A simple directory of my research projects and interactive demos. Select a project for its source code and documentation, or open a demo to try it.
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State Dynamics Engine: A simulation of 12 numbers that change over time. Repeat a run with noise, memory, or basin projection switched on or off to investigate what each mechanism does. Memory Weather uses a separate experimental engine.
Demos:- State Dynamics Lab
- Memory Weather Lab
- Compact Probe (State Dynamics Lab v1)
- Memory Weather (v1)
Source: GitHub repository
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HME: An experimental memory engine combining a shared numerical field with identifiable stored records. Explore how noisy clues affect retrieval and which stored items are returned. Decision Revision Bench is an illustrative fixture, not a connected HME experiment.
Demos:Source: GitHub repository
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Braid Memory: Experiments with matching later updates to their earlier source records, including comparisons against ordinary search. It uses synthetic histories; the linked hosted demo does not include all newer experiments in the repository.
Demo: Braid Memory
Source: GitHub repository
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Context Engineer Workbench: Give an AI reusable background material, ask follow-up questions, and inspect what was supplied on each turn. Its diagnostics include token usage and content hashes; hashes do not prove that the AI used the information correctly.
Demo: Context Engineer Workbench
Source: GitHub repository -
Prompt Engineering Workbench: A local tool for controlled comparisons between a baseline prompt, injected context, and a length-matched control. Saves inputs, hashes, and run records for inspection and replay. Runs on your computer, with an offline mock mode.
Local setup and source: GitHub repository -
Three-Lane Probe: Ask the same AI question three ways: normally, with added context, and with a length-matched control. It helps investigate whether differences come from the added information or simply a longer prompt; it does not score answer quality.
Demo: Three-Lane Probe
Source: GitHub repository
- Lattice Dynamics Lab: Watch a grid of connected numerical cells evolve under adjustable rules. Start from the same conditions, change one setting, and compare the resulting patterns.
Demo: Lattice Dynamics Lab
Source: GitHub repository
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QOFT Lab: A small simulation of a numerical field on a two-dimensional grid. Compare runs with an optional phase-flip rule turned on and off to see how it changes the results.
Demo:Source: GitHub repository
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QOFT Calculus: Turns a set of mathematical update rules into a repeatable 12-dimensional simulation. Inspect its behavior and disable individual mechanisms to see what changes. Some linked tools are separate implementations, so their results are not automatically comparable.
Demos:Source: GitHub repository