Human x Intelligent

Madalena Costa
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  • TECHNOLOGY

In a world where technology transforms faster than our environment, we can make sense of it. Human × Intelligent invites you to pause, think and design the future with intention. We explore the intersection of humanity and intelligence: how leaders, creators and systems can co-create meaningful impact. Conversations, frameworks and ideas that unite purpose, ethics and innovation. The future of product is human × intelligent.

  1. Cognitive debt: are AI tools making you worse at thinking?

    4D AGO

    Cognitive debt: are AI tools making you worse at thinking?

    Cognitive debt is what happens when AI tools do your thinking instead of supporting it and the research is now proving it costs you more than you realise. In this episode of Human × Intelligent, I walk through what the science actually says about AI tools and critical thinking, share a practical framework for structuring your thinking before you open any tool and give you three concrete practices for keeping your judgment intact. MIT Media Lab's 2025 study 'Your Brain on ChatGPT' found that people who relied on AI for cognitive tasks showed up to 55% weaker brain connectivity and 83% were unable to recall what they had just produced. Harvard Business School and BCG's study of 758 knowledge workers found that using AI on the wrong type of task makes your output 19% worse and highly skilled professionals couldn't tell which tasks those were. Microsoft Research (CHI 2025) found that higher confidence in AI is directly associated with less critical thinking. This is not an argument against AI tools. It is a framework for using them without losing your judgment. What's covered in this episode:  → The cognitive debt research MIT, Harvard/BCG, Microsoft and what it means for product people  → The goal, problem, process → The three thinking modes: capture, synthesise, decide and which tool belongs in each  → Think first, mode check, own your conclusion: 3 daily practices for keeping your thinking sharp  → Why the tools will keep changing and the process is what stays with you The tools will change but the process is yours. Connect with Madalena: 🌐 humanxintelligent.com 📸 Instagram: @designwithmaddie 📸 Instagram: @humanxintelligent 💼 linkedin.com/in/madalenafigueirasdacosta 💼 linkedin.com/company/human-x-intelligent Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    17 min
  2. Is AI replacing UX designers? (The reality no one talks about) | Bruno Figueiredo

    MAR 24

    Is AI replacing UX designers? (The reality no one talks about) | Bruno Figueiredo

    Is AI redefining UX design or replacing it? In this episode of Human × Intelligent, Madalena Costa sits down with Bruno Figueiredo, founder of UXLx and one of the longest-standing voices in UX in Europe, to explore how artificial intelligence is reshaping the design field. From early web design to today’s AI-powered tools, Bruno brings a long-term perspective on technological shifts and explains why this moment feels fundamentally different. As AI accelerates tasks like coding, research synthesis and interface generation, the role of designers is starting to evolve in unexpected ways. But while AI can generate outputs faster than ever and not all parts of design are equally solvable. When we move from code to creativity, from execution to judgment and from data to human behavior, the limitations of AI become more visible. This episode explores what AI can and cannot do in UX today and what designers, researchers and product teams need to understand to work with these systems effectively. We discuss: Why AI may be the biggest shift UX has ever experiencedWhy code is easier for AI than creative designThe limits and risks of synthetic users and automated researchWhy accessibility still depends on strong design foundationsThe growing problem of AI transparency and training dataHow AI is reshaping UX roles: specialists vs generalistsWhy AI should be treated as a collaborator, not a replacementWhat junior designers should focus on to stay relevant //Human x Intelligent explores how humans and AI design, build and collaborate in intelligent systems// Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    26 min
  3. The end of the chatbot? Designing AI interfaces that act and not just answer

    MAR 17

    The end of the chatbot? Designing AI interfaces that act and not just answer

    The End of the Chatbox? Designing AI interfaces that act, not just answer In this episode of Human × Intelligent, Madalena Costa explores one of the biggest design shifts happening in AI products right now: the possible end of the chatbox as the default interface for artificial intelligence. Chat interfaces made AI accessible to millions of people. They are familiar, flexible and great for brainstorming, research, writing and exploration. But as AI systems become more agentic, able to plan, use tools, act across workflows and move work forward, the traditional chatbox starts to reveal its limitations. When AI moves from answering questions to taking actions, the design problem changes. This episode explores why chat interfaces can become inefficient inside real workflows and what product designers, UX professionals and product teams should start learning now to design more embedded, contextual and trustworthy AI experiences. We discuss: Why chat became the dominant AI interfaceWhy chat breaks in action-based workflowsThe shift from conversation interfaces to action-driven experiencesUX patterns for agentic systems: previews, rationale, progress, undo and adjustable autonomyHow designers can move from building chat interfaces to designing human-AI collaborationThe future of AI interfaces is likely not 'no UI' or invisible magic. It’s embedded intelligence that supports work directly inside the product experience. Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    20 min
  4. Figma → Claude → Figma: The AI workflow product designers should know

    MAR 10

    Figma → Claude → Figma: The AI workflow product designers should know

    This episode was originally going to be about something else, but a conversation over the weekend reminded me of a workflow I use quite often when developing and designing applications. So instead, I decided to share one Human × Intelligent workflow I keep coming back to: Figma → Claude → Figma Rather than treating AI as a chatbot outside the workflow, this setup connects Claude directly to the design environment using Model Context Protocol (MCP). That means the model can analyze interfaces, reason about product systems and help accelerate design thinking. In this episode, I talk about: What changes when AI connects directly to design toolsWhy context makes AI much more useful for product designReal workflows I use: UX audits, design systems extraction, dashboard analysis and component generationThe difference between Official Figma MCP and Figma Console MCPWhat worked well, what didn’t work so well and what I’m still experimenting withWhy I think the real shift is AI becoming part of the workspaceThis is not about replacing designers, but actually, it’s about building better collaboration between human judgment and intelligent systems. If you’re exploring AI workflows for product design, design systems or complex SaaS products, this episode should give you a practical mental model for where things are heading. Example workflows mentioned in the episode UX audit of a flow: Analyze selected screens for hierarchy, cognitive load, accessibility, spacing consistency, CTA clarity and user flow friction. Design system extraction: Analyze selected UI and identify typography scale, color tokens, spacing tokens, component patterns and layout grid. Reusable component generation: Convert layouts into base components, variants and nested structures optimized for scale. Dashboard refactoring:  Audit dashboards for information hierarchy, data density, scanning patterns, visual grouping and progressive disclosure. Retention system mapping: Map a product UI to triggers, actions, rewards, feedback loops and habit formation patterns. Setup steps Sign up for a Figma Pro seat and Claude Pro or MaxInstall NodeInstall Claude CodeCreate a Figma tokenEnable Figma Dev MCP modeConfigure the Figma MCP serverInstall Figma Console MCP locallyInstall the design systems MCP assistantInstall the Desktop Bridge pluginInstall the Figma MCP server in Claude DesktopRestart Claude DesktopRun 'check Figma status'-- Links: Episode page:  Madalena on LinkedIn: /madalenafigueirasdacosta Subscribe: https://substack.com/@humanxintelligent — 🎙️ Human × Intelligent explores how humans and intelligent systems evolve together, across product, behavior and culture. --- #AIAdoption #EnterpriseAI #HumanInTheLoop #ResponsibleAI #AIGovernance #AIWorkflows #AITrust #AILeadership Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    19 min
  5. AI adoption in teams: The #1 sign you’re moving too fast (trust breaks here) | Krystel Leal

    MAR 3

    AI adoption in teams: The #1 sign you’re moving too fast (trust breaks here) | Krystel Leal

    'Most AI pilots don’t fail in the demo. They fail inside the workflow.' In this episode of Human × Intelligent, Madalena Costa speaks with Krystel Leal, a fractional AI deployment lead working at the intersection of enterprise AI implementation, customer success and real-world AI adoption. Krystel shares a simple signal that reveals when teams are moving too fast with AI: If no one can explain why the AI produced an output, the team doesn’t understand the guardrails, the workflow or the problem being solved. We explore what actually changes when AI starts working inside a team, where AI trust breaks and why human judgment and ownership still matter in AI-driven organizations. The conversation also breaks down one of the most common mistakes teams make today: delegating decisions to AI instead of delegating tasks. --- In this episode, we explore: - What changes first when AI works in a team: behavior vs mindset - Why enterprise AI pilots often fail after the demo - The difference between delegating tasks and delegating decisions - The biggest signal that a team is moving too fast with AI - Why human-in-the-loop is an ownership problem and not a checkbox - How fear and misconceptions appear when teams start using AI daily - Why companies must become AI education systems - How human communication principles apply to AI prompting - Why 'made by humans' may become a differentiator in an AI-driven world --- Key takeaway AI does not replace judgment. The most successful teams use AI as a thinking partner and not as a decision maker. --- About the guest Krystel Leal is a fractional AI deployment lead who spent years working in Silicon Valley tech startups before specializing in enterprise AI implementation. She works with organizations to turn stalled AI pilots into real production systems, redesigning workflows, ownership structures and verification processes so AI adoption actually delivers value. Her core belief: Most AI investments fail not because of the technology, but because the system around them was never built. Connect with Krystel on LinkedIn. --- 🎙️ Human × Intelligent explores how humans and intelligent systems evolve together, across product, behavior and culture. Hosted by Madalena Costa. --- Links: - Episode page: https://humanxintelligent.com/episodes/if-you-cant-explain-why-ai-output-happened-youre-moving-too-fast - Krystel on LinkedIn: https://www.linkedin.com/in/krysteleal/ - Subscribe for more Human × Intelligent: https://substack.com/@humanxintelligent Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    37 min
  6. AI cosplay - When intelligence becomes a performance | Krasi Bozhinkova

    FEB 24

    AI cosplay - When intelligence becomes a performance | Krasi Bozhinkova

    In this episode, I’m joined by Krasi Bozhinkova to explore AI cosplay, the shift from AI as a tool to AI as a performed intelligence, where emotion, presence and perceived personhood become more persuasive than proof itself. This conversation goes beyond capability. We talk about: - The moment AI moved from a tool to performing intelligence - Why humans respond to emotional UX as if it were personhood - What signals show users are no longer interacting with a system but with someone - Why perception now competes with performance - What responsibility do product teams carry when persuasion becomes indistinguishable from intelligence This is not a conversation about what AI can do. It’s about what that means for the future of product design, trust and human decision-making. 📤 https://owtcome.com/signal-brief-report-jan-26 — 🎙️ Human × Intelligent explores how humans and intelligent systems evolve together, across product, behavior and culture. — 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world, we would love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: madalena@humanxintelligent.com Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    30 min
  7. The agentic leader: how leadership changes when your 'team' is a mix of humans and agents

    FEB 11

    The agentic leader: how leadership changes when your 'team' is a mix of humans and agents

    Episode 11 (season finale) - The agentic leader: How organizational design changes when your team is a mix of humans and agents AI is no longer just transforming products. It’s transforming organizations, leadership and professional identity. In the Season 1 finale of Human × Intelligent, Madalena introduces the concept of the agentic leader, a new model of leadership for a world where your team is no longer fully human. As organizations adopt autonomous systems, agents and AI-enabled workflows, leadership shifts from managing tasks to designing environments. In this episode, you’ll hear: The full arc of Season 1: agency, autonomy, multi-agent systems, intent, and verifiability The Agentic Governance Framework and its three pillars:The Decision Boundary MatrixLegibilityReversibilityHow leadership changes across Product, Engineering, Marketing, and OperationsWhy Human × Intelligent companies are built on accountability, not automationWhat becomes more valuable as intelligence becomes a commodityThis is the most reflective episode of the season. It's a synthesis, a manifesto and a threshold. Season 2 begins at the end of the month and will feature guests and short perspectives on what it means to be a Human × Intelligent company and why it matters. 🎙 If this season helped you think differently about AI, leadership and systems design, share it with someone building the future of work. --- 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world, we would love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: madalena@humanxintelligent.com Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    7 min
  8. The verifiability gap: How trust survives when systems act without asking

    FEB 4

    The verifiability gap: How trust survives when systems act without asking

    As AI-powered products become more autonomous, intelligence is no longer the hard part. Trust is. In this episode of Human × Intelligent, Madalena explores the verifiability gap, the invisible space between: 1. what AI systems do 2. what users understand 3. what product teams can actually observe and validate. You’ll learn: Why trust breaks before AI systems failThe 3 control layers inside every agentic product (professionals, users and AI)Why 'human-in-the-loop' should be a workflow and not an approval stepHow trust, transparency, explainability and feedback work together as system infrastructurePractical UX and product strategy patterns to retain users in autonomous systemsThis episode connects the dots between signals, personalization, retention and agency. It gives teams concrete ways to design AI systems that are fast and trustworthy. Next week: the season finale, Episode 11: The agentic leader, on how leadership and organizational design change when your team is a mix of humans and agents. Season 2 starts at the end of the month. 🎙 If this episode helped you think differently about trust in AI-powered products, share it with someone building systems that act on behalf of humans. --- 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world, we would love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: madalena@humanxintelligent.com Support the show 🎙️ Human × Intelligent - a podcast about trust, transparency and human agency in AI systems, for product designers, PMs and founders building with AI.  🔔 Subscribe so you don't miss the next episode  🌐 humanxintelligent.com  Hosted by Madalena Costa · Senior product designer and AI systems strategist

    8 min
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About

In a world where technology transforms faster than our environment, we can make sense of it. Human × Intelligent invites you to pause, think and design the future with intention. We explore the intersection of humanity and intelligence: how leaders, creators and systems can co-create meaningful impact. Conversations, frameworks and ideas that unite purpose, ethics and innovation. The future of product is human × intelligent.

Information

  • Creator
    Madalena Costa
  • Years Active
    2025 - 2026
  • Episodes
    20
  • Rating
    Clean
  • Copyright
    © 2026 Human x Intelligent
  • Show Website
    Human x Intelligent

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