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llm-tricks/ReadMe.md
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2026-09-15 08:22:41 -06:00

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# LLM Tricks
Finding useful things to do with local LLMs.
All scripts work with data within `PRIVATE_DATA/` so that private data can't be
accidentally committed.
### `cosine_similarity.lua`
Opens `embeddings.json` and creates `similarities.json` with a sorted list of
comparisons.
### `generate_embeddings.lua`
Opens every file on its whitelist within the `notebook` directory, and generates
embeddings (placed in `embeddings.json`). When files are too long, it truncates
them.
### `least_similar.lua`
Opens `similarities.json`, reverses the sort order, and saves it as
`differences.json`.
### `refresh_sources.lua`
Creates/Maintains a store of chunked data with embeddings based on configurable
sources. Example:
```json
{
"source name (unused by the script)":{
"filters":{
"blacklist":".git",
"extension_whitelist":"md"
},
"initialize_command":"git clone REMOTE .",
"path":"will be created before initialize_command is run",
"strip_frontmatter":true,
"refresh_command":"git reset --hard origin/main"
}
}
```
The filters are based on `utility.tree`'s filter options. `initialize_command`
is only run the first time (optional), while `refresh_command` is run each time
(optional). Commands will be run in the specified `path`. `strip_frontmatter` is
for removing YAML frontmatter (common in Markdown files) if truthy.
### `synopsis_generator.lua`
Chooses a random file within `notebook`, and generates a novel synopsis from it.
Arguments:
- `refresh_file_list`: Refreshes the cached file list to choose from.
- `export_ordered_list_of_prompts`: Makes an epub to review generated synopses.
## Tasks
- [ ] The whitelisting/blacklisting of tree should be in list too.
- [ ] synopsis_generator should be able to blacklist files it already tried?