Chalk
System design practice that argues back.
AI changed what the job actually requires. If AI can generate the code, what's left for an engineer to be good at is judgment — knowing what to build and defending a tradeoff under pressure.
Share cardActual performance
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Launch Intel predictions
Analyze your own launch →54%54% predicted probability of success on Product Hunt, based on ML models trained on real launch data.
best fitHighest predicted score across all platforms for this description.
41%41% predicted probability of success on Hacker News, based on ML models trained on real launch data.
40%40% predicted probability of success on TrustMRR, based on ML models trained on real launch data.
31%31% predicted probability of success on AppSumo, based on ML models trained on real launch data.
28%28% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.
nativeThis product was originally launched on this platform.
20%20% predicted probability of success on Acquire.com, based on ML models trained on real launch data.
6%6% predicted probability of success on BetaList, based on ML models trained on real launch data.
Correct prediction on native model
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