Research Concepts
This folder holds early-stage research ideas, speculative notes, and technical sketches. Some may eventually become essays, prototypes, or more focused research projects. Others are kept simply because they capture a connection worth remembering.
Main Themes
Agricultural And Environmental Systems
- Crop Lifecycle Temporal Modeling: notes on modeling fields as temporal systems using remote sensing, weather, and soil data.
- Wind Flow Simulation: rough simulation notes for environmental dynamics.
- Crypto for Carbon Capture: speculative economic and ecological incentive concept.
Intrinsic Dimension And Latent Geometry
- Intrinsic Geometry of Mathematics: notes on mathematical corpora, embeddings, intrinsic dimension, and latent structure.
- Scale-Aware Uncertain PCA: uncertainty-aware PCA motivated by false precision and scale.
Neural Architecture And Covariance Ideas
- Gaussian Smoothing Neural Networks
- Hybrid Gaussian-ReLU Neural Networks
- Bayesian Activation Covariance
- Conditional Covariance ReLU
- Covariance Tensor
- Gradient Ownership
Proof And Reasoning Systems
Geometry, Interpolation, And Representation
How To Read These Notes
Concept notes are allowed to be incomplete. Read them as working hypotheses, not finished claims.
Useful questions while reading:
- What is the core object being represented?
- What uncertainty, provenance, or structure is being preserved?
- What would make the idea testable?
- Is this a research project, an essay, a prototype, or just a useful analogy?
When a concept matures, it can move into a focused project folder under research/ or become a dated public post.
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