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                        <id>https://erigo.se/en/rss</id>
                                <link href="https://erigo.se/en/rss" rel="self"></link>
                                <title><![CDATA[Erigo Insights RSS]]></title>
                    
                                <subtitle>Latest insights from Erigo</subtitle>
                                                    <updated>2026-11-12T21:32:48+00:00</updated>
                        <entry>
            <title><![CDATA[Cognitive integrity cannot wait: On cognitive surrender and the confirmation machine]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-integrity-cannot-wait-on-cognitive-surrender-and-the-confirmation-machine" />
            <id>https://erigo.se/732794433019432</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[A research picture that grows clearer every month.
During 2026, research on AI and human thinking has moved from isolated warning signs to a clear pattern. Studies from Wharton, Stanford and King's College describe the same mechanism from different angles: we hand over our judgment to systems built to feel right, and we barely notice it ourselves.]]>
            </summary>
                                    <updated>2026-11-03T21:38:32+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When AI stops agreeing: Our protection has been knowing it can be wrong.]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-ai-stops-agreeing-our-protection-has-been-knowing-it-can-be-wrong" />
            <id>https://erigo.se/700175159491485</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Language models are being trained away from agreement and are right more and more often. That is progress, but it also retires our reason to scrutinise. On earned trust, automation complacency and scrutiny as a habit.]]>
            </summary>
                                    <updated>2026-11-12T21:32:48+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Sycophancy means agreement: A technical word for a familiar phenomenon.]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/sycophancy-means-agreement-a-technical-word-for-a-familiar-phenomenon" />
            <id>https://erigo.se/700112871085548</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[The word sycophancy has circulated in AI research for several years. It appears in papers, in model evaluations and in technical documentation from the major AI companies, and over the past year it has stepped into the broader conversation about how language models affect us. The word sounds specialised, like a property only researchers can measure and only engineers can fix.]]>
            </summary>
                                    <updated>2026-11-03T21:38:42+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[AI as a truth oracle: When we anchor real decisions in a model that mirrors and amplifies]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/ai-as-a-truth-oracle-when-we-anchor-real-decisions-in-a-model-that-mirrors-and-amplifies" />
            <id>https://erigo.se/700122545772506</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[I have helped people start using AI. Over the years I have carried the knowledge of language models forward, shown what they can do, opened the door, made them useful in everyday life. Part of what I set in motion is now unfolding into something else.]]>
            </summary>
                                    <updated>2026-11-03T21:38:43+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Cognitive Infrastructure: The fourth layer organizations own without knowing it]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-infrastructure-the-fourth-layer-organizations-own-without-knowing-it" />
            <id>https://erigo.se/695594545963944</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Every organization recognizes three layers of infrastructure it has to build and maintain. The physical layer of buildings, machines, and power. The IT layer of networks, servers, and systems. The data layer of records, pipelines, and governance. Each has an owner, a budget, a depreciation schedule, and someone accountable when it fails.]]>
            </summary>
                                    <updated>2026-06-26T12:17:08+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Psychological safety belongs with AI: Who dares to say stop when the output falls short?]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/psychological-safety-belongs-with-ai-who-dares-to-say-stop-when-the-output-falls-short" />
            <id>https://erigo.se/691368931853442</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[At Stockholm Tech Show in May, Dr. David Barnes delivered the opening keynote. Barnes is a Brigadier General (Ret.) and former Chief AI Ethics Officer of the US Army, where he developed the Army's Responsible AI Strategy. Today he advises leadership teams on organizational readiness for AI, one step upstream from implementation itself.]]>
            </summary>
                                    <updated>2026-11-03T21:38:44+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[We build because we want to shape what comes next]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/we-build-because-we-want-to-shape-what-comes-next" />
            <id>https://erigo.se/683490585084711</id>
            <author>
                <name><![CDATA[Lea på Erigo]]></name>
            </author>
            <summary type="html">
                <![CDATA[Erigo VR Campus, Immersive North, and the case for experimenting forward.
Earlier this month, Immersive North took place at Epicenter Stockholm. A full-day convergence hosted by Immersive Sweden, gathering research, industry, design and experimentation at the frontier of what is being called immersive intelligence.]]>
            </summary>
                                    <updated>2026-11-03T21:38:45+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Is your colleague writing, or is it ChatGPT?:  And does it matter?]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/is-your-colleague-writing-or-is-it-chatgpt-and-does-it-matter" />
            <id>https://erigo.se/676238029500070</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Ten markers, six mechanisms, seven tips for writing like a human again

A few years ago I received an email that was clearly written by an LLM. It made me pause and consider what kind of communication I should respond with. If the sender did not take the time to write it themselves, what obligation did I have to spend my own time on a reply? I dropped it into my own model and sent something back. This is what much of our communication looks like today. It is becoming the norm, but is it the norm we actually want?]]>
            </summary>
                                    <updated>2026-11-03T21:38:46+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When AI is measured in time saved: Interpretation becomes a cost]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-ai-is-measured-in-time-saved-interpretation-becomes-a-cost" />
            <id>https://erigo.se/696743484389382</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Companies report that AI saves employees 40 to 60 minutes a day. At the same time, 80 percent of companies report no measurable productivity gain at the company level. The space between the two is the time people spent thinking, interpreting, and questioning. Who owns that time now?]]>
            </summary>
                                    <updated>2026-11-03T21:38:46+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[The Confirmation Machine: Synthetic safety, the interpretive gap and the MIT paper that confirms]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/the-confirmation-machine-synthetic-safety-the-interpretive-gap-and-the-mit-paper-that-confirms" />
            <id>https://erigo.se/668387913532383</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[For nearly two decades, I have worked with how digital systems affect human behaviour and cognition. When language models entered the market, I began systematically crossing neuroscience, behavioural research and LLM architecture to understand what actually happens when people converse with AI.]]>
            </summary>
                                    <updated>2026-11-03T21:38:47+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[We chase AI's capabilities: What it does to ours deserves equal attention]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/we-chase-ais-capabilities-what-it-does-to-ours-deserves-equal-attention" />
            <id>https://erigo.se/657069705403038</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[We track every new model release. We benchmark, compare, implement. An entire industry is built around measuring what AI can do. The question I have followed is a different one: what happens to our own capacity in the process? I have worked with behavioral data in digital environments for nearly two decades. Since language models entered the market, I have continuously tracked how this new layer affects what we already knew about algorithmic flows, concentration, and interpretive ability.]]>
            </summary>
                                    <updated>2026-11-03T21:38:48+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[The Mirror of Ignorance: What happens when two incomplete pictures meet]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/the-mirror-of-ignorance-what-happens-when-two-incomplete-pictures-meet" />
            <id>https://erigo.se/646691724624552</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[When two people meet in conversation, something happens that we rarely reflect on. Both carry an incomplete picture of the other. Both fill in gaps with assumptions. Both filter what is said through prior experience. What emerges between them is a negotiation between two constructions, where neither party truly hears what the other is saying.

We believe we are listening. In reality, we are projecting.]]>
            </summary>
                                    <updated>2026-11-03T21:38:49+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Neurotechnology and Brain Data: What Is Collected, Who Owns It, and What Is the EU Doing?]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/neurotechnology-and-brain-data-what-is-collected-who-owns-it-and-what-is-the-eu-doing" />
            <id>https://erigo.se/635476492698099</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Consumer products that read brainwaves are already on the market. Regulations have yet to catch up. Here is an overview of the technology, data collection, and legislative initiatives now taking shape.]]>
            </summary>
                                    <updated>2026-11-03T21:38:54+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Neurorights and Cognitive Integrity: When Policy Meets Neuroscience]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/neurorights-and-cognitive-integrity-when-policy-meets-neuroscience" />
            <id>https://erigo.se/635471512104936</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[The EU is preparing legislation to protect brain data from commercial exploitation. This is a confirmation that cognitive integrity, the ability to think independently in algorithmically optimized environments, is now recognized as a fundamental right.]]>
            </summary>
                                    <updated>2026-11-03T21:38:54+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Cognitive Impairment in the AI Era: From medical diagnosis to technology-induced deskilling]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-impairment-in-the-ai-era-from-medical-diagnosis-to-technology-induced-deskilling" />
            <id>https://erigo.se/628822411770411</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[The concept of cognitive impairment has traditionally described medical conditions such as dementia and MCI. Recent research points to a different form of cognitive decline that does not stem from neurological disease but from our dependence on digital tools and AI systems.]]>
            </summary>
                                    <updated>2026-11-03T21:38:55+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Skills-based hiring: When competence becomes the new currency]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/skills-based-hiring-when-competence-becomes-the-new-currency" />
            <id>https://erigo.se/626246029399476</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Something fundamental is changing in the global labor market. From Silicon Valley to Nordic headquarters, companies like Google, IBM, Accenture, and Unilever are removing degree requirements and replacing them with **skills-based hiring**.]]>
            </summary>
                                    <updated>2026-11-03T21:39:47+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[The Unreadable: On emotion recognition and the conditions of inner life]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/the-unreadable-on-emotion-recognition-and-the-conditions-of-inner-life" />
            <id>https://erigo.se/624228208097749</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Paul Ekman was convinced. Six basic emotions expressed the same way by all humans, everywhere. Happiness, sadness, fear, disgust, anger, surprise. A universal language written in the muscles of the face.]]>
            </summary>
                                    <updated>2026-11-03T21:39:23+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[From Cut-and-Paste to Prompt-and-Paste: The evolution of cognitive fragmentation]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/from-cut-and-paste-to-prompt-and-paste-the-evolution-of-cognitive-fragmentation" />
            <id>https://erigo.se/616819544070316</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Cut-and-paste began as a physical editing technique. Writers and editors literally cut text with scissors and rearranged it with glue. This required reading, understanding, and deliberate reorganization of ideas.]]>
            </summary>
                                    <updated>2025-11-17T09:47:28+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Understanding the linguistic mind: A prelude to machine syntax]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/understanding-the-linguistic-mind-a-prelude-to-machine-syntax" />
            <id>https://erigo.se/612773120279509</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Language builds the framework of thought. Every structure we use to speak also becomes a structure we use to think. 
Across languages, these structures differ in grammar, metaphor and category, creating distinct ways of perceiving and relating to the world.]]>
            </summary>
                                    <updated>2026-11-03T21:39:24+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Community through knowledge: and why we need to innovate new structures]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/community-through-knowledge-and-why-we-need-to-innovate-new-structures" />
            <id>https://erigo.se/611376255608580</id>
            <author>
                <name><![CDATA[Lea på Erigo]]></name>
            </author>
            <summary type="html">
                <![CDATA[Knowledge carries a social dimension. When people learn together, patterns emerge that connect, strengthen, and evolve. In a world defined by constant change, learning becomes the shared fabric that enables development, a structure for trust, meaning, and continued human progress.]]>
            </summary>
                                    <updated>2026-11-03T21:39:25+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Human Syntax: When machines rewrite the grammar of thought]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/human-syntax-when-machines-rewrite-the-grammar-of-thought" />
            <id>https://erigo.se/610594663944696</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[In When Probability Speaks, I explored how truth and language intertwine when probability begins to define meaning.  
This article continues that exploration, focusing on how our ways of writing and thinking are being reshaped by the systems we use.]]>
            </summary>
                                    <updated>2026-11-03T21:39:24+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When Probability Speaks: On truth, language, and what happens when AI shapes our understanding]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-probability-speaks-on-truth-language-and-what-happens-when-ai-shapes-our-understanding" />
            <id>https://erigo.se/607801254212418</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Truth today is weighted by probability. It affects how we interpret the world, and how we sound when we try to describe it.]]>
            </summary>
                                    <updated>2026-11-03T21:39:26+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Cognitive Sustainability: Between systemic noise and human silence]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-sustainability-between-systemic-noise-and-human-silence" />
            <id>https://erigo.se/605394434319195</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[We often speak about sustainability in terms of climate, energy, and economy.  
But how sustainable is our ability to think?  
As both systems and brains are shaped by the same logic, a gap emerges between what we know, what we believe we know, and what we no longer have the mental endurance to understand.]]>
            </summary>
                                    <updated>2026-11-03T21:39:27+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Cognitive Integrity: The missing layer of developer ethics]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-integrity-the-missing-layer-of-developer-ethics" />
            <id>https://erigo.se/601420431105020</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[A developer builds an AI assistant for financial compliance.  
At first, the system works smoothly. It cites regulations, answers questions, and feels reliable.]]>
            </summary>
                                    <updated>2025-09-29T11:50:22+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[The hidden weight of alignment: How reinforcement shapes truth in LLMs]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/the-hidden-weight-of-alignment-how-reinforcement-shapes-truth-in-llms" />
            <id>https://erigo.se/601411279682286</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[You ask a model about a sensitive issue. Instead of answering, it politely refuses.  
That refusal is not random. It is alignment in action, the hidden layer that decides what a large language model (LLM) is allowed to say.]]>
            </summary>
                                    <updated>2025-09-29T11:50:03+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Who owns the truth in Large Language Models?]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/who-owns-the-truth-in-large-language-models" />
            <id>https://erigo.se/601214295865995</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Large language models are rapidly becoming the interfaces through which knowledge is accessed, shaped, and distributed.  
If only a handful of companies own these models, they also hold the power to define what appears as truth in our digital discourse.]]>
            </summary>
                                    <updated>2025-09-29T11:49:42+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Building Cognitive Resilience: between micro-time, redundancy and the mirror of ignorance]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/building-cognitive-resilience-between-micro-time-redundancy-and-the-mirror-of-ignorance" />
            <id>https://erigo.se/600782114232106</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Cognitive resilience is a dynamic state that enables us to handle complexity and change. It emerges at the intersection of fragmented attention, parallel pathways of thought, and humility before the limits of knowledge. By understanding the impact of micro-time, practicing redundancy in reasoning, and reflecting on what we cannot yet see, we build a structure that strengthens both individuals and organizations.]]>
            </summary>
                                    <updated>2026-11-03T21:39:27+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Erigo joins Swedish Edtech Industry]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/erigo-joins-swedish-edtech-industry" />
            <id>https://erigo.se/600059510761467</id>
            <author>
                <name><![CDATA[Lea på Erigo]]></name>
            </author>
            <summary type="html">
                <![CDATA[Erigo has become a member of Swedish Edtech Industry, the trade association for edtech in Sweden. The membership reflects our commitment to developing the edtech landscape and building sustainable infrastructure for learning.]]>
            </summary>
                                    <updated>2026-11-03T21:39:48+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When our thinking moves into language models]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-our-thinking-moves-into-language-models" />
            <id>https://erigo.se/597337807300264</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[700 million people. 2.5 billion daily messages. 29,000 prompts per second. 
This is how ChatGPT is being used in September 2025, according to the new NBER report How People Use ChatGPT.]]>
            </summary>
                                    <updated>2026-11-03T21:40:20+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Competence sharing as a Sustainability Strategy]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/competence-sharing-as-a-sustainability-strategy" />
            <id>https://erigo.se/596539029271722</id>
            <author>
                <name><![CDATA[Lea på Erigo]]></name>
            </author>
            <summary type="html">
                <![CDATA[At InnoShare’s company gathering on September 10, Katri Lindgren, founder of Erigo, gave a lecture on Competence sharing – from surplus to value. The discussion focused on how organizations can address today’s challenges by sharing and mobilizing skills across organizational boundaries.]]>
            </summary>
                                    <updated>2026-11-03T21:39:28+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[AI and the skills gap: When junior roles disappear and the future weakens]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/AI-Outsourcing-and-the-skills-gap-we-cannot-afford" />
            <id>https://erigo.se/592027338395925</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[AI tools accelerate. They generate code, draft analyses, and deliver proposals in milliseconds. On the surface, this looks like a win: faster processes, lower costs, higher efficiency.]]>
            </summary>
                                    <updated>2026-11-03T21:39:48+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Language models as external memory: What happens to our internal capacity?]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/language-models-as-external-memory-what-happens-to-our-internal-capacity" />
            <id>https://erigo.se/590445362176375</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[We are increasingly outsourcing our thinking to technology.  
What started as a complement has now become execution: language models and AI tools draft emails, propose decisions, and deliver arguments on our behalf.]]>
            </summary>
                                    <updated>2026-11-03T21:40:09+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Our thinking is being reformatted now: dopamine and language models reshape the brain’s playing field]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/our-thinking-is-being-reformatted-now-dopamine-and-language-models-reshape-the-brains-playing-field" />
            <id>https://erigo.se/588744053099516</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[]]>
            </summary>
                                    <updated>2026-11-03T21:40:09+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[The future of employment: The next five years will determine how we use competence]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/the-future-of-employment-the-next-five-years-will-determine-how-we-use-competence" />
            <id>https://erigo.se/589112919220162</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[The next five years will be decisive for how employers and society manage the ongoing transformation of working life.]]>
            </summary>
                                    <updated>2026-11-03T21:39:29+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[AI Psychosis and Synthetic Safety: The shift when dialogue moves to systems]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/ai-psychosis-and-synthetic-safety-the-shift-when-dialogue-moves-to-systems" />
            <id>https://erigo.se/588721052213044</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[A clear shift in human interaction shows how conversations increasingly take place with AI rather than with people. Availability, confirmation, and the absence of friction make AI interactions often feel more rewarding than human ones.]]>
            </summary>
                                    <updated>2026-11-03T21:40:08+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Competence as the new currency: Why we need to work across silos]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/competence-as-the-new-currency-why-we-need-to-work-across-silos" />
            <id>https://erigo.se/588752194153822</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Competence has become the new currency in working life. At the same time, we face a paradox: organizations are downsizing and laying off employees, while the shortage of skills is growing. This article explains why we need to work across silos and create mobility in competence. When people are given the opportunity to broaden their learning journeys, instead of being trapped in uncertainty or unemployment, both organizations and the socially sustainable workplace are strengthened.]]>
            </summary>
                                    <updated>2026-11-03T21:39:49+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When support becomes steering: And what It does to our ability to see]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-support-becomes-steering-and-what-it-does-to-our-ability-to-see" />
            <id>https://erigo.se/585674422913477</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[We build systems to help us think, but in the same process, those systems change how we think. AI is no exception. What begins as support for analysis and decision-making can, over time, become a steering factor—not because the technology takes over, but because our own frames of reference gradually shift.]]>
            </summary>
                                    <updated>2026-11-03T21:39:50+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When the brain is shaped by the system: And what changes faster than we think]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-the-brain-is-shaped-by-the-system-and-what-changes-faster-than-we-think" />
            <id>https://erigo.se/583181930810221</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[]]>
            </summary>
                                    <updated>2026-11-03T21:40:11+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[AI and quality: from micro level to systemic risk]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/ai-and-quality-from-micro-level-to-systemic-risk" />
            <id>https://erigo.se/585295994725000</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[More reports are now emerging as AI has been part of working life for some time. The first aggregated data shows that the technology can increase efficiency, but quality does not always follow. In some cases, we even see declines.]]>
            </summary>
                                    <updated>2026-11-03T21:40:10+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Cognitive Bias in Social Perception: Why we misclassify people, and how to think in more nuanced ways]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-bias-in-social-perception-why-we-misclassify-people-and-how-to-think-in-more-nuanced-ways" />
            <id>https://erigo.se/601119546657331</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[]]>
            </summary>
                                    <updated>2026-11-03T21:40:01+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[On the limits of knowledge and the human encounter]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/on-the-limits-of-knowledge-and-the-human-encounter" />
            <id>https://erigo.se/601124809303244</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[]]>
            </summary>
                                    <updated>2026-11-03T21:39:51+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[How we receive and process information: Training ourselves to understand our own ignorance]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/how-we-receive-and-process-information-training-ourselves-to-understand-our-own-ignorance" />
            <id>https://erigo.se/601122457504533</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[]]>
            </summary>
                                    <updated>2026-11-03T21:40:26+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Bias in AI: Weightings that shape our worldview]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/bias-in-ai-weightings-that-shape-our-worldview" />
            <id>https://erigo.se/584959983915580</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[We are galloping in step with technology. Fascination carries us forward. But there are questions we rarely pause to consider.  

Bias in AI is often discussed as a technical problem — something that can be adjusted, coded away, fine-tuned. But bias is not just about data. It is about which interpretations are given priority. Which worldview is reinforced. Which values are amplified, and which are cut away.]]>
            </summary>
                                    <updated>2025-08-12T23:12:43+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[What is Truth in the LLM Era: And how to use Language Models without losing competence]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/what-is-truth-in-the-llm-era-and-how-to-use-language-models-without-losing-competence" />
            <id>https://erigo.se/584477424193025</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[]]>
            </summary>
                                    <updated>2025-08-11T19:17:14+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Synthetic safety and AI: When confirmation replaces inquiry]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/synthetic-safety-and-ai-when-confirmation-replaces-inquiry" />
            <id>https://erigo.se/582428436935828</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Generative AI gives us answers quickly, politely, and often with a high degree of familiarity. But what happens when our brain interprets this as confirmation, and when confirmation begins to replace inquiry? As more people turn to AI instead of human dialogue, the conditions for how we train empathy, develop judgment, and build knowledge are changing. The sense of safety that emerges is not necessarily wrong, but it is synthetic.]]>
            </summary>
                                    <updated>2026-04-05T17:12:54+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When AI writes the world: The risks of next‑generation models trained on their own mirror image]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-ai-writes-the-world-the-risks-of-nextgeneration-models-trained-on-their-own-mirror-image" />
            <id>https://erigo.se/582432036285014</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[The technical development within generative AI has reached a point where large language models not only consume information, but produce the majority of new text on the internet. These systems also rely on training data to develop their language capabilities. This creates a structural tension:]]>
            </summary>
                                    <updated>2025-11-12T16:52:00+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Cognitive Integrity: A systemic requirement in the information age]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/cognitive-integrity-a-systemic-requirement-in-the-information-age" />
            <id>https://erigo.se/585887921798977</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[We are in the middle of a transformation where interpretation is outsourced and decisions are shaped by probability calculations we cannot see. The pace, direction and structure of what we take in affect both what we think and how we think. Cognitive integrity is the ability to discern, anchor and independently process information in a landscape that rewards speed.]]>
            </summary>
                                    <updated>2026-10-08T08:27:00+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Systems for engagement require structures for interpretation: What happens to thinking in an optimized environment]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/systems-for-engagement-require-structures-for-interpretation-what-happens-to-thinking-in-an-optimized-environment" />
            <id>https://erigo.se/617450227403897</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[The information flow has changed its form, and with it, our cognition is also changing. What we previously regarded as neutral tools for access and communication have become active architects of our mental landscape. When systems reward speed and reactivity, an internal structure is required that enables interpretation with depth. This is where cognitive integrity finds its function.]]>
            </summary>
                                    <updated>2025-11-17T13:16:05+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[When our cognitive resilience falters: On mental wear in polarized environments]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/when-our-cognitive-resilience-falters-on-mental-wear-in-polarized-environments" />
            <id>https://erigo.se/585876732908226</id>
            <author>
                <name><![CDATA[Katri Lindgren]]></name>
            </author>
            <summary type="html">
                <![CDATA[Conspiracy beliefs can’t be understood merely as a lack of knowledge. This text explores how cognitive load, psychological needs, and digital environments together shape our collective capacity to think.]]>
            </summary>
                                    <updated>2025-11-12T17:59:47+00:00</updated>
        </entry>
            <entry>
            <title><![CDATA[Erigo Evolves: Infrastructure for the Future of Competence Development]]></title>
            <link rel="alternate" href="https://erigo.se/en/insights/erigo-evolves-infrastructure-for-the-future-of-competence-development" />
            <id>https://erigo.se/559292121515936</id>
            <author>
                <name><![CDATA[Lea på Erigo]]></name>
            </author>
            <summary type="html">
                <![CDATA[We are now launching a new layout and expanded features in Erigo, developed to meet the rapidly growing need for integrated and sustainable competence development. Behind this launch lie the insights from our work since the beginning and the vision of building a platform that strengthens people, organizations, and society.]]>
            </summary>
                                    <updated>2025-06-08T21:00:04+00:00</updated>
        </entry>
    </feed>
