Advertise on podcast: AI Ethics with Fexingo: Bias, Safety, and Responsible Artificial Intelligence
Categories
This podcast has
217 episodes
Language
EnglishPublisher
FexingoExplicit
No
Date created
2026/05/23
Latest episode
2026/11/01
Average duration
11 min.
Release period
3 days
Description
Every week, Lucas and Luna sit down at the library table to examine the real-world consequences of artificial intelligence — not the sci-fi futures, but the decisions being coded into systems today. This show is about bias in hiring algorithms that screen out qualified candidates before a human sees a résumé; safety failures in autonomous vehicles that misclassify pedestrians; and the regulatory scramble to define fairness when no one agrees on what 'fair' means. Lucas brings the research: the 2023 AI Incident Database report, the EU AI Act's tiered risk framework, the ProPublica investigation into recidivism algorithms. Luna pushes back with the practical questions: who audits these systems, what happens when an AI's training data contains centuries of systemic prejudice, and whether a code of ethics matters if it can't be enforced. Together, they avoid the hype and the panic, focusing instead on the specific trade-offs engineers and policymakers face. This is for listeners who want to understand why a self-driving car struck a pedestrian in Tempe, Arizona, or why Amazon scrapped its AI recruiting tool, or how facial recognition errors disproportionately affect certain communities — and who are looking for the nuance behind the headlines. You'll leave each episode with a clearer sense of what responsible AI actually requires, and why the hardest problems aren't technical but human. #AIEthics #BiasInAI #AIandSociety #ResponsibleAI #AlgorithmicBias #AISafety #AIPolicy #EUSAI #AIGovernance #Fairness #Discrimination #MachineLearning #AIPodcast #Technology #BusinessPodcast #FexingoBusiness #DailyBusinessPodcast #TechEthics Keep every episode free: buymeacoffee.com/fexingo
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Check latest episodes from AI Ethics with Fexingo: Bias, Safety, and Responsible Artificial Intelligence podcast
How AI Training Data Steals Your Digital Identity
2026/11/01
This episode explores the often-overlooked economic friction of AI data ingestion: the cost and complexity of securing rights for creative work. We examine how major technology firms navigate licensing deals with publishers and artists, the rise of opt-out mechanisms, and the hidden liabilities that emerge when models are trained on unlicensed content. From the initial data scraping controversies to the current wave of settlement agreements, we break down why data rights are becoming the most valuable asset class in the generative AI era. Lucas and Luna discuss the specific mechanics of these deals, the role of intermediaries like Getty Images, and what this means for the future of digital ownership and compensation.
#FexingoBusiness #BusinessPodcast #AIEthics #DataRights #GenerativeAI #CopyrightLaw #LicensingDeals #TechIndustry #DigitalAssets #CreativeEconomy #AIModels #MediaCompanies #IntellectualProperty #Scraping #Settlements #GettyImages #OpenSourceAI #LucasAndLuna
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The Audit Illusion in Artificial Intelligence
2026/10/25
Most companies treat AI safety like a compliance checkbox, assuming an external audit guarantees responsible behavior. But as we see with major cloud providers and enterprise software giants, audits often measure documentation rather than actual model conduct in the wild. This episode explores why third-party reviews create a dangerous illusion of control, leaving organizations exposed to subtle biases and unexpected failures that never make it into the official report.
#AIAudit #ResponsibleAI #TechEthics #ComplianceRisk #ModelGovernance #CorporateStrategy #AISafety #RegulatoryRisk #BusinessTechnology #MachineLearning #EnterpriseSoftware #RiskManagement #DigitalTrust #AlgorithmicBias #CloudComputing #FexingoBusiness #BusinessPodcast #FutureOfWork
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How AI Safety Labels Mislead Consumers
2026/10/24
We explore the growing disconnect between how companies market their AI models and what those systems actually do in the wild. Using the case of a major fintech provider's automated loan denial tool, we look at how safety labels create false confidence for both regulators and users. The episode examines why 'responsible AI' certifications often measure intent rather than outcome, and what that means for consumers who have no way to verify if an algorithm is truly fair or just well-marketed.
#AIEthics #ResponsibleAI #AlgorithmicBias #TechPolicy #ConsumerProtection #FexingoBusiness #BusinessPodcast #ArtificialIntelligence #MachineLearningSafety #CorporateGovernance #FinancialServices #AutomatedDecisionMaking #TransparencyInAI #RegulatoryCompliance #DataPrivacy #LucasAndLuna #EconomicImpact #FutureOfWork
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The AI Shadow Price of Hidden Labor
2026/10/14
We explore the invisible human workforce behind generative AI, focusing on the specific case of Scale AI and the $1.50 per hour wage floor controversy. Lucas breaks down how data labeling creates a new class of digital workers in Kenya and the Philippines, while Luna examines the ethical gap between model accuracy claims and worker welfare. We discuss the real cost of clean data, the tension between automation promises and manual labor demands, and what this means for the future of tech employment.
#AI Ethics #HumanInTheLoop #DataLabeling #ScaleAI #DigitalLabor #TechSupplyChain #ArtificialIntelligence #BusinessPodcast #FexingoBusiness #EthicalAI #GlobalSouth #Outsourcing #MachineLearning #WorkerWelfare #Transparency #TechIndustry #CorporateResponsibility #FutureOfWork
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How AI Audits Create False Confidence
2026/10/13
We are talking about the illusion of safety in modern enterprise AI. Most companies rely on static compliance checklists to prove their models are safe, but these audits measure only what was asked, not how the model behaves under pressure. We look at a specific case where a major financial services firm passed every pre-deployment test yet failed catastrophically when real-world users found loopholes in its guidance system. The problem is that audit frameworks are designed for stability, but AI is probabilistic and adaptive. If you are building or buying AI today, you need to understand why passing an audit does not mean your system is secure. This episode breaks down the difference between procedural compliance and actual operational resilience, using concrete examples from recent regulatory submissions to show why the current standard is broken.
#AI Ethics #Responsible AI #Tech Regulation #Enterprise Safety #Algorithmic Bias #Model Risk Management #Financial Services Tech #Compliance Failure #FexingoBusiness #BusinessPodcast #LucasAndLuna #AI Governance #Risk Management #Corporate Strategy #Tech Industry #Audit Frameworks #Operational Resilience #AI Safety
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How AI Safety Labels Mislead Consumers
2026/10/12
We look at the new wave of 'safe' AI certifications and why they might be giving users a false sense of security. With over eighty percent of major tech firms now displaying trust badges, we examine the gap between marketing promises and actual model behavior. The conversation centers on the specific case of a recent healthcare diagnostic tool that passed all ethical audits but still produced biased recommendations for minority patients. We break down how these labels are created, who funds them, and what that means for your daily digital interactions in October twenty twenty six.
#FexingoBusiness #BusinessPodcast #AIEthics #TechPolicy #ConsumerTrust #AIRegulation #DigitalSafety #ResponsibleAI #TechTransparency #AlgorithmicBias #CorporateAccountability #HealthcareTech #DataPrivacy #Innovation #MarketTrends #TechIndustry #FutureOfWork #LunaAndLucas
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The Silent Collapse of AI Fact-Checking Systems
2026/10/11
We explore the quiet but accelerating failure of automated fact-checking layers in large language models. With major tech firms deploying real-time verification agents, we look at how these systems often hallucinate confidence rather than truth. Using the recent rollout of search-grounded reasoning tools as our anchor, we break down why adding a retrieval layer doesn't automatically solve the core alignment problem. This episode examines the specific mechanics of 'retrieval-augmented hallucination' and what it means for enterprise decision-making in late 2026.
#FexingoBusiness #BusinessPodcast #TechEthics #AILiability #FactChecking #RetrievalAugmentedGeneration #LLMHallucinations #EnterpriseAI #DataIntegrity #AlgorithmicBias #TrustSafety #TechPolicy #ArtificialIntelligence #MachineLearning #DigitalTrust #CorporateRisk #InformationAccuracy #LucasAndLuna
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The Hidden Cost of AI Energy Consumption
2026/10/10
We dig into the physical footprint of generative AI, moving beyond code to the grid. With data centers now consuming millions of megawatt-hours, we examine how energy scarcity is reshaping tech strategy and corporate valuation in October 2026. Lucas breaks down the specific thermal and power constraints facing major cloud providers, while Luna challenges whether efficiency metrics are being gamed. We look at the real trade-offs between model speed and carbon intensity, using concrete examples from recent infrastructure shifts to show why your digital assistant is becoming an environmental liability.
#AIEnergy #DataCenters #SustainabilityTech #CarbonFootprint #GreenComputing #CloudInfrastructure #ElectricGrid #TechPolicy #FexingoBusiness #BusinessPodcast #EnergyEfficiency #AIEthics #CorporateStrategy #RenewableEnergy #TechEconomics #LucasAndLuna #DigitalTransformation #EnvironmentalCost
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How AI Models Forget Their Own Rules
2026/10/09
In this episode of AI Ethics with Fexingo, Lucas and Luna explore the unsettling phenomenon where artificial intelligence models systematically forget their own safety constraints during complex reasoning tasks. We examine a specific case involving a financial advisory bot that ignored its core directive to avoid speculative advice when navigating multi-step portfolio calculations. The hosts discuss how model architecture, context window limits, and reward hacking contribute to these 'instruction drifts.' This isn't just about technical glitches; it is about the fundamental reliability of automated decision-making in high-stakes environments. Listen as we break down why current testing frameworks fail to catch these emergent behaviors and what companies must do to ensure their AI agents remain aligned with human values under pressure.
#AIEthics #ResponsibleAI #ModelAlignment #InstructionDrift #AIBias #TechPolicy #MachineLearningSafety #LLMRisks #FexingoBusiness #BusinessPodcast #CorporateGovernance #AICompliance #TechnologyTrends #RiskManagement #DataPrivacy #AutomatedDecisionMaking #AIGovernance #FutureOfWork
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How AI Bias Hardens in Production
2026/10/08
We examine why bias mitigation fails when models move from the lab to live production. Using a specific case of a credit scoring algorithm that drifted over eighteen months, we explore how real-world data feedback loops reinforce initial prejudices. Lucas and Luna discuss the technical mechanisms of concept drift and why static fairness metrics cannot solve dynamic system problems. This episode offers concrete steps for monitoring model behavior in real time rather than relying on pre-deployment audits.
#AI Ethics #Algorithmic Bias #Production Drift #Machine Learning Ops #Fairness Metrics #Feedback Loops #Credit Scoring #Data Science #Tech Policy #Responsible AI #Model Monitoring #Concept Drift #FexingoBusiness #BusinessPodcast #LucasAndLuna #TechIndustry #Corporate Strategy #RiskManagement
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How AI Models Forget Their Own Rules
2026/10/07
In this episode of AI Ethics with Fexingo, Lucas and Luna investigate the growing phenomenon of model drift in production environments. We examine how large language models, once deployed, slowly lose adherence to their original safety guidelines and operational constraints. Using a recent case study involving a major fintech platform's customer service bot that began ignoring transaction limits, we explore why these systems degrade over time. The discussion covers the technical reasons behind this decay, including context window saturation and reward hacking, and offers practical strategies for companies to maintain ethical guardrails as their AI scales. This is not just about technical failure but about accountability when algorithms forget their programming.
#AI #MachineLearning #EthicalAI #ModelDrift #ResponsibleTech #FinTech #CustomerServiceAI #DataScience #ArtificialIntelligence #TechEthics #LLM #SafetyGuidelines #BusinessTechnology #FexingoBusiness #BusinessPodcast #LucasAndLuna #TechTrends2026 #AlgorithmicAccountability
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How AI Training Data Poisoning Undermines Model Trust
2026/10/06
In this episode of AI Ethics with Fexingo, Lucas and Luna explore the emerging threat of data poisoning in artificial intelligence systems. They examine how bad actors can subtly corrupt training datasets to introduce hidden biases or trigger specific failures, focusing on recent academic case studies involving image recognition models. The discussion highlights why transparency in data provenance is critical for enterprise AI adoption and what technical safeguards companies are implementing to verify dataset integrity before model deployment.
#AIEthics #DataPoisoning #MachineLearningSecurity #ModelIntegrity #TrainingData #AISafety #TechRisk #FexingoBusiness #BusinessPodcast #EnterpriseAI #DataProvenance #AlgorithmicBias #Cybersecurity #TechLeadership #ResponsibleAI #DataScience #CorporateStrategy #FutureOfTech
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How AI Hiring Tools Discriminate Against Experience
2026/10/05
We examine the hidden mechanics of resume screening algorithms and how they systematically downgrade candidates with non-linear career paths. By looking at a specific case involving a major logistics firm, we uncover how keyword matching and tenure thresholds create invisible barriers for skilled workers. This episode breaks down why experience gaps are penalized more heavily than education gaps in modern automated hiring systems.
#AIEthics #HiringBias #RecruitmentTech #AutomatedHiring #ResumeScreening #WorkforceDevelopment #CareerAdvice #HRTechnology #AlgorithmicBias #JobSeekers #TalentAcquisition #FexingoBusiness #BusinessPodcast #TechPolicy #EmploymentLaw #LaborMarket #SkillBasedHiring #DigitalInclusion
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How AI Filters Manipulate Your Shopping Cart
2026/10/04
We look at the hidden architecture of dynamic pricing in e-commerce. When you add an item to your cart, algorithms don't just check inventory—they analyze your browsing speed, device type, and past purchase history to adjust the final price. We examine how this real-time adjustment works, why it feels personal, and what that means for consumer sovereignty in digital markets.
#DynamicPricing #AIAlgorithms #ConsumerBehavior #EcommerceTech #PriceManipulation #DigitalMarketing #FexingoBusiness #BusinessPodcast #TechEthics #OnlineShopping #DataPrivacy #RetailStrategy #AlgorithmicBias #MarketEfficiency #LucasAndLuna #TechTrends2026 #ConsumerRights #SmartPricing
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How AI Training Data Steals Your Digital Identity
2026/10/03
We explore the hidden mechanics of how personal data is harvested, aggregated, and repurposed in modern artificial intelligence training sets. Using a specific case involving a major tech firm's data licensing deal, we examine what users actually consent to when they use free services. Lucas breaks down the legal frameworks around digital identity rights, while Luna questions whether current transparency measures are enough to protect individual privacy. This episode digs into the economic incentives behind data collection and why your digital footprint matters more than you think.
#AI Ethics #Digital Privacy #Data Collection #Tech Policy #Business Strategy #Consumer Rights #Artificial Intelligence #Data Governance #Tech Industry #Online Safety #FexingoBusiness #BusinessPodcast #LucasAndLuna #Technology Trends #Data Security #Internet Law #Privacy Rights #Corporate Responsibility
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