[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-5f923ec55d3ef8dd-discovery-as-a-capability-developing-judgment-in-t-summary":3,"summaries-facets-categories":121,"summary-related-5f923ec55d3ef8dd-discovery-as-a-capability-developing-judgment-in-t-summary":5625},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":102,"path":103,"published_at":104,"question":65,"scraped_at":105,"seo":106,"sitemap":107,"source_id":108,"source_name":109,"source_type":110,"source_url":111,"stem":112,"tags":113,"thumbnail_url":65,"tldr":118,"tweet":65,"unknown_tags":119,"__hash__":120},"summaries\u002Fsummaries\u002F5f923ec55d3ef8dd-discovery-as-a-capability-developing-judgment-in-t-summary.md","Discovery as a Capability: Developing Judgment in the AI Era",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5465,944,4019,0.00278225,{"type":14,"value":15,"toc":56},"minimark",[16,21,25,29,32,49,53],[17,18,20],"h2",{"id":19},"the-shift-from-operational-to-developmental-discovery","The Shift from Operational to Developmental Discovery",[22,23,24],"p",{},"Most product discovery is currently treated as a series of operational tasks—gathering inputs and producing outputs—which AI has made significantly more efficient. This represents the \"short game.\" The \"long game,\" however, is developmental: the ability to improve the quality of human reasoning behind what is worth building. Because AI excels at execution but lacks human judgment, the gap between operational speed and actual outcome quality is widening. To bridge this, discovery must be reframed as a capability built on a \"Judgment layer\" rather than just a process phase.",[17,26,28],{"id":27},"implementing-the-double-loop-learning-habit","Implementing the Double-Loop Learning Habit",[22,30,31],{},"To evolve from simply accumulating experience to actively sharpening judgment, teams must adopt double-loop learning. While single-loop learning focuses on adjusting behavior based on outcomes, double-loop learning questions the underlying reasoning and framing that led to those outcomes. This requires two specific, disciplined habits:",[33,34,35,43],"ol",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Documenting Reasoning:"," Before a decision is finalized, teams must record the evidence considered, the assumptions made, and the alternatives rejected. This prevents \"hindsight bias,\" where memory is reconstructed to fit the final outcome.",[36,44,45,48],{},[39,46,47],{},"Scheduled Reflection:"," After a release, teams must conduct a post-mortem focused on reasoning rather than delivery. By comparing initial predictions against actual outcomes, makers can identify flaws in their thinking and refine their decision-making for future rounds.",[17,50,52],{"id":51},"the-human-advantage-in-an-ai-accelerated-environment","The Human Advantage in an AI-Accelerated Environment",[22,54,55],{},"AI can accelerate the execution of discovery, but it cannot develop the judgment required to navigate uncertainty. The most valuable asset for a designer is a \"sharper sense\" of what is worth building—a skill that compounds through use. By weaving the Discovery Judgment Framework (DJF) into the process, designers ensure that their capability grows with every project, creating a durable advantage that lives in the maker's reasoning rather than the tool's feature set.",{"title":57,"searchDepth":58,"depth":58,"links":59},"",2,[60,61,62],{"id":19,"depth":58,"text":20},{"id":27,"depth":58,"text":28},{"id":51,"depth":58,"text":52},[64],"The Designer's Role & Craft",null,"md",false,{"content_references":69,"triage":97},[70,77,83,87,92],{"type":71,"title":72,"author":73,"publisher":74,"url":75,"context":76},"paper","Teaching smart people how to learn","Chris Argyris","Harvard Business Review","https:\u002F\u002Fcenter-for-leadership.org\u002Fwp-content\u002Fuploads\u002F2016\u002F09\u002F2_ArgyrisTeachingSmartPeopleHowtoLearn.pdf","cited",{"type":78,"title":79,"author":80,"publisher":81,"url":82,"context":76},"other","Becoming an AI-native designer","Sen Lin","UX Collective","https:\u002F\u002Fuxdesign.cc\u002Fbecoming-an-ai-native-designer-828365b71109",{"type":78,"title":84,"author":85,"publisher":81,"url":86,"context":76},"The anatomy of product discovery judgment","Gale Robins","https:\u002F\u002Fuxdesign.cc\u002Fthe-anatomy-of-product-discovery-judgment",{"type":88,"title":89,"author":90,"publisher":81,"url":91,"context":76},"report","The state of UX in 2025","Fabio Teixeira & Caio Braga","https:\u002F\u002Ftrends.uxdesign.cc",{"type":78,"title":93,"author":94,"publisher":95,"url":96,"context":76},"Revitalizing double-loop learning: From conceptual foundations to organizational transformation","Jonathan H. Westover","Human Capital Lab Review","https:\u002F\u002Fwww.innovativehumancapital.com\u002Farticle\u002Frevitalizing-double-loop-learning-from-conceptual-foundations-to-organizational-transformation",{"relevance":98,"novelty":99,"quality":98,"actionability":99,"composite":100,"reasoning":101},4,3,3.6,"Category: UX Research & Usability. The article discusses how product discovery should be viewed as a developmental capability rather than just an operational phase, addressing a pain point for designers in adapting to AI's impact on their processes. It introduces the concept of double-loop learning, which provides a framework that designers can implement to enhance their judgment in decision-making.",true,"\u002Fsummaries\u002F5f923ec55d3ef8dd-discovery-as-a-capability-developing-judgment-in-t-summary","2026-06-27 03:40:50","2026-06-29 14:44:53",{"title":5,"description":57},{"loc":103},"5f923ec55d3ef8dd","UX Collective (uxdesign.cc)","article","https:\u002F\u002Fuxdesign.cc\u002Fdiscovery-is-a-capability-not-a-phase-0fd6c1dab2f5?source=rss----138adf9c44c---4","summaries\u002F5f923ec55d3ef8dd-discovery-as-a-capability-developing-judgment-in-t-summary",[114,115,116,117],"craft","ai-impact","ux-research","patterns","Product discovery is often treated as an operational phase, but it should be a developmental capability. By documenting reasoning and practicing double-loop reflection, makers can turn experience into compounding judgment that AI cannot 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While this holds true for acquisition and onboarding, it breaks down during the offboarding process. When a user attempts to leave, companies often deploy 'dark patterns'—deliberate design choices that obstruct the user's intent to cancel. These are not accidental design failures; they are structural business decisions, often reviewed and approved at the executive level, designed to protect subscription revenue at the expense of user autonomy.",[17,5644,5646],{"id":5645},"the-anatomy-of-obstruction","The Anatomy of Obstruction",[22,5648,5649],{},"Designers often participate in these systems without realizing the cumulative impact of their decisions. 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A 2024 global audit of 642 subscription products found that 76% contained at least one dark pattern, indicating that this is a systemic industry issue rather than a practice limited to a few rogue companies.",[17,5654,5656],{"id":5655},"reframing-ethics-as-business-risk","Reframing Ethics as Business Risk",[22,5658,5659],{},"Designers often struggle to challenge these patterns because they frame their concerns as subjective feelings or ethical dilemmas, which are easily dismissed by stakeholders focused on revenue. To be effective, designers must shift the conversation toward objective business risks:",[5661,5662,5663,5669,5675],"ul",{},[36,5664,5665,5668],{},[39,5666,5667],{},"Brand Trust:"," A user who feels trapped will eventually lose trust, a cost that may not appear in quarterly metrics but manifests as long-term brand erosion.",[36,5670,5671,5674],{},[39,5672,5673],{},"Liability:"," Regulatory bodies like the FTC (US), the EU’s Digital Services Act, and India’s Central Consumer Protection Authority are increasingly enforcing strict penalties. Companies like Amazon, Epic Games, and HelloFresh have paid hundreds of millions to billions of dollars in fines for manipulative design.",[36,5676,5677,5680],{},[39,5678,5679],{},"Compliance:"," Just as accessibility became a standard requirement once ADA compliance became a legal necessity, dark patterns are becoming a significant legal liability.",[22,5682,5683],{},"Designers should ask two critical questions before shipping: 'Does this design make it as easy to leave as it is to join?' and 'If not, is this a product decision or a design decision, and who owns it?' By framing these issues as potential legal and financial liabilities, designers can move the conversation from 'what feels right' to 'what is sustainable for the business.'",{"title":57,"searchDepth":58,"depth":58,"links":5685},[5686,5687,5688],{"id":5638,"depth":58,"text":5639},{"id":5645,"depth":58,"text":5646},{"id":5655,"depth":58,"text":5656},[1797],{"content_references":5691,"triage":5711},[5692,5697,5701,5705,5708],{"type":5693,"title":5694,"author":5695,"url":5696,"context":76},"tool","Deceptive Design","Harry Brignull","https:\u002F\u002Fwww.deceptive.design",{"type":88,"title":5698,"publisher":5699,"url":5700,"context":76},"FTC v. Amazon (Case 2:23-cv-00932)","U.S. District Court for the Western District of Washington","https:\u002F\u002Fwww.ftc.gov\u002Flegal-library\u002Fbrowse\u002Fcases-proceedings\u002F2123050-amazoncom-inc-rosca-ftc-v",{"type":88,"title":5702,"publisher":5703,"url":5704,"context":76},"FTC v. Epic Games","FTC","https:\u002F\u002Fwww.ftc.gov\u002Fnews-events\u002Fnews\u002Fpress-releases\u002F2022\u002F12\u002Ffortnite-video-game-maker-epic-games-pay-more-half-billion-dollars-over-ftc-allegations",{"type":88,"title":5706,"publisher":5703,"url":5707,"context":76},"FTC v. Google \u002F YouTube","https:\u002F\u002Fwww.ftc.gov\u002Fnews-events\u002Fnews\u002Fpress-releases\u002F2019\u002F09\u002Fgoogle-youtube-will-pay-record-170-million-alleged-violations-childrens-privacy-law",{"type":88,"title":5709,"publisher":5703,"url":5710,"context":76},"FTC v. HelloFresh","https:\u002F\u002Fwww.ftc.gov\u002Fnews-events\u002Fnews\u002Fpress-releases\u002F2024\u002F10\u002Fftc-takes-action-against-hellofresh-illegal-dark-patterns-subscription-cancellation",{"relevance":99,"novelty":99,"quality":98,"actionability":58,"composite":5712,"reasoning":5713},3.05,"Category: UX Research & Usability. The article discusses the impact of dark patterns in UX design, which relates to usability and ethical considerations in design. While it provides insights into the business implications of dark patterns, it lacks specific actionable frameworks or techniques for designers to implement in their work.","\u002Fsummaries\u002F795793aa9a8cb646-the-structural-cost-of-dark-patterns-in-ux-design-summary","2026-06-26 11:09:42","2026-06-29 14:44:56",{"title":5628,"description":57},{"loc":5714},"795793aa9a8cb646","https:\u002F\u002Fuxdesign.cc\u002Fsomeone-designed-this-2d48482b64df?source=rss----138adf9c44c---4","summaries\u002F795793aa9a8cb646-the-structural-cost-of-dark-patterns-in-ux-design-summary",[116,5723,114,115],"usability","Bad UX is often a deliberate business strategy rather than a design failure. Designers must reframe the ethical risks of dark patterns as tangible business liabilities to effectively challenge them in product reviews.",[],"Wza5gY5VzkXFecLE6eM37Oljt6TCvl82y4Skci60E2M",{"id":5728,"title":5729,"ai":5730,"body":5735,"categories":5774,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":5775,"navigation":102,"path":5782,"published_at":5783,"question":65,"scraped_at":5784,"seo":5785,"sitemap":5786,"source_id":5787,"source_name":109,"source_type":110,"source_url":5788,"stem":5789,"tags":5790,"thumbnail_url":65,"tldr":5792,"tweet":65,"unknown_tags":5793,"__hash__":5794},"summaries\u002Fsummaries\u002F588034111016037c-mentorship-in-the-age-of-ai-from-execution-to-judg-summary.md","Mentorship in the Age of AI: From Execution to Judgment",{"provider":7,"model":8,"input_tokens":5731,"output_tokens":5732,"processing_time_ms":5733,"cost_usd":5734},5182,515,2903,0.002068,{"type":14,"value":5736,"toc":5769},[5737,5741,5744,5748,5751,5762,5766],[17,5738,5740],{"id":5739},"the-collapse-of-traditional-apprenticeship","The Collapse of Traditional Apprenticeship",[22,5742,5743],{},"Traditionally, mentorship relied on the assumption that professions evolved slowly enough for experience to compound. Mentors held \"tacit knowledge\"—the intuition and judgment gained through years of trial and error—which they passed down to mentees. AI disrupts this by allowing beginners to produce professional-grade outputs (interfaces, personas, flows) without the years of struggle that historically built that expertise. Because the profession is now evolving faster than careers are unfolding, mentors and mentees are often learning the new landscape simultaneously, shifting the dynamic from apprenticeship to collaborative exploration.",[17,5745,5747],{"id":5746},"shifting-the-focus-from-execution-to-judgment","Shifting the Focus from Execution to Judgment",[22,5749,5750],{},"As AI assumes the burden of execution, the value of a mentor shifts from teaching \"how to produce\" to teaching \"how to evaluate.\" While AI can generate concepts in seconds, it cannot explain why a specific hierarchy fails or why certain spacing choices fight the content. The core of mentorship is now helping mentees:",[5661,5752,5753,5756,5759],{},[36,5754,5755],{},"Identify weak reasoning and hidden assumptions in AI outputs.",[36,5757,5758],{},"Calibrate their internal \"taste\" to distinguish between \"good enough\" and \"genuinely better.\"",[36,5760,5761],{},"Develop habits of mind that survive technological churn, rather than focusing on mastering specific software tools that may be obsolete in months.",[17,5763,5765],{"id":5764},"redefining-the-ideal-mentor-and-mentee","Redefining the Ideal Mentor and Mentee",[22,5767,5768],{},"In an AI-first environment, the most valuable mentors are no longer those with the deepest technical mastery of a single tool, but those who demonstrate high adaptability. True expertise is now defined by the ability to remain curious and humble when existing knowledge becomes insufficient. For mentees, the goal is to seek mentors who have successfully navigated multiple technological shifts without becoming dogmatic. Ultimately, the mentor's role is to provide the \"why\" behind design decisions—the one element that generative models cannot reliably supply.",{"title":57,"searchDepth":58,"depth":58,"links":5770},[5771,5772,5773],{"id":5739,"depth":58,"text":5740},{"id":5746,"depth":58,"text":5747},{"id":5764,"depth":58,"text":5765},[64],{"content_references":5776,"triage":5780},[5777],{"type":78,"title":5778,"author":5779,"context":76},"Tacit knowledge","Michael Polanyi",{"relevance":98,"novelty":99,"quality":98,"actionability":99,"composite":100,"reasoning":5781},"Category: The Designer's Role & Craft. The article discusses how AI is reshaping mentorship in design, addressing the pain point of adapting to new roles and processes in an AI-driven environment. It provides insights into the evolving dynamics of mentorship, but lacks specific actionable frameworks for designers to implement.","\u002Fsummaries\u002F588034111016037c-mentorship-in-the-age-of-ai-from-execution-to-judg-summary","2026-06-28 22:00:10","2026-06-29 14:44:52",{"title":5729,"description":57},{"loc":5782},"588034111016037c","https:\u002F\u002Fuxdesign.cc\u002Fwhen-the-profession-outruns-the-mentor-5f40596e17ca?source=rss----138adf9c44c---4","summaries\u002F588034111016037c-mentorship-in-the-age-of-ai-from-execution-to-judg-summary",[114,115,5791],"interaction-design","AI has decoupled output from experience, forcing a shift in mentorship from teaching execution to cultivating the critical judgment required to evaluate and refine AI-generated work.",[],"lPPvYfpwSUpTcot6_P_OeoiXpMEkli1piGTimJyR6yg",{"id":5796,"title":5797,"ai":5798,"body":5803,"categories":5854,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":5855,"navigation":102,"path":5864,"published_at":5865,"question":65,"scraped_at":5865,"seo":5866,"sitemap":5867,"source_id":5868,"source_name":5869,"source_type":110,"source_url":5870,"stem":5871,"tags":5872,"thumbnail_url":65,"tldr":5874,"tweet":65,"unknown_tags":5875,"__hash__":5876},"summaries\u002Fsummaries\u002F397c295eb8a3c1dc-moving-beyond-the-atomic-design-metaphor-summary.md","Moving Beyond the Atomic Design Metaphor",{"provider":7,"model":8,"input_tokens":5799,"output_tokens":5800,"processing_time_ms":5801,"cost_usd":5802},4367,524,3460,0.00187775,{"type":14,"value":5804,"toc":5849},[5805,5809,5812,5816,5819,5823,5826,5846],[17,5806,5808],{"id":5807},"the-diminishing-returns-of-taxonomic-rigor","The Diminishing Returns of Taxonomic Rigor",[22,5810,5811],{},"Atomic design, introduced by Brad Frost, was a pivotal pedagogical tool that shifted the industry from page-based design to component-based thinking. By using the atoms-molecules-organisms hierarchy, it provided a shared language for building modular interfaces. However, the author argues that the metaphor has outlived its utility. Many teams now waste significant time debating the classification of components—such as whether a card with an avatar is a 'molecule' or an 'organism'—rather than focusing on the actual quality or usability of the interface.",[17,5813,5815],{"id":5814},"prioritizing-composability-over-hierarchy","Prioritizing Composability Over Hierarchy",[22,5817,5818],{},"The core value of atomic design was never the biological metaphor itself; it was the principle of composition. The insight that interfaces are built by combining smaller, reusable pieces into larger ones is the essential takeaway. Once a team internalizes this, the rigid layers of the atomic hierarchy become a 'tax' that creates unnecessary friction. The author suggests that teams should treat atomic design as an on-ramp for beginners, but move beyond it once the concept of composability is understood.",[17,5820,5822],{"id":5821},"defining-success-in-design-systems","Defining Success in Design Systems",[22,5824,5825],{},"Ultimately, the success of a design system is not measured by how neatly components fit into a predefined taxonomy. Instead, a system should be evaluated by its ability to be understood, trusted, and extended without breaking. The focus should remain on:",[5661,5827,5828,5834,5840],{},[36,5829,5830,5833],{},[39,5831,5832],{},"Clear contracts:"," Ensuring components have predictable behavior.",[36,5835,5836,5839],{},[39,5837,5838],{},"Reliable combination:"," Building small, well-defined units that can be combined repeatedly.",[36,5841,5842,5845],{},[39,5843,5844],{},"Practical utility:"," Shipping products efficiently rather than engaging in 'bookkeeping' exercises like naming debates.",[22,5847,5848],{},"If a component works well and is easy to use, its specific label in a hierarchy is irrelevant to the end product's quality.",{"title":57,"searchDepth":58,"depth":58,"links":5850},[5851,5852,5853],{"id":5807,"depth":58,"text":5808},{"id":5814,"depth":58,"text":5815},{"id":5821,"depth":58,"text":5822},[1018],{"content_references":5856,"triage":5862},[5857],{"type":5858,"title":5859,"author":5860,"url":5861,"context":76},"book","Atomic Design","Brad Frost","https:\u002F\u002Fatomicdesign.bradfrost.com\u002F",{"relevance":98,"novelty":99,"quality":98,"actionability":99,"composite":100,"reasoning":5863},"Category: Design Systems for AI. The article discusses the limitations of the atomic design metaphor and emphasizes the importance of composability, which addresses a pain point for designers working with design systems. It provides insights into evaluating design systems beyond rigid taxonomies, although it lacks specific actionable frameworks for implementation.","\u002Fsummaries\u002F397c295eb8a3c1dc-moving-beyond-the-atomic-design-metaphor-summary","2026-06-29 14:44:58",{"title":5797,"description":57},{"loc":5864},"397c295eb8a3c1dc","Sidebar","https:\u002F\u002Frenderghost.leaflet.pub\u002F3mnxjmjjyyc2y","summaries\u002F397c295eb8a3c1dc-moving-beyond-the-atomic-design-metaphor-summary",[5873,114,117],"design-systems","Atomic design successfully taught the industry to think in terms of component composition, but its rigid taxonomy has become a source of unnecessary friction. Teams should prioritize composability over maintaining strict hierarchical labels.",[],"02ohhRk-BOeycfvAl4GPsVLrnG5D9zTyjQjfxkz0068",{"id":5878,"title":5879,"ai":5880,"body":5885,"categories":5939,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":5940,"navigation":102,"path":5958,"published_at":5959,"question":65,"scraped_at":5959,"seo":5960,"sitemap":5961,"source_id":5962,"source_name":5869,"source_type":110,"source_url":5963,"stem":5964,"tags":5965,"thumbnail_url":65,"tldr":5967,"tweet":65,"unknown_tags":5968,"__hash__":5969},"summaries\u002Fsummaries\u002F39376c8358587d7e-moving-beyond-folder-based-documentation-architect-summary.md","Moving Beyond Folder-Based Documentation Architectures",{"provider":7,"model":8,"input_tokens":5881,"output_tokens":5882,"processing_time_ms":5883,"cost_usd":5884},4852,720,4052,0.002293,{"type":14,"value":5886,"toc":5934},[5887,5891,5894,5898,5901,5905,5908,5911,5931],[17,5888,5890],{"id":5889},"the-failure-of-the-filing-cabinet-metaphor","The Failure of the Filing Cabinet Metaphor",[22,5892,5893],{},"Modern digital documentation relies on a 1970s desktop metaphor—folders and hierarchies—that assumes knowledge exists in a single, logical location. This model is fundamentally flawed because complex information, such as accessibility decisions, rarely belongs to one category. It intersects across design, engineering, and support, forcing creators to choose an arbitrary 'home' for documents, which inevitably makes them harder to find for others.",[17,5895,5897],{"id":5896},"information-foraging-vs-hierarchical-browsing","Information Foraging vs. Hierarchical Browsing",[22,5899,5900],{},"Drawing on the theory of Information Foraging by Peter Pirolli and Stuart Card, the author argues that users do not systematically browse hierarchies. Instead, they act like foragers, following cues and signs until they find what they need. When documentation is buried deep within a tree structure, users abandon the search, ask colleagues, or create duplicates. The 'correct' location is often only obvious to the person who created the folder, not the person trying to retrieve the information.",[17,5902,5904],{"id":5903},"designing-knowledge-graphs-for-humans-and-ai","Designing Knowledge Graphs for Humans and AI",[22,5906,5907],{},"AI retrieval systems have exposed the limitations of folder-based storage by prioritizing meaning, context, and relationships over physical location. To build effective documentation, teams should treat their systems as knowledge graphs rather than isolated assets.",[22,5909,5910],{},"Key strategies for building discoverable knowledge include:",[5661,5912,5913,5919,5925],{},[36,5914,5915,5918],{},[39,5916,5917],{},"Multiple Entry Points:"," Ensure information is reachable via search, metadata, tagging, cross-linking, and semantic relationships.",[36,5920,5921,5924],{},[39,5922,5923],{},"Non-Linear Connections:"," Use tools that emphasize links and tags (like Obsidian) to show how ideas intersect, rather than forcing them into a single hierarchy.",[36,5926,5927,5930],{},[39,5928,5929],{},"Accessibility Principles:"," Apply the same logic used in accessible design—never rely on a single path to communicate meaning. If a user can only find information through one specific navigation route, the system is fragile.",[22,5932,5933],{},"Ultimately, the goal is to stop obsessing over the 'perfect' storage location. By focusing on clear structure, meaningful headings, and consistent metadata, designers can create a body of knowledge that is equally discoverable for humans and machine-learning models.",{"title":57,"searchDepth":58,"depth":58,"links":5935},[5936,5937,5938],{"id":5889,"depth":58,"text":5890},{"id":5896,"depth":58,"text":5897},{"id":5903,"depth":58,"text":5904},[1018],{"content_references":5941,"triage":5955},[5942,5947,5952],{"type":78,"title":5943,"author":5944,"publisher":5945,"url":5946,"context":76},"Information Foraging","Peter Pirolli and Stuart Card","NN\u002Fg","https:\u002F\u002Fwww.nngroup.com\u002Farticles\u002Finformation-foraging\u002F",{"type":78,"title":5948,"author":5949,"url":5950,"context":5951},"Design systems as knowledge graphs","Chase McCoy","https:\u002F\u002Fchsmc.org\u002F2021\u002F08\u002Fsystems-as-knowledge-graphs\u002F","recommended",{"type":5693,"title":5953,"url":5954,"context":5951},"Obsidian","https:\u002F\u002Fobsidian.md\u002F",{"relevance":98,"novelty":99,"quality":98,"actionability":98,"composite":5956,"reasoning":5957},3.8,"Category: Design Systems for AI. The article discusses the limitations of traditional documentation structures and proposes knowledge graphs as a solution, which aligns with the audience's need for effective design systems in AI contexts. It provides actionable strategies for improving documentation that can be directly applied by designers.","\u002Fsummaries\u002F39376c8358587d7e-moving-beyond-folder-based-documentation-architect-summary","2026-06-29 14:45:00",{"title":5879,"description":57},{"loc":5958},"39376c8358587d7e","https:\u002F\u002Fgerireid.com\u002Fblog\u002Forganising-documentation-for-humans-and-ai\u002F","summaries\u002F39376c8358587d7e-moving-beyond-folder-based-documentation-architect-summary",[5873,5966,116,114],"ai-ux","Traditional folder-based hierarchies fail to reflect how knowledge is actually used. To support both humans and AI, documentation must shift from rigid storage structures to interconnected knowledge graphs.",[],"L9ScRIVoOlskKhfrw7m-syF4wAeMBpupEvQbclwI7wQ"]