context quality for embeddings.
serinthomas.co.in
October 9, 2026 at 9:46 AM
Yuyan Li, Yujia Wang, Yusong Huang, Junjie Yang, Yanggang Sheng, Ziyi Shi, Wenpeng Xu, Xiaoyang Zhou, Haoang Li, Hongliang Lu, Xinhu Zheng
Commit While Futures Agree: Consequence-Aware Adaptive Action Chunking for Robot Manipulation
https://arxiv.org/abs/2610.07949
October 8, 2026 at 10:52 PM
🚨 EUVD-2023-56453
📊 n/a

📝 Postfix through 3.8.5 allows SMTP smuggling unless configured with smtpd_data_restrictions=reject_unauth_pipelining and smtpd_discard_ehlo_keywords=chunking (or certai...

🔗 https://euvd.enisa.europa.eu/vulnerability/EUVD-2023-56453

#cybersecurity #infosec #cve #euvd
October 8, 2026 at 10:04 PM
Chunked PDF summarizer in Python. Splits long docs, summarizes each chunk, merges output. 369 lines, intermediate. Good for postmortems, RFCs, whitepapers.
https://www.valtersit.com/python/ai-document-summarizer-with-chunking/
#python #ai #openai
AI Document Summarizer with Chunking
www.valtersit.com
October 8, 2026 at 7:20 PM
Chunking the Deuce
October 8, 2026 at 6:59 PM
Look at the end of the day we'll be chunking down the bbq decision gates in Hawaii whilst delivering the green card deliverables!
October 8, 2026 at 6:49 PM
RAG often retrieves wrong chunks despite correct queries and documents, since it ranks by similarity rather than guaranteed relevance. Fixes include better chunking, hybrid search, metadata filtering, and reranking.
October 8, 2026 at 5:31 PM
Now Playing:
Artist: Freischwimmer
Album: California Dreamin
Song: California Dreaming
www.youtube.com/watch?v=u77J...
EDM cover of the old 60's song that got stuck in my head from watching Chunking Express too much in my youth.
Freischwimmer - California Dreamin (Official Music Video)
YouTube video by Armada Music TV
www.youtube.com
October 8, 2026 at 5:23 PM
RAG document-structure tricks — structured chunking, chunk context, heading metadata, hierarchical retrieval — share one confound nobody controls for: prepending text to a chunk changes its embedding. Kuehlkamp et al. run a placebo-controlled ablation to isolate it. https://arxiv.org/abs/2610.10170
October 8, 2026 at 5:04 PM
Exit cards are more than a way to end class.

Used well, they tell you how to begin the next lesson.

Chunking Lesson Plans™ uses exit cards to help identify students who need reteaching or more practice.

Download the free Chunking Lesson Plans™ handout:
https://www.rfr.bz/b5ad4682e
October 8, 2026 at 4:01 PM
Google caps each input at roughly 5.5 minutes of audio or 58 video frames. Next quarter, useful local media search will depend on chunking long recordings without losing the relevant moments.
October 8, 2026 at 2:10 PM
Does Document Structure Help Dense Retrieval? A Placebo-Controlled Ablation of Four Mechanisms Across Two Corpora

Tests four document-structure treatments for RAG under one protocol. Structure-aligned chunking helps; naive two-stage retrieval hurts.

📝 arxiv.org/abs/2610.10170
Does Document Structure Help Dense Retrieval? A Placebo-Controlled Ablation of Four Mechanisms Across Two Corpora
Retrieval-augmented generation systems increasingly rely on document-structure treatments: structure-aligned chunking, LLM-generated chunk contexts, heading-path metadata, and hierarchical two-stage r...
arxiv.org
October 8, 2026 at 4:19 AM
adding like disk spilling and chunking and a bunch of stuff to hydrant big refactors
October 8, 2026 at 1:51 AM
my inktober for today is Dryptosaurus

and boy I feel like I'm really chunking through this october

#MCCanary #inktober2026 #illustration #dinosaur #paleoart
October 7, 2026 at 11:19 PM
Film of the Day
Chunking Express (Hong Kong, 1994)

www.saintvespaluus.co.uk/film-61-72/c...
Chungking Express / Film (61 - 72) | Saint Vespaluus
www.saintvespaluus.co.uk
October 7, 2026 at 9:08 PM
How to Build a RAG App in Python Without a Framework

Retrieval-augmented generation in about 150 lines of plain Python: chunking, retrieval, a grounded prompt with citations, a refusal path, and a retrieval metric.
How to Build a RAG App in Python Without a Framework
Retrieval-augmented generation in about 150 lines of plain Python: chunking, retrieval, a grounded prompt with citations, a refusal path, and a retrieval metric.
imraan.in
October 7, 2026 at 2:56 PM
Also because the numbers were explicitly tokenised as single digits for the purpose of the test. It could be done with fewer parameters by chunking the digits to make the vocabulary itself just a lookup table, but that wasn't the point.
October 7, 2026 at 10:44 AM
Li, Wang, Huang, Yang, Sheng, Shi, Xu, Zhou, Li, Lu, Zheng: Commit While Futures Agree: Consequence-Aware Adaptive Action Chunking for Robot Manipulation https://arxiv.org/abs/2610.07949 https://arxiv.org/pdf/2610.07949 https://arxiv.org/html/2610.07949
October 7, 2026 at 6:45 AM