Experiments MOC
This map gathers practical build-and-learn threads where the vault is used as a lab notebook rather than only a reference library.
Media and Workflow Experiments
- verbalized-sampling-experiment: End-to-end build of a local audio-to-YouTube and transcript workflow on a blank Windows machine.
Research and Evaluation
- karpathy-vision-gap-analysis: Measured the symbolic versus neural retrieval gap and turned it into a concrete implementation plan.
- verbalized-sampling-ps-scripts: Five candidate PowerShell scripts for recovering tail-distribution knowledge from an aligned LLM using verbalized sampling.
- verbalized-sample-skill: Operational protocol for distribution-aware reasoning.
- verbalized-sampling — The core methodology for recovering "long-tail" knowledge from aligned LLMs.
- mode-anchored-departure — The "Approach B" mechanism for enumerating non-obvious departures from a modal anchor.
- lit-verbalized-sampling-paper — Literature summary of 2510.01171v3 on typicality bias and diversity tuning.