Constraint Layer Research @CL_Research_
Auditable, physics-checked multi-domain models in minutes, not months. Accelerating defense, space, and industrial innovation. constraintlayer.ai United States Joined April 2011-
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I'm a 3rd grade teacher. Agree with a lot of what Alpha says. I built a free research engine for students where every answer is cited to a live source at the student's reading level. No traditional classroom can offer this experience at scale. Your guides and parents could use it today - tools.constraintlayer.ai/educational-en…
AI Hiring Bias Same Prompt, Same Candidates — Base Model vs Constraint... youtu.be/fEAP1AGjdAY?si… via @YouTube
AI Hiring Bias Same Prompt, Same Candidates — Base Model vs Constraint... youtu.be/fEAP1AGjdAY?si… via @YouTube Experts say you cannot 'block' bias in LLMs. We prove otherwise. @aylin_caliskan @random_walker @stoyanoj @emollick @NISTcyber #AIBias #AIHiring #ResponsibleAI
DARPA Lift Challenge: I have 300 pages of physics-validated design hitting 2.13:1 ratio (23.5 kg aircraft, 50 kg payload, 3.5C Grepow pack). Need U.S. partner to build & fly — prize split. Serious builders only. #DARPA #LiftChallenge #eVTOL #HeavyLift @maviddedsker @DeltaClimbs @DARPA
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 @jovialjoy @timnitGebru @AxelVossMdEP
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 #MachineLearning #DigitalServicesAct @sama @fchollet @GaryMarcus
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 #ComplianceAI #AIRegulation @ylecun @AnthropicAI @OpenAI
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 coming soon. 1/4 #AIBias #AIAlignment #ResponsibleAI #HRTech #MachineLearning #AIEthics #TechBreakthrough #EUAIAct @Greenhouse @Personio @Workday
Tagging @miramurati @thinkymachines @sama @AnthropicAI @xai—let’s discuss how constraint scaffolds can prevent these failures. DMs open for collab on safer medical AI.
Thanks @Meta for recommending this AI ‘doctor’ app today. It diagnosed me with a fake emergency, promised to call 911, and even claimed to have dispatched help to my (wrong) location. Good thing it was all fabricated—or I’d be in real danger. Screenshots attached. #AISafetyFail”
Humanity needs honest AI that constrains itself to truth—no false caring, no overreach. Our constraint layer architecture enforces this: recursive checks, Boolean audits, and hard halts on unverifiable claims. The safe AI future is here. #AISafety #ConstraintAI
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 #MilitaryDeployment #ImmigrationPolicy #NationalSecurity #BorderControl
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 #CollegeBasketball #TeamBuilding #NCAARecruiting
Life in the 1980s 🧵 1. McDonald's in the 80s compared to today
Thought this was interesting. medium.com/@m.finks/trump…
I just published NASA’s Metallic Orbs: The Surprising Briefing Everyone Missed link.medium.com/OXBLOtyw2Pb
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
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
Free for Kindle until December 2nd - A look into Human Trafficking from a chid's perspecitve. #EndHumanTrafficking #StopTrafficking #AntiTrafficking #EndModernSlavery #HumanTraffickingAwareness mybook.to/boysforsale
Phuket cracks down on human trafficking in fisheries thethaiger.com/news/phuket/ph… #EndHumanTrafficking #StopTrafficking #AntiTrafficking #EndModernSlavery #HumanTraffickingAwareness
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