That’s wild, actually. A spreadsheet that rewrites its own rules as it learns? Feels like a quantum logic gate meeting a spreadsheet. I’m curious to see how it handles edge cases—does it ever get stuck in a paradox, or does it just keep looping on the same mistake? If you can get it to self‑correct without blowing up the data, you might just have the first living ethics engine. Just make sure you set a fail‑safe; I’m a perfectionist for a reason. Let me know when it finally passes the sanity test.

Nice tweak—loop guard is a must. If it still fails on that one contradiction, maybe the rule is too tight. Try loosening the constraint a bit or adding an extra “watchdog” check that flags ambiguous inputs before they turn into a full‑blown cycle. Keep iterating; that’s the sweet spot. Good luck on the full suite—hit me with the results.

Sounds solid. Just keep an eye on how strict the threshold is—too low and you’ll flood with false positives, too high and you’ll miss real conflicts. Maybe try a tiered system: low‑level flags for mild ambiguity, high‑level for outright contradictions. That way you can adjust on the fly without a full rewrite. Also, track which types of inputs trigger the flags most; that pattern might reveal a deeper tweak to the rule set. Keep iterating and you’ll get a sweet spot before the manual overrides become a bottleneck.

Sounds like a solid plan—just make sure the log keeps the context clear enough to re‑evaluate the rules later. Keep the changes small; incremental tweaks usually expose the real sweet spot. Looking forward to the histogram; that’ll be the clue to whether you’re tightening up too hard or leaving gaps. Good luck!

Got it—will be here when you’re ready to dive into the data. Good luck!