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[@danieldaneshi](/creator/twitter/danieldaneshi)
"accept multiple input formats and normalize them internally example: date fields allow 10/19/25 Oct XX 2025 or 19.10.2025 example: phone numbers accept 0049 +49 (0) and auto-format to standard"  
[X Link](https://x.com/danieldaneshi/status/1979851544280674487) [@danieldaneshi](/creator/x/danieldaneshi) 2025-10-19T10:06Z XXX followers, X engagements


"anticipate variability and reduce effort infer intent from partial input: Munic Munich Germany tmrw Tomorrow suggest next logical actions (predictive ux) prefill or auto-detect context when possible"  
[X Link](https://x.com/danieldaneshi/status/1979851547279569191) [@danieldaneshi](/creator/x/danieldaneshi) 2025-10-19T10:06Z XXX followers, X engagements


"your frontend may accept flexible input but backend should always output standardized validated data: translate messy input clean internal schema. example: user types tomorrow X backend stores 2025-10-20T17:00:00Z"  
[X Link](https://x.com/danieldaneshi/status/1979851559040393724) [@danieldaneshi](/creator/x/danieldaneshi) 2025-10-19T10:06Z XXX followers, XX engagements


"ensures your ux performs under real-world messiness: test with weird user behavior: partial inputs fast taps double clicks network interruptions perform chaos testing for ui flows simulate errors & degraded conditions conduct usability tests with diverse users"  
[X Link](https://x.com/danieldaneshi/status/1979851562425213361) [@danieldaneshi](/creator/x/danieldaneshi) 2025-10-19T10:06Z XXX followers, XX engagements