LinguaIntegrity
decision risk + dating/catfish detection
LinguaIntegrity launched on January 4, 2026 with 5 votes, #3,400 of 14,584 launches that month and more than 75% of that year's launches.
What it does
We discoveredthe linguistic red flags that predict corporate failure are nearly identical to those used by catfish and scammers. -Vagueness -Overconfidence -Emotional manipulation - Inconsistent framing Using advanced NLP and behavioral linguistics, LinguaIntegrity analyzes text in real time to: ✅Warn boards about decision-risk in strategy docs ✅ Alert users to potential romance scams before they send money ✅ Flag deceptive language in contracts, interviews, or dating profiles
An AI-powered platform that decodes the truth behind every word, offering deep analysis of sentiment, contradictions, information leakage, and veracity signals.
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Hi HN, I made Lingo - the SQLite of semantic search. I'm a self-taught developer and researcher who left school at 16, and I've spent some time exploring a first-principles approach to system design for various frontier problems. In this case it's AI that challenges the 'bigger is better' transformer paradigm. Lingo is the first piece of that research, a high-performance linguistic database designed to run on-device. The full technical overview and manifesto is here: https://medium.com/@robm.antunes/bcd1e9752af6 The paper has been archived on Zenodo with a DOI:…
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