Human x Intelligent

Madalena Costa

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

    -1 DIA

    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. --- Show notes/links > Follow Human × Intelligent for weekly episodes > Subscribe on your favorite podcast platform > Share this episode with someone building intelligent products 📬 Follow the Substack for diagrams, orchestration blueprints and deep dives into Human x Intelligent

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

    4/02

    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. --- Show notes/links > Follow Human × Intelligent for weekly episodes > Subscribe on your favorite podcast platform > Share this episode with someone building intelligent products 📬 Follow the Substack for diagrams, orchestration blueprints and deep dives into Human x Intelligent

    8 min
  3. The interface of intent: How humans stay in control when systems act

    29/01

    The interface of intent: How humans stay in control when systems act

    AI systems no longer just respond. They plan, decide and act and often without asking. In this episode of Human × Intelligent, we explore a critical question for the age of agentic AI: How do humans stay in control once systems can act on our behalf? The answer isn’t more prompts, smarter models or bigger Dashboards. It’s the interface of intent, the layer that makes autonomy understandable, predictable and governable. In this episode, we cover: Why do prompts stop working once systems become autonomousThe difference between instructions and delegationWhy Dashboards explain the past but fail the futureHow visibility before action builds trustWhere designers must decide that autonomy stopsThis episode connects the dots between: The age of agencyDesigning autonomy without losing controlMulti-agent systems and coordinationIf you’re designing, building or leading AI-powered products, this episode will change how you think about control, trust and human agency. 🎧 Next episode: The verifiability gap --- Show notes/links > Follow Human × Intelligent for weekly episodes > Subscribe on your favorite podcast platform > Share this episode with someone building intelligent products 📬 Follow the Substack for diagrams, orchestration blueprints and deep dives into Human x Intelligent

    7 min

  4. 22/01

    The multi-agent organization: From agentic drift to systemic coherence

    Autonomy scales intelligence. But without coordination, it creates conflict. In this episode of Human × Intelligent, we explore the shift from single-model AI to multi-agent systems and why intelligence at scale starts to behave less like software and more like an organization. We break down what happens when multiple autonomous agents work together, where things go wrong and how to design for coherence instead of chaos. You’ll learn: Why the 'single model' era breaks under complexityHow task decomposition enables distributed intelligenceWhat agent drift is and why it’s a structural risk and not a bugA real travel app case study where agents competed instead of collaboratingThe hidden token costs of multi-agent systemsA five-layer orchestration blueprint for coordinated intelligenceAutonomy without coordination creates conflict. Coordination without intent creates noise. Intent turns systems into teams. 🎧 Next episode: how we move beyond the chat box and design the interface of intent. --- Show notes/links > Follow Human × Intelligent for weekly episodes > Subscribe on your favorite podcast platform > Share this episode with someone building intelligent products 📬 Follow the Substack for diagrams, orchestration blueprints and deep dives into multi-agent systems 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world? We’d love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: https://humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: hello@humanxintelligent.com Together, we’re shaping a new way of working, one reflection, one insight and one conversation at a time.

    8 min
  5. Autonomy is not freedom: How intelligent systems should act

    16/01

    Autonomy is not freedom: How intelligent systems should act

    Autonomy is no longer optional in intelligent systems. But without clear boundaries, it quickly turns from helpful to harmful. In this episode of Human × Intelligent, we explore what autonomy means in product design, why it’s often misunderstood and how to design systems that act with purpose rather than unpredictability. You’ll learn: Why autonomy is not freedom, but structured initiativeThe 4 levels of autonomy and how to choose the right oneThe biggest risks of poorly designed autonomous systemsPractical principles to design autonomy that feels like a partnership and not a takeoverAutonomy without alignment creates chaos. Autonomy with alignment creates flow. 🎧 Next episode: how multi-agent systems coordinate, compete and collaborate and why coherence is the next frontier of intelligent product design. Show notes / links Follow Human × Intelligent for weekly episodesSubscribe on your favorite podcast platformShare this episode with someone building intelligent productsYouTube video I discussed during the episode: https://youtu.be/UdsFMJFuopg?si=Rk2qp8iGCN47_Vaw 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world? We’d love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: https://humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: hello@humanxintelligent.com Together, we’re shaping a new way of working, one reflection, one insight and one conversation at a time.

    8 min
  6. The age of agency: When products start to think and act

    8/01

    The age of agency: When products start to think and act

    Products are changing.  They no longer just react to user input or display information. They initiate actions. They make decisions. They influence behaviour. In this episode of Human × Intelligent, we explore the age of agency, a shift where intelligent systems move from passive tools to active collaborators. We break down what agency really means, why it changes the human–technology relationship and how designers, product leaders and teams can build systems that act with alignment instead of drift. You’ll hear: What defines agency in intelligent systemsThe three conditions that enable systems to actThe risks of agency without alignmentHow to design agents that collaborate rather than automatePrinciples for a responsible and trustworthy agencyAs agency grows, the question is no longer if systems will act but whether we can guide them with intention and clarity. 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world? We’d love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: https://humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: hello@humanxintelligent.com Together, we’re shaping a new way of working, one reflection, one insight and one conversation at a time.

    8 min
  7. The architecture of attention: why clarity begins before action

    18/12/2025

    The architecture of attention: why clarity begins before action

    Every product communicates something before a user ever takes an action. Some products feel clear the moment you open them. Others feel confused, even when the design looks polished and 'correct'. The difference isn’t aesthetics. It’s attention. In this episode of Human x Intelligent, we explore attention not as a productivity skill or psychological trait, but as the underlying architecture of intelligence itself. Attention determines what becomes visible, what gets ignored, what feels meaningful and what a system ultimately learns. We look at how attention operates across 3 layers: > Human attention, what people notice, expect and prioritise > Product attention, what interfaces highlight, hide or reinforce > Model attention, what AI systems learn to weigh and optimise for When these layers align, products feel intuitive, calm and trustworthy. When they drift, confusion, overload and misalignment follow. This episode explores why clarity is a felt experience before it is a design decision, why most confusion in AI-powered products is actually an attention failure and how misaligned attention quietly breaks loops, trust and coherence long before anyone notices. We introduce a simple attention alignment blueprint to help teams diagnose confusion, reduce noise and design systems that guide focus with intention rather than compete for it. This episode blends product strategy, cognitive science and AI behaviour to help you design systems that don’t just capture attention, but deserve it. In this episode, you’ll learn: > Why attention is a structural property of intelligence > How human, product and model attention interact and drift > Why clarity begins before interaction > How misaligned attention creates confusion even in 'well-designed' products > Early signs that attention is breaking inside systems and teams > A practical blueprint for aligning attention across humans, interfaces and models Listen if you’re building, designing or leading in tech and want your product or system to feel clear, coherent and trustworthy from the very first moment. 💬 Join the conversation Have something to say about AI, creativity or what it means to stay human in an intelligent world? We’d love to hear from you. 👉 Join the conversation: https://forms.gle/HLAczyaxqRwoe6Fs6 👉 Visit the website: https://humanxintelligent.com 👉 Connect on LinkedIn: /humanxintelligent 👉 Follow on Instagram: @humanxintelligent 📩 For collaboration or guest submissions: hello@humanxintelligent.com Together, we’re shaping a new way of working, one reflection, one insight and one conversation at a time.

    8 min
  8. Alignment: How to design systems that stay on course (PART 2)

    10/12/2025

    Alignment: How to design systems that stay on course (PART 2)

    Part 2 of Episode 4 moves from theory to application.  If Part 1 explained drift, Part 2 explains how to prevent it. In this episode: > the five principles of system alignment > how to stabilise incentives to avoid unintended behaviour > how to design reversible autonomy > how to keep feedback loops coherent across teams and models > how to align human attention, product attention and model attention > how to detect drift before it becomes visible to users > the blueprint for building trustworthy AI enabled products Alignment is not an abstract concept.  It is the architecture behind every system you trust. 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: hello@humanxintelligent.com Together we are shaping a new way of working, one reflection, one insight and one conversation at a time.

    10 min
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Excerto

Sobre

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.

Informação

  • Autoria
    Madalena Costa
  • Anos em atividade
    2025 - 2026
  • Episódios
    14
  • Classificação
    Para todos
  • Copyright
    © 2026 Human x Intelligent
  • Site do programa
    Human x Intelligent
  • Fornecedor