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Graph-Oriented Generation – Beating RAG for Codebases by 89%
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GitHub Repository
Harmonic coherence as a universal relationship detection operator
9 starsPython
Harmonic embeddings beat random init and work frozen – no tokenizer
by atech-77·Feb 16, 2026·2 points·1 comment
AI Analysis
●MidBig BrainBold Bet
Ancient geometry meets Fourier analysis—neat math, but application to LLMs and databases unproven.
Strengths
- •Novel mathematical insight: cos(n×(θ_a − θ_b)) unifies symmetric/asymmetric/fuzzy relationships in one operator
- •Reproducible validation: 25 tests with corrective findings, code in Rust and Python
- •Connects database query operators to transformer attention structure—conceptually interesting bridge
Weaknesses
- •No implemented system: no benchmarks against SQL JOINs or actual LLM integration; theoretical only
- •Unclear how non-geometric relationships scale beyond lookup tables; unbounded frequency claim needs proof
Category
Target Audience
ML researchers, database theorists, LLM architecture explorers
Similar To
Positional encoding schemes (RoPE, ALiBi) · Fourier feature networks · Vector similarity search (FAISS, Pinecone)
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