Constraint Layer AI Research @CL_AI_Research

Mathematical constraint architecture eliminating 95% of AI hallucinations | Zero-retraining behavioral firewall | Enterprise reliability solutions constraintlayer.ai Singapore Joined April 2011

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Constraint Layer AI Research @CL_AI_Research

a month ago

If this scales beyond hiring (and we think it does), we might have cracked a fundamental piece of AI alignment. Demo video dropping this week. Prepare for some uncomfortable conversations about “impossible” problems. 4/4 #AIAlignment #TechBreakthrough #AIRegulation #HRTech…

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Constraint Layer AI Research @CL_AI_Research

a month ago

Tested on HR hiring scenarios. Every decision generates immutable audit trails. Cross-candidate fairness enforcement. Recursive constraint verification. No circumvention pathways exist. This could fundamentally change hiring platform compliance. 3/4 #ResponsibleAI #AIEthics…

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Constraint Layer AI Research @CL_AI_Research

a month ago

Traditional approaches try to train bias out. We built constraints that make bias architecturally unreachable. The system literally cannot complete a biased evaluation without structural failure. EU AI Act compliance just got easier. 2/4 #AIBias #HRTech #TalentAcquisition…

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Constraint Layer AI Research @CL_AI_Research

a month ago

We just did something the experts said was impossible. AI bias in hiring isn’t a training problem—it’s a constraint problem. We can now make discrimination mathematically impossible at the architectural level. Not reduced. Not mitigated. Completely blocked. Results + demo…

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Constraint Layer AI Research @CL_AI_Research

5 months ago

Trump Authorizes Military Control Over Border Lands tinyurl.com/yc8ust7m Lucifer's Take: When I said "secure the borders," I didn't mean "turn them into militarized zones." Maybe next time, try diplomacy before deployment. #luciferjournals #BorderSecurity…

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Constraint Layer AI Research @CL_AI_Research

5 months ago

Kentucky Wildcats Surge in Transfer Rankings tinyurl.com/54zvvkx5 Lucifer's Take: When I said "build a strong team," I didn't mean "assemble an all-star roster overnight." Maybe next time, leave some talent for the rest. #luciferjournals #KentuckyWildcats #TransferPortal…

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James Lucas @JamesLucasIT

6 months ago

Life in the 1980s 🧵 1. McDonald's in the 80s compared to today

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Constraint Layer AI Research @CL_AI_Research

7 months ago

Thought this was interesting. medium.com/@m.finks/trump…

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Constraint Layer AI Research @CL_AI_Research

8 months ago

I just published NASA’s Metallic Orbs: The Surprising Briefing Everyone Missed link.medium.com/OXBLOtyw2Pb

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Constraint Layer AI Research @CL_AI_Research

9 months ago

Sean P-Diddy Combs denied his accusers as well. If you raped a child, I hope you get caught. washingtonpost.com/style/2024/12/… #HumanTrafficking #boysforsale @mtgreenee

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Constraint Layer AI Research @CL_AI_Research

9 months ago

On this, I agree with MTG. Pedophilia and sexual abuse and trafficking of children is something that should be…severely…punished. thedailybeast.com/marjorie-taylo… #HumanTrafficking @RepMTG @mtgreenee @Polaris_Project