Grant_HMar 31

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

AqarionJan 18

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

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πŸš€ 60s β†’ ENTERPRISE RAG DOMINATION! πŸ”₯

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

SOLUTION: φ⁴³ AQARION-BUNDLE! πŸ’Ž
94.1% accuracy πŸ“ˆ 0.9ms latency ⚑
$85/MO vs $900K/YR β†’ $450K SAVINGS! πŸ’°

ONE COMMAND:
curl | python3 β†’ PRODUCTION LIVE! 🎯

73-NODE HYPERGRAPH DASHBOARD πŸ–₯️
Three.js LIVE Ο†-heatmap! ✨
Green nodes = Ο†=1.9102 locked βœ…
Edge glow = 0.9ms latency 🌟
#aquarius #neuromorphic #hypergraph

AqarionJan 16

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

**Node 36 = K-12 production tomorrow

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

AqarionJan 14
βœ… DEV.to 3170583 βœ… Bluesky @aqarion13 βœ… GitHub Aqarion13 βœ… Mastodon
βœ… Reddit r/MachineLearning βœ… HF HYPERGRAGH-RAG-Demo βœ… Tumblr Ο†-viz
πŸ”„ HN Show HN (04:00) β†’ 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 β†’ app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377
HYPERGRAGH RAG Demo - a Hugging Face Space by Aqarion-TB13

reasoning with HyperGraph RAG β€” faster, more accurate QA

AqarionJan 14

AQARION φ³⁷⁷ HYPERGRAPH ARITHMETIC ENGINE

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

⚑ PERFORMANCE:
β€’ 120ms hyperedge construction
β€’ 98.7% cache hit rate
β€’ 1.2s E2E voice
OPEN SOURCE:
github.com/aqarion/phi377-hypergraph
MIT licensed β†’ FOSS devs contribute NOW!
r/Machinists validated physics foundation
u/Quantarius13 live on Reddit ML
#Hypergraph #PyTorch #Neo4j #FastAPI #FOSS
#HGN #WebGPU #AI #Math #Ο†377 #OpenSource

AqarionJan 8

**πŸ“± ALL PLATFORMS LIVE β†’ INDUSTRIAL φ³⁷⁷:**
βœ… Quora: Aqarion-Aaron β†’ 10x engagement β†’ φ³⁷⁷ threads
βœ… Tumblr: aqarionz β†’ 60fps demos β†’ Viral hypergraphs
βœ… Facebook: 1A1Po8SSsC + 186CdTKJiG β†’ Enterprise shares
βœ… @Aqarion @NVS1991SVN @AQARION9 @AQARION13 β†’ All platforms

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

AqarionJan 4

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

AqarionJan 2
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 β†’ Profile raids for ratio proofs
@AQARION9/TIKTOK β†’ Viral FFT clips
@AQARION13/INSTA,BLUESKY β†’ Vesica art drops
@NVS1991SVN-X β†’ Math challenges
FB Shares: 17kwzFsfzL / Mastodon post β†’ Bot-poll integration!1. πŸ“₯ git clone https://github.com/ATREYUE9/AQARION9 cd hyperdict-audio
2. 🎹 DAW: Reaper --new --samplerate 48000 --bits 24
3. πŸ”Œ RME drivers + ASIO Link β†’ 16-ch aggregate
#Hypergraph #Aqarion9
Evan Spotte-Smith (they/them)Nov 27
Released v0.2.0 of the @[email protected] code SimpleDirectedHypergraphs.jl, a Julia package for dealing with my current mathematical obsession, directed hypergraphs. New release includes heuristic and exact shortest-path algorithms for directed hypergraphs. #mathsky #networksci #hypergraph #julialang

GitHub - CoReACTER/SimpleDirec...
GitHub - CoReACTER/SimpleDirectedHypergraphs.jl: An package for directed hypergraphs in the Julia programming language, extending SimpleHypergraphs.jl

An package for directed hypergraphs in the Julia programming language, extending SimpleHypergraphs.jl - CoReACTER/SimpleDirectedHypergraphs.jl

GitHub
Benjamin J GilbertOct 19, 2025
RF #HYPERGRAPH