Freelancers using Google Docs in Dublin

Freelancers using Google Docs in DublinFreelancers using Google Docs in Dublin

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Dublin, Ireland

AI decisions made clear, safe and actionable

New to Contra

AI decisions made clear, safe and actionable

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“When decisions become real without valid authority” This work examines how AI-driven decisions can appear valid while lacking the authority or conditions required to become actionable. It focuses on a critical gap: – outputs are treated as admissible – decisions are accepted as valid – but authority and conditions are never fully established The analysis highlights: – where systems assume authority rather than explicitly validating it – how admissibility is inferred instead of resolved – where decisions become actionable without sufficient grounding – why systems can execute correctly while lacking valid basis The goal is to identify where decisions are allowed to become real, not because they are admissible, but because nothing prevents them from being treated as such.

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A structured

Decision Integrity Stress Test A structured approach to identifying where AI-driven decisions fail under real-world conditions. This work focuses on testing whether decisions that are: – correct – compliant – and authorized …remain valid at the moment they are executed. The stress test surfaces: – where decisions drift from their original conditions – where systems cannot re-establish grounding – where inadmissible actions are still allowed to execute It is designed to identify failure points that do not appear in audits, logs or standard governance processes. Used before deployment, it helps ensure that AI systems can withstand real conditions - not just pass validation on paper.

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This work demonstrates how AI outputs can appear valid while still being unsafe to act on under real conditions. It focuses on the gap between: – what a system produces – and what a system is actually allowed to execute The analysis highlights: – how outputs can pass evaluation but fail at execution – why risk emerges at the transition from intent to action – where systems lack constraints at the point of commit The goal is to identify where AI-driven decisions become actionable without being fully validated against current state, authority and conditions.

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AI is not making people smarter. It’s making them faster at skipping thinking. Most AI tools are optimized for one thing: → giving answers as quickly as possible That works for productivity. But for learning? It’s a problem. Users don’t struggle. They don’t reason. They don’t retain. So I built something different. ALA - Admissible Learning Architecture™ A control layer for AI that enforces real learning. Instead of answering immediately, it: • detects low-effort input • blocks answer-seeking behavior • evaluates reasoning • only allows hints when appropriate In simple terms: → it decides when the AI is allowed to help This is especially relevant if you’re building: • AI tutors • coding education platforms • edtech products Because the real risk isn’t AI replacing learning… It’s users becoming dependent on it. ALA - Admissible Learning Architecture™ is built to solve exactly that. I’m opening early access for teams who want to integrate it. Comment “ALA” or message me if you want access. #AI (https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED) #ArtificialIntelligence (https://www.linkedin.com/search/results/all/?keywords=%23artificialintelligence&origin=HASH_TAG_FROM_FEED) #EdTech (https://www.linkedin.com/search/results/all/?keywords=%23edtech&origin=HASH_TAG_FROM_FEED) #AIinEducation (https://www.linkedin.com/search/results/all/?keywords=%23aiineducation&origin=HASH_TAG_FROM_FEED) #FutureOfLearning (https://www.linkedin.com/search/results/all/?keywords=%23futureoflearning&origin=HASH_TAG_FROM_FEED) #SaaS (https://www.linkedin.com/search/results/all/?keywords=%23saas&origin=HASH_TAG_FROM_FEED) #Startup (https://www.linkedin.com/search/results/all/?keywords=%23startup&origin=HASH_TAG_FROM_FEED) #Founders (https://www.linkedin.com/search/results/all/?keywords=%23founders&origin=HASH_TAG_FROM_FEED) #TechStartups (https://www.linkedin.com/search/results/all/?keywords=%23techstartups&origin=HASH_TAG_FROM_FEED) #ProductDevelopment (https://www.linkedin.com/search/results/all/?keywords=%23productdevelopment&origin=HASH_TAG_FROM_FEED) #AITutors (https://www.linkedin.com/search/results/all/?keywords=%23aitutors&origin=HASH_TAG_FROM_FEED) #DigitalEducation (https://www.linkedin.com/search/results/all/?keywords=%23digitaleducation&origin=HASH_TAG_FROM_FEED)

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proDublin, Ireland

Your Copywriting, Naming & Branding Expert

$10k+: Earned

16x: Hired

5.0: Rating

40: Followers

Your Copywriting, Naming & Branding Expert

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Veniamin Livandovskyi

Dublin, Ireland

🚀 UX/UI Expert Reducing Bounce Rates by 40%

🚀 UX/UI Expert Reducing Bounce Rates by 40%

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UX/UI Design of mobile app

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UI Design of landing page

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UI Design of the landing page

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UX/UI Design of web application

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Dublin, Ireland

HR expert streamlining processes through automation.

HR expert streamlining processes through automation.

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Performance Management cycle

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New Employee Onboarding Plan

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Onboarding Presentation

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Dublin, Ireland

Social Media Pro and Video Editor

Social Media Pro and Video Editor

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Team Manager For Just Eat Ireland

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Video Editor For Viral Reels

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Social Media Growth and Management Expert

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