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Kami Harcej's avatar
Kami Harcej
Dublin, Ireland
AI decisions made clear, safe and actionable
New to Contra
AI decisions made clear, safe and actionable
Cover image for “When decisions become real without
“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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Cover image for Decision Integrity Stress Test 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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Cover image for This work demonstrates how AI
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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Cover image for This work highlights a critical
This work highlights a critical failure mode in AI systems: decisions that are correct, compliant, and authorized - but no longer valid at the moment they are executed. The focus is on how outputs transition into authority through repeated use, and how systems can begin to act on those outputs without re-validating whether they still hold under current conditions. It explores: – how authority forms through interaction, not just formal assignment – why governance often fails before execution, not after – where systems allow inadmissible actions to become real This perspective is used to identify where AI-driven decisions drift from their original conditions - even when everything appears governed.
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Analytics Canvas(4)
Gbenga Alabi's avatar
Gbenga Alabi
proLagos, Nigeria
Result-Driven UI/UX & Web Designer, Framer, WordPress, Leads
$1k+
Earned
1x
Hired
5.0
Rating
30
Followers
Result-Driven UI/UX & Web Designer, Framer, WordPress, Leads
Cover image for 6,000+ Leads Generated in 7 Days on Tiktok and Meta
6,000+ Leads Generated in 7 Days on Tiktok and Meta
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Cover image for Swiftly Rescue Live Mobile App Figma
Swiftly Rescue Live Mobile App Figma
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1
Cover image for GO For You Web App and Mobile Figma
GO For You Web App and Mobile Figma
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0
Cover image for Meta Ads & Lead Generation for LockedIN HQ
Meta Ads & Lead Generation for LockedIN HQ
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Analytics Canvas(1)
Bukola Aladesulu's avatar
Bukola Aladesulu
Ikeja, Nigeria
Copy, Content and Social media Strategist for Businesses
5.0
Rating
9
Followers
Copy, Content and Social media Strategist for Businesses
Cover image for Upthrive's Content Strategy & Brand Positioning
Upthrive's Content Strategy & Brand Positioning
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3
Cover image for Blog Article - Personalized Budget Planning
Blog Article - Personalized Budget Planning
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Cover image for Blog Article - FunZ Financial Management Enhancement
Blog Article - FunZ Financial Management Enhancement
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Cover image for Blog Article - FunZ Financial Planning App Development
Blog Article - FunZ Financial Planning App Development
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Analytics Canvas(1)
Sabrina Pate's avatar
Sabrina Pate
Atlanta, USA
Creative Design • Content • Social Media • Advertising
New to Contra
Creative Design • Content • Social Media • Advertising
Cover image for Service: Social Media Content &
Service: Social Media Content & Digital Ads The Description: High-impact digital ad designed to grab attention on social media. It uses a modern, tech-focused look to show how software can handle the heavy lifting for businesses, like growing a customer base and automating daily tasks. Service Value: Graphics that help you explain new technology in a way that feels approachable. This is a great example of how I can take a technical tool and present it as a clear, easy-to-understand solution for your audience.
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Cover image for Strategic Marketing Collaborator | ROI
Strategic Marketing Collaborator | ROI Webinar Showcasing expert-led insights on utilizing CRM systems to drive event ROI. Managed digital asset coordination for cross-platform industry webinars. Proven ability to integrate advanced data analytics and CRM tools to fuel measurable success and growth for high-stakes corporate exhibitions.
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Cover image for Service: Exhibit Branding & Event
Service: Exhibit Branding & Event Marketing Design As an event manager I created this banner to focus on Trade Shows, Conferences & other B2B marketing. on the "behind-the-scenes" details that make a professional exhibit successful. Promotes success in event management and attention to detail. Service Value: My goal is to help you build trust with your audience, whether that's on the showroom floor or through digital marketing, I will aim for results.
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Cover image for Service: Data-Driven Event Marketing &
Service: Data-Driven Event Marketing & Analytics Infographic-style banner that translates complex event data into clear, measurable outcomes. It highlights key performance metrics like a 90% lead conversion rate and significant boosts in client engagement and brand awareness. Service Value: I help you improve the ROI of your events by turning raw data into high-impact visual "Industry Insights." This design shows how I can take your success stories—like maintaining a 90% account retention rate even when facing industry challenges—and present them as a compelling reason for new clients to trust your expertise.
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Analytics Canvas(2)
Rishni Perera's avatar
Rishni Perera
Colombo, Sri Lanka
Product Experience & Adoption Strategist (UX+LXD+AI+Growth)
Product Experience & Adoption Strategist (UX+LXD+AI+Growth)
Cover image for AI-Powered LMS: Enhancing Career Transformations
AI-Powered LMS: Enhancing Career Transformations
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0
Cover image for TaaS Platform Usability Enhancement for Infor
TaaS Platform Usability Enhancement for Infor
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Cover image for Embrace Different: A Supportive Digital Platform
Embrace Different: A Supportive Digital Platform
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Cover image for Explore Rishni Perera’s Portfolio
Explore Rishni Perera’s Portfolio
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0
Analytics Canvas(1)
BABLOO KUMAR SAH's avatar
BABLOO KUMAR SAH
New Delhi, India
GenAI & QA expert, full-stack developer, problem solver.
GenAI & QA expert, full-stack developer, problem solver.
Cover image for LINKEDIN ANALYTICS CHROME EXTENSION Launched LinkedIn Profil...
LINKEDIN ANALYTICS CHROME EXTENSION Launched LinkedIn Profile Analytics Chrome Extension 📊 ✅ Real-time profile view tracking ✅ Visitor insights & analytics dashboard ✅ Connection growth metrics ✅ Post engagement analyzer ✅ Profile optimization recommendations ✅ Export data to CSV/Excel ✅ One-click installation from Chrome Store Perfect for: 💼 Freelancers & job seekers 🚀 Content creators 📈 Business development pros 💰 Sales professionals Monitor your LinkedIn impact instantly! Building smart tools that scale your reach 🔥 What Chrome extensions would help your workflow?
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Cover image for Building AI-Powered Automation: From QA Testing to Full-Stac...
Building AI-Powered Automation: From QA Testing to Full-Stack Development 🚀 Just wrapped up another successful client project integrating AI/LLM automation into their existing workflow. Here's what I learned: ✅ Key Takeaways: Automating repetitive tasks saves 60%+ dev time AI integration isn't just for chatbots anymore Full-stack solutions + automation = competitive edge Documentation & testing = non-negotiable Currently working on: 🔧 Building custom LLM workflows with Ollama 🔗 Docker + Node.js automation pipelines 📊 E-commerce automation for batch operations 🤖 AI-powered QA testing frameworks If you're looking to automate your business processes or need full-stack development with AI integration, let's talk! What automation challenge are you facing? Drop a comment below! 👇
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Cover image for Built a complete ERP/CRM system for agriculture & farming 🌾...
Built a complete ERP/CRM system for agriculture & farming 🌾 ✅ Dashboard with real-time analytics & KPIs ✅ Invoice + Sales Management modules ✅ Farmer & Customer database ✅ Employee & Attendance tracking ✅ Inventory & Purchase automation ✅ Advanced BI with AI-powered insights ✅ PDF + Excel export (₹24K+ sales tracked) Perfect for: 🚜 Agriculture businesses 🏢 SMEs & trading companies 📊 E-commerce platforms Need a custom ERP? Let's scale your business! 📈 What industry would benefit from ERP automation? 👇
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Cover image for Invoice & Receipt Automation Solution. Just built a complete...
Invoice & Receipt Automation Solution. Just built a complete invoice & receipt management. What we delivered: ✅ Proforma Invoice builder for B2B & international trade ✅ Fast Food Receipt generator with real-time preview ✅ Multi-template support (GST, VAT, Tax invoices) ✅ Automated company info & billing calculations ✅ Restaurant order management with itemized breakdown ✅ Export-ready invoices (PDF, printable formats) Business Impact: ⏱️ Saves 70%+ time on invoice generation 💰 Reduces billing errors by automating calculations 📈 Scalable for B2B, restaurants, and service businesses Perfect for: 🏢 E-commerce platforms 🍔 Restaurant chains 💼 B2B service providers 🏭 Manufacturing & trading companies Need invoice automation? Let's build it! What document automation solution would you build next? 👇
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Analytics Canvas(1)