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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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83
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.
2
80
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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89
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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80
Analytics Canvas(4)
David Akanbi's avatar
David Akanbi
San Francisco, USA
Product & Interaction Designer
$1k+
Earned
4x
Hired
4.9
Rating
85
Followers
RIVE_EXPERT

expert

JITTER_EXPERT

expert

Product & Interaction Designer
Cover image for AI Sales Agent Platform - SparkAGI
AI Sales Agent Platform - SparkAGI
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15
Cover image for  Worked on the About page
 Worked on the About page for Spark AGI, a platform that enables businesses to deploy AI sales agents that work around the clock, adapt to their workflows, and remain fully under their control. The challenge wasn’t just presenting information, it was creating an experience that matched the product’s ambition. For AI products especially, trust is built through the details. The goal was to create a UI that feels as intelligent and refined as the technology behind it.
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3
153
Cover image for Working on an AI Image-to-3D
Working on an AI Image-to-3D creation workflow for a hardware manufacturing platform. This walkthrough covers: • Drag-and-drop image upload • Image review and prompt refinement • AI generation states • Interactive 3D model output A lot of the design effort went into reducing uncertainty during generation and making the transition from a flat image to a usable 3D asset feel seamless. Would love to hear your thoughts.
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4
133
Cover image for Conversational AI Hero Animation
Conversational AI Hero Animation
0
2
Analytics Canvas(1)
Cre8 Team's avatar
Cre8 Team
proZagreb, Croatia
UI UX design for SaaS, E-Commerce, Web app & Mobile app
$5k+
Earned
3x
Hired
5.0
Rating
88
Followers
UI UX design for SaaS, E-Commerce, Web app & Mobile app
Cover image for Fintech Platform UI UX design Global banking & crypto FX app
Fintech Platform UI UX design Global banking & crypto FX app
2
2
Cover image for Website for LVLup AI-Powered Betting Analytics App
Website for LVLup AI-Powered Betting Analytics App
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11
Cover image for VitalGym. eCommerce website for home gym equipment
VitalGym. eCommerce website for home gym equipment
10
11
Cover image for Scorer. Designing a multi-sport news & commerce hub
Scorer. Designing a multi-sport news & commerce hub
15
49
Analytics Canvas(1)
Gbenga Alabi's avatar
Gbenga Alabi
proLagos, Nigeria
Result-Driven UI/UX & Web Designer, Framer, WordPress, Leads
$1k+
Earned
1x
Hired
5.0
Rating
32
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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2
6
Cover image for Swiftly Rescue Live Mobile App Figma
Swiftly Rescue Live Mobile App Figma
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4
Cover image for GO For You Web App and Mobile Figma
GO For You Web App and Mobile Figma
0
1
Cover image for Meta Ads & Lead Generation for LockedIN HQ
Meta Ads & Lead Generation for LockedIN HQ
2
14
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
0
4
Cover image for Blog Article - Personalized Budget Planning
Blog Article - Personalized Budget Planning
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6
Cover image for Blog Article - FunZ Financial Management Enhancement
Blog Article - FunZ Financial Management Enhancement
0
5
Cover image for Blog Article - FunZ Financial Planning App Development
Blog Article - FunZ Financial Planning App Development
0
2
Analytics Canvas(1)
Savita Singh's avatar
Savita Singh
Bengaluru, India
Senior Product Designer | AI Product UX + Enterprise SaaS
New to Contra
Senior Product Designer | AI Product UX + Enterprise SaaS
Cover image for AI-Driven SaaS Workflow Redesign
AI-Driven SaaS Workflow Redesign
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0
Cover image for Commission Management
Commission Management
0
7
Cover image for I stopped designing 100 screens. I
I stopped designing 100 screens. I started designing 5 systems. Same output. 7.5 hours instead of 3 weeks. Here's the exact workflow ↓
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92
Cover image for Trendence Analytics: Built a design
Trendence Analytics: Built a design system from scratch while leading 4 designers across 3 product verticals. The problem Fragmented design language across 15+ interfaces. 40+ versions of the same button. Engineering rebuilding components repeatedly. What I did Created living design system in Figma with tokens, components, and design-to-code handoff workflow Led 4 designers, reduced design cycle from 4 weeks to 2.5 weeks Designed 6+ conversational AI interfaces for real-time analytics Built interaction patterns for multi-turn AI conversations that felt natural Results: ✓ 92% component reuse across all products ✓ 65% reduction in developer clarification questions ✓ 4 designers shipping independently ✓ 25+ engineers adopted the system as their reference Skills: Design Systems • Team Leadership • Gen AI UX • Figma • Design-to-Code Handoff
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Analytics Canvas(1)