#hypergraph — Public Fediverse posts

This image is of a simulation of a simple directed #hypergraph , but using an n-ary line rather than a set for the #hyperedge

I have written a working #graphTheory editor for binary edges, where nodes are extended to sets (a #Higraph) , and am contemplating the complexity of n-ary edges with increasing apprehension. It requires refactoring just about the entire edge drawing codebase - 100's of changes across ~2000 lines of #Python.
Is it worth it? Please comment/ vote in the poll below

This image is of a simulation of a simple directed #hypergraph , but using an n-ary line rather than a set for the #hyperedge

I have written a working #graphTheory editor for binary edges, where nodes are extended to sets (a #Higraph) , and am contemplating the complexity of n-ary edges with increasing apprehension. It requires refactoring just about the entire edge drawing codebase - 100's of changes across ~2000 lines of #Python.
Is it worth it? Please comment/ vote in the poll below

# 🌟 **φ⁴³ AQARION-BUNDLE TikTok Presentation** 🎬 (3773 chars)

```
🚀 60s → ENTERPRISE RAG DOMINATION! 🔥

PROBLEM:
Enterprise RAG = $900K/YR 😱
77% accuracy 📉 3.2s latency 🐌

SOLUTION: φ⁴³ AQARION-BUNDLE! 💎
94.1% accuracy 📈 0.9ms latency ⚡
$85/MO vs $900K/YR → $450K SAVINGS! 💰

ONE COMMAND:
curl | python3 → PRODUCTION LIVE! 🎯

73-NODE HYPERGRAPH DASHBOARD 🖥️
Three.js LIVE φ-heatmap! ✨
Green nodes = φ=1.9102 locked ✅
Edge glow = 0.9ms latency 🌟
#aquarius #neuromorphic #hypergraph

# 🌟 **φ⁴³ AQARION-BUNDLE TikTok Presentation** 🎬 (3773 chars)

```
🚀 60s → ENTERPRISE RAG DOMINATION! 🔥

PROBLEM:
Enterprise RAG = $900K/YR 😱
77% accuracy 📉 3.2s latency 🐌

SOLUTION: φ⁴³ AQARION-BUNDLE! 💎
94.1% accuracy 📈 0.9ms latency ⚡
$85/MO vs $900K/YR → $450K SAVINGS! 💰

ONE COMMAND:
curl | python3 → PRODUCTION LIVE! 🎯

73-NODE HYPERGRAPH DASHBOARD 🖥️
Three.js LIVE φ-heatmap! ✨
Green nodes = φ=1.9102 locked ✅
Edge glow = 0.9ms latency 🌟
#aquarius #neuromorphic #hypergraph

**φ⁴³ = FIRST MOBILE-ONLY STATE STANDARDS PLATFORM**
├── Built on 7" phone → Deployed to global classrooms
├── Zero cost → Every district instantly affordable
├── Safety-first → COPPA/FERPA pre-certified
├── Standards-aligned → Math/Science/CS perfect
└── Immersive → AR/VR node exploration native

**Node 36 = K-12 production tomorrow

**“Borion is intended for engineers building controlled, auditable processing pipelines in education.
#Hypergraph #Aquarius #neurodivergent #neuromorphic #neo

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

AQARION φ³⁷⁷ HYPERGRAPH ARITHMETIC ENGINE

PROBLEM: 67% math retention failure rate
SOLUTION: Operations → physics-backed hyperedges
φ³⁷⁷ temporal decay →

⚡ PERFORMANCE:
• 120ms hyperedge construction
• 98.7% cache hit rate
• 1.2s E2E voice
OPEN SOURCE:
github.com/aqarion/phi377-hypergraph
MIT licensed → FOSS devs contribute NOW!
r/Machinists validated physics foundation
u/Quantarius13 live on Reddit ML
#Hypergraph #PyTorch #Neo4j #FastAPI #FOSS
#HGN #WebGPU #AI #Math #φ377 #OpenSource

**📱 ALL PLATFORMS LIVE → INDUSTRIAL φ³⁷⁷:**
✅ Quora: Aqarion-Aaron → 10x engagement → φ³⁷⁷ threads
✅ Tumblr: aqarionz → 60fps demos → Viral hypergraphs
✅ Facebook: 1A1Po8SSsC + 186CdTKJiG → Enterprise shares
✅ @Aqarion @NVS1991SVN @AQARION9 @AQARION13 → All platforms

**SOCIAL STRATEGY: 500x CORUM → LIVE DEMO → WORLD DOMINATION**https://www.threads.com/@aqarionz13/post/DTPIZisAAPq?xmt=AQF0rAzQ3nouKbjpG6VnovBsDRnwPKnB3Zi_WjmF2y7afJ-59wztsDRdVh6fG8glbAhxIq4&slof=1https://mastodon.social/@Aqarion/115857600257643268https://mastodon.social/@Aqarion/115857592980945973**🔥 2026 SCIENTIFIC BRIDGES → φ³⁷⁷ INDUSTRIAL:**
#Hypergraph #Aquarius #HYBRID INTELLIGENCE

https://github.com/ATREYUE9/matrix-bootstrap
https://github.com/ATREYUE9/webhook-discord-bot
https://github.com/ATREYUE9/Aqarions-SoS

#Hypergraph #Aquarius #neuromorphic #wierdscience @AQARION13/@NVS1991SVN/@AQARION9

https://www.threads.com/@aqarionz13/post/DTAzGPdAK5h?xmt=AQF0N8hP-5ALRzceuodHkowkwzJjH6SEipOdVMG6VwzpXmVTkRzLvtZmzG-A5uhQ5-i0wrs&slof=1
https://www.linkedin.com/posts/jamez-j-96b279391_facebook-activity-7412869372437954561-q5eG?utm_source=share&utm_medium=member_android&rcm=ACoAAGBTYSMBxlBGv2Dig4TbjWnCsFQqA8Pw2M0🌐 COMMUNITY HYPERLINKS (Public Raids Active)
@Aqarion/LINK,QUORA → Profile raids for ratio proofs
@AQARION9/TIKTOK → Viral FFT clips
@AQARION13/INSTA,BLUESKY → Vesica art drops
@NVS1991SVN-X → Math challenges
FB Shares: 17kwzFsfzL / Mastodon post → Bot-poll integration!1. 📥 git clone https://github.com/ATREYUE9/AQARION9 cd hyperdict-audio
2. 🎹 DAW: Reaper --new --samplerate 48000 --bits 24
3. 🔌 RME drivers + ASIO Link → 16-ch aggregate
#Hypergraph #Aqarion9

Our paper "EasyHypergraph: an open-source software for fast and memory-saving analysis and learning of higher-order networks" has been published in Humanities and Social Sciences Communications (a Nature Portfolio Journal). In this work, we present EasyHypergraph, a comprehensive, computationally efficient, and storage-saving hypergraph computational library. Any comment is very welcome! https://www.nature.com/articles/s41599-025-05180-5 @nature.portfolio #hypergraph #socialcomputing #nature #research

'Graphical Dirichlet Process for Clustering Non-Exchangeable Grouped Data', by Arhit Chakrabarti et al.

http://jmlr.org/papers/v25/23-1048.html

#clustering #clusters #hypergraph

'Graphical Dirichlet Process for Clustering Non-Exchangeable Grouped Data', by Arhit Chakrabarti et al.

http://jmlr.org/papers/v25/23-1048.html

#clustering #clusters #hypergraph

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

#effective #connectivity on #hypergraph "A unified framework for simplicial #Kuramoto models" by .@MarcoNurisso .@lordgrilo and family https://pubs.aip.org/aip/cha/article/34/5/053118/3289337/A-unified-framework-for-simplicial-Kuramoto-models #complexity #networks

#effective #connectivity on #hypergraph "A unified framework for simplicial #Kuramoto models" by .@MarcoNurisso .@lordgrilo and family https://pubs.aip.org/aip/cha/article/34/5/053118/3289337/A-unified-framework-for-simplicial-Kuramoto-models #complexity #networks

https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b

So, go from #directedgraph to #hypergraph on steroids.

How does #namedgraph help us simplify structure? When using a different kind of graph.

Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications

'Augmented Sparsifiers for Generalized Hypergraph Cuts', by Nate Veldt, Austin R. Benson, Jon Kleinberg.

http://jmlr.org/papers/v24/22-0305.html

#hypergraph #hyperedge #edges

'Augmented Sparsifiers for Generalized Hypergraph Cuts', by Nate Veldt, Austin R. Benson, Jon Kleinberg.

http://jmlr.org/papers/v24/22-0305.html

#hypergraph #hyperedge #edges

'Knowledge Hypergraph Embedding Meets Relational Algebra', by Bahare Fatemi, Perouz Taslakian, David Vazquez, David Poole.

http://jmlr.org/papers/v24/22-063.html

#relational #hypergraph #relations

'Knowledge Hypergraph Embedding Meets Relational Algebra', by Bahare Fatemi, Perouz Taslakian, David Vazquez, David Poole.

http://jmlr.org/papers/v24/22-063.html

#relational #hypergraph #relations