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I turned my vibe coded cryptogram helper into a full solver!

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Jan 25, 2026
8:55

Vibe code what thou hast vibe coded. This is the way. After living with the original helper app for a while, I decided it needed a facelift and better UX. This was simple because I code everything with a back-end (database and API), so various front-ends can be developed later. Shown in this video, I added a pattern matcher that I guided the LLM through (look for "low entropy" words and longer words, sort candidates by: selected word, then length greater than 5, then low entropy, then simple length. After seeing how I naturally look for *interlocking* patterns between words, I decided to create a full solver based on the pattern matcher. 00:00 The OG Cryptogrammer helper project (now with Dark Mode!) 00:50 Showing a simple cryptogram being solved manually 02:50 Let's show the new pattern matcher 06:00 The pattern matcher leads to the idea for a full solver 07:25 Don't merely generate, but LEARN from vibe coding - and document the learning 08:40 Joy of LLM / No / Low / Vibe coding

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I turned my vibe coded cryptogram helper into a full solver! | NatokHD