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Atoqu – A Zero‑Dependency, GPU‑Accelerated Search Engine Core

1•JavadInteger•2h ago
Atoqu is a new open‑source Search Engine Core written in pure C++17 with zero external dependencies.

It implements: - Atomic modular architecture - Multi‑mode ranking (Literal, Vector, Hybrid, BM25, Recency, TagBoost) - GPU‑accelerated vector search (CUDA + OpenCL) - Embedding providers (LLM‑ready) - Forward‑compatibility engine (OLFCE) - Full documentation (Doxygen + Sphinx) - CI/CD, sanitizers, static analysis

No Lucene, no JVM, no Python, no FAISS.

We’re preparing the v1.2 release and would like community input on:

1. *License choice:* Apache v2.0, MPL 2.0, GPLv3, AGPLv3 2. *Performance expectations:* How fast do you think it is vs Google’s core? 3. *Feature priorities for v2.0:* distributed indexing, crawler, query planner, etc.

When v1.2 is released, we welcome code review, benchmarks, issues, and contributions.

Link to repo will be posted at release.

Street-Fighting Mathematics (2008)

https://ocw.mit.edu/courses/18-098-street-fighting-mathematics-january-iap-2008/pages/readings/
1•mpweiher•1m ago•0 comments

The 26 Most Important Ideas for 2026

https://www.derekthompson.org/p/the-26-most-important-ideas-for-2026
1•maxutility•1m ago•0 comments

Snow Leopard Permutation Math

https://arxiv.org/abs/1508.05310
1•marysminefnuf•1m ago•0 comments

The State of Agentic iOS Engineering in 2026

https://dimillian.medium.com/the-state-of-agentic-ios-engineering-in-2026-c5f0cbaa7b34
1•mpweiher•4m ago•0 comments

Restaurants are changing their menus for the age of Ozempic

https://www.economist.com/culture/2025/12/29/restaurants-are-changing-their-menus-for-the-age-of-...
1•Anon84•6m ago•0 comments

Pentagon Reduces F-35 Orders By 45 Percent For 2026

https://militarywatchmagazine.com/article/pentagon-reduces-f35-orders-45pct
1•belter•6m ago•0 comments

Grail, an extensible Internet browser written entirely in Python (1999)

https://grail.sourceforge.net/
1•GaryBluto•7m ago•1 comments

Congressman Burchett Falls for AI Deepfake in Social Media Spat with Jack White

https://www.techbeat.co/congressman-burchett-falls/
1•eeko_systems•7m ago•0 comments

Show HN: Arrayops – 100x faster Python array operations with Rust

https://github.com/eddiethedean/arrayops
1•EddieDean•8m ago•1 comments

The cultural works becoming public domain in 2026, from Betty Boop to Nancy Drew

https://www.npr.org/2025/12/26/nx-s1-5649395/public-domain-2026-copyright-betty-boop-pluto
1•ck2•10m ago•0 comments

The Round Dance of the World

https://www.beyng.com/docs/ByungChulHan-RoundDance.html
1•nativeit•10m ago•1 comments

2025 in Movies: Political Dissidence and Familial Claustrophobia

https://thesahilchopra.com/posts/top-10-movies-2025
1•schopra909•12m ago•0 comments

Ask HN: When do we expose "Humans as Tools" so LLM agents can call us on demand?

1•vedmakk•12m ago•0 comments

Show HN: Hindsight – GitHub-style Git yearly activity visualizer in terminal

https://github.com/chaosprint/hindsight
1•chaosprint•13m ago•0 comments

Gemini 3.0 Deciphered the Mystery of a Nuremberg Chronicle Leaf's

https://blog.gdeltproject.org/gemini-as-indiana-jones-how-gemini-3-0-deciphered-the-mystery-of-a-...
2•kilroy123•13m ago•0 comments

Mexico completes its trade shift with the entry into force of tariffs

https://english.elpais.com/economy-and-business/2026-01-01/mexico-completes-its-trade-shift-with-...
1•geox•13m ago•0 comments

Show HN: Latent Signal - Curated feed for AI news

https://latentsignal.fyi
2•humships•14m ago•0 comments

Michel Siffre: This man spent months alone underground – and it warped his mind

https://www.newscientist.com/article/mg23931900-400-this-man-spent-months-alone-underground-and-i...
1•Anon84•14m ago•0 comments

Show HN: Accio – Summon MacOS apps with keyboard shortcuts

https://github.com/bjornorri/Accio
1•bjornorri•15m ago•0 comments

We Bought a 450-Pound Mystery Pallet Packed with Returned Goods from Amazon

https://www.nytimes.com/wirecutter/reviews/mystery-amazon-pallet-unboxing/
1•Simulacra•16m ago•0 comments

Braid Group Dancing

https://www.aaas.org/news/mathematician-illustrates-braid-theory-through-aerial-dance
1•marysminefnuf•18m ago•0 comments

Shenanigans – Internet Takedown Edition (2021) [pdf]

https://www2.law.ucla.edu/volokh/shenanigans.pdf
1•michaelhimmel•19m ago•0 comments

Parameter-efficient fine-tuning in tinygrad

https://dxuuu.xyz/peft.html
1•todsacerdoti•19m ago•0 comments

Using Woodpecker CI to publish site updates

https://www.bentasker.co.uk/posts/blog/the-internet/publishing-my-sites-using-woodpecker-ci.html
1•jandeboevrie•20m ago•0 comments

Summary of mentions of AI in job descriptions

https://jobswithgpt.com/blog/ai_jobs_jan_2026/
1•sp1982•22m ago•0 comments

Why the "ping" command doesn't always reflect your internet experience

https://orb.net/blog/why-ping-command-does-not-always-reflect-experience
2•jamies•23m ago•0 comments

The Year of Agency

https://www.spatialawareness.net/p/the-year-of-agency
2•erhuve•25m ago•0 comments

Show HN: Words.zip (Infinite Word Search)

https://words.zip/
1•yathern•25m ago•0 comments

Air pollution may reduce health benefits of exercise

https://medicalxpress.com/news/2025-11-air-pollution-health-benefits.html
2•PaulHoule•25m ago•0 comments

GitHub Projects Doesnt Have Issue Types, Your Organisation Does

https://playtechnique.io/quick-references/github-projects-doesnt-have-issue-types-your-organisati...
1•gwynforthewyn•27m ago•0 comments