Freelancers using Analytics Canvas
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Kami Harcej
Dublin, Ireland
AI decisions made clear, safe and actionable
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AI decisions made clear, safe and actionable
3
“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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91
2
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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91
1
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.
1
85
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Two.Zero Agency
max
Barcelona, Spain
Certified FlutterFlow Expert Agency. TOP 1 Worldwide.
$100k+
Earned
16x
Hired
4.8
Rating
157
Followers
Coach
Agency
+1
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Certified FlutterFlow Expert Agency. TOP 1 Worldwide.
0
AI Phone Assistant for Healthcare Appointment Management
0
8
0
Digital Agenda Platform for Therapy Sessions
0
9
0
Invoice Email Automation for Flow and Finance Operations
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14
0
Email-to-ERP Order Automation for ABAS-Based Operations
0
7
Analytics Canvas
(1)
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David Akanbi
San Francisco, USA
Product & Interaction Designer
$1k+
Earned
6x
Hired
4.9
Rating
92
Followers
expert
expert
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Product & Interaction Designer
3
AI Sales Agent Platform - SparkAGI
3
24
1
AI-Assisted Design Workflow Exploration
1
6
1
Granola Website Design & Framer Development
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23
4
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.
1
4
345
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Yurii Funkendorf
pro
Zagreb, Croatia
Product designer UI UX for SaaS Web Mobile app E-Commerce
$5k+
Earned
3x
Hired
5.0
Rating
145
Followers
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Product designer UI UX for SaaS Web Mobile app E-Commerce
3
Fintech Platform UI UX design Global banking & crypto FX app
3
10
7
Design of Maqtorah's Bid-Based Logistics Platform
7
7
5
Redesign SaaS Training Platform
5
15
16
Scorer. Designing a multi-sport news & commerce hub
16
54
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(1)
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Mcnove Pineda
Philippines
Designing clarity. Engineering reality. Shipping both.
$1k+
Earned
1x
Hired
5.0
Rating
113
Followers
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Designing clarity. Engineering reality. Shipping both.
0
E-commerce Personalized Shopping Journey Design
0
7
0
Carbex Premium Sports Lifestyle Brand Concept
0
5
0
Novatlas Corporate Website Development
0
3
6
Mobile-First Shopify Rebuild for Luxury Fashion Brand
6
25
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(1)
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Marcel Ruettgers
pro
Amsterdam, Netherlands
Revenue Operations & Growth Systems
$10k+
Earned
2x
Hired
5.0
Rating
17
Followers
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Revenue Operations & Growth Systems
0
Growth & GTM Strategy for European Pet Care Brand Launch
0
18
0
AI-Powered Operations Suite for POD Brand
0
17
0
Scale & Dual-Platform Affiliate Program for Blaze.ai
0
17
0
Interim CMO The Great Outdoors
0
24
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(1)
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Gbenga Alabi
pro
Lagos, Nigeria
Result-Driven UI/UX & Web Designer, Framer, WordPress, Leads
$1k+
Earned
1x
Hired
5.0
Rating
33
Followers
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Result-Driven UI/UX & Web Designer, Framer, WordPress, Leads
2
6,000+ Leads Generated in 7 Days on Tiktok and Meta
1
2
12
1
Swiftly Rescue Live Mobile App Figma
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9
0
GO For You Web App and Mobile Figma
0
3
2
Meta Ads & Lead Generation for LockedIN HQ
2
16
Analytics Canvas
(1)
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Bukola Aladesulu
Ikeja, Nigeria
Copy, Content and Social media Strategist for Businesses
5.0
Rating
11
Followers
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Copy, Content and Social media Strategist for Businesses
0
Upthrive's Content Strategy & Brand Positioning
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6
0
Blog Article - Personalized Budget Planning
0
8
0
Blog Article - FunZ Financial Management Enhancement
0
7
0
Blog Article - FunZ Financial Planning App Development
0
5
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