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Seems like an easier approach would be to just make all your keywords strings that trip safety filters.

Or use a graphical language like LabVIEW. I'd like to see an LLM drag connectors around using Playwright MCP if it doesn't have a DOM and has to script mouse movements and take screenshots. They can probably do it but it would be unbelievably slow and token heavy.

The character counting is interesting but I predict frontier models are going to give up on tokens and just traim end-to-end on characters soon, just as voice models have largely moved past phonemes and for pretty much the same reasons.



Safety filters aren't a panacea as I have found. Many models do a fair job of ignoring them.

Graphical languages will ultimately have a file system representation which LLMs could easily manipulate. Though incorporating a language feature that is a graphical representation might be different enough to be worth it.




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