[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary":3,"summaries-facets-categories":116,"summary-related-888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary":5620},{"id":4,"title":5,"ai":6,"body":13,"categories":74,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":79,"navigation":98,"path":99,"published_at":100,"question":76,"scraped_at":100,"seo":101,"sitemap":102,"source_id":103,"source_name":104,"source_type":105,"source_url":106,"stem":107,"tags":108,"thumbnail_url":76,"tldr":113,"tweet":76,"unknown_tags":114,"__hash__":115},"summaries\u002Fsummaries\u002F888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary.md","The Steering Layer: Enforcing Brand and Code Cohesion in AI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4265,645,3333,0.00203375,{"type":14,"value":15,"toc":67},"minimark",[16,21,25,29,32,60,64],[17,18,20],"h2",{"id":19},"the-role-of-the-steering-layer","The Role of the Steering Layer",[22,23,24],"p",{},"As AI models become capable of generating vast amounts of content, the primary challenge for product teams is maintaining consistency. A \"steering layer\" acts as an architectural bridge between generative tools and the codebase, ensuring that all AI-driven outputs—whether code, images, or text—adhere to established design tokens, brand guidelines, and development standards. By encoding context into this layer, teams can ensure that AI agents \"snap to\" the desired constraints, preventing the drift that often occurs when using non-deterministic models.",[17,26,28],{"id":27},"implementation-strategies","Implementation Strategies",[22,30,31],{},"Steering layers are not one-size-fits-all; they scale based on the complexity of the project:",[33,34,35,48,54],"ul",{},[36,37,38,42,43,47],"li",{},[39,40,41],"strong",{},"Code-Native Context:"," For technical teams, the steering layer often lives directly in the codebase as text files (e.g., ",[44,45,46],"code",{},"agents.md","), design tokens, or reference images. This allows teams to leverage existing version control, code review, and collaboration workflows.",[36,49,50,53],{},[39,51,52],{},"Retrieval-Augmented Steering:"," For more complex applications, such as Q&A features, the steering layer incorporates retrieval systems. These systems dynamically fetch relevant context based on the user's input, ensuring the AI's response is grounded in specific, curated data rather than generic model knowledge.",[36,55,56,59],{},[39,57,58],{},"Decoupled Interfaces:"," To democratize access, the steering layer can be surfaced through a dedicated UI. This allows non-developers—such as designers, copywriters, and product managers—to contribute to and maintain the guidelines without needing to interact directly with the codebase.",[17,61,63],{"id":62},"impact-on-team-velocity","Impact on Team Velocity",[22,65,66],{},"By centralizing guidelines, the steering layer enables broader team participation in product updates. When the \"rules of the road\" are baked into the AI's steering mechanism, team members can ship features or content updates with confidence, knowing that the system will automatically enforce brand and technical cohesion. This reduces the need for manual oversight and ensures that the quality bar remains high even as the volume of AI-generated work increases.",{"title":68,"searchDepth":69,"depth":69,"links":70},"",2,[71,72,73],{"id":19,"depth":69,"text":20},{"id":27,"depth":69,"text":28},{"id":62,"depth":69,"text":63},[75],"Design Systems for AI",null,"md",false,{"group":80,"content_references":81,"triage":93},"luke-wroblewski",[82,87,90],{"type":83,"title":84,"url":85,"context":86},"tool","LukeW Character Maker","https:\u002F\u002Flukew.com\u002Fmaker\u002F","mentioned",{"type":83,"title":88,"url":89,"context":86},"Sol","https:\u002F\u002Fwww.meetsol.com\u002F",{"type":83,"title":91,"url":92,"context":86},"Intent","https:\u002F\u002Fwww.intentapp.dev\u002F",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":97},5,4,4.35,"Category: Design Systems for AI. The article discusses the concept of a 'steering layer' that ensures AI outputs align with brand and development standards, addressing a key pain point for design teams managing AI-generated content. It provides implementation strategies that teams can adopt, making it actionable for designers and engineers.",true,"\u002Fsummaries\u002F888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary","2026-06-29 14:44:49",{"title":5,"description":68},{"loc":99},"888212d3a0a260e8","LukeW — Functioning Form","article","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2155","summaries\u002F888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary",[109,110,111,112],"ai-ux","design-systems","ai-agents","craft","A 'steering layer' is an intentional architectural component that sits between AI tools and a codebase, using context, guidelines, and retrieval systems to ensure AI output remains consistent with brand and development 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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.",[17,5639,5641],{"id":5640},"information-foraging-vs-hierarchical-browsing","Information Foraging vs. Hierarchical Browsing",[22,5643,5644],{},"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.",[17,5646,5648],{"id":5647},"designing-knowledge-graphs-for-humans-and-ai","Designing Knowledge Graphs for Humans and AI",[22,5650,5651],{},"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.",[22,5653,5654],{},"Key strategies for building discoverable knowledge include:",[33,5656,5657,5663,5669],{},[36,5658,5659,5662],{},[39,5660,5661],{},"Multiple Entry Points:"," Ensure information is reachable via search, metadata, tagging, cross-linking, and semantic relationships.",[36,5664,5665,5668],{},[39,5666,5667],{},"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.",[36,5670,5671,5674],{},[39,5672,5673],{},"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.",[22,5676,5677],{},"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":68,"searchDepth":69,"depth":69,"links":5679},[5680,5681,5682],{"id":5633,"depth":69,"text":5634},{"id":5640,"depth":69,"text":5641},{"id":5647,"depth":69,"text":5648},[75],{"content_references":5685,"triage":5701},[5686,5693,5698],{"type":5687,"title":5688,"author":5689,"publisher":5690,"url":5691,"context":5692},"other","Information Foraging","Peter Pirolli and Stuart Card","NN\u002Fg","https:\u002F\u002Fwww.nngroup.com\u002Farticles\u002Finformation-foraging\u002F","cited",{"type":5687,"title":5694,"author":5695,"url":5696,"context":5697},"Design systems as knowledge graphs","Chase McCoy","https:\u002F\u002Fchsmc.org\u002F2021\u002F08\u002Fsystems-as-knowledge-graphs\u002F","recommended",{"type":83,"title":5699,"url":5700,"context":5697},"Obsidian","https:\u002F\u002Fobsidian.md\u002F",{"relevance":95,"novelty":5702,"quality":95,"actionability":95,"composite":5703,"reasoning":5704},3,3.8,"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":5623,"description":68},{"loc":5705},"39376c8358587d7e","Sidebar","https:\u002F\u002Fgerireid.com\u002Fblog\u002Forganising-documentation-for-humans-and-ai\u002F","summaries\u002F39376c8358587d7e-moving-beyond-folder-based-documentation-architect-summary",[110,109,5714,112],"ux-research","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",{"id":5719,"title":5720,"ai":5721,"body":5726,"categories":5786,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":5787,"navigation":98,"path":5797,"published_at":5798,"question":76,"scraped_at":5799,"seo":5800,"sitemap":5801,"source_id":5802,"source_name":5803,"source_type":105,"source_url":5791,"stem":5804,"tags":5805,"thumbnail_url":76,"tldr":5807,"tweet":76,"unknown_tags":5808,"__hash__":5809},"summaries\u002Fsummaries\u002F99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary.md","Teaching AI Agents Product Design Standards",{"provider":7,"model":8,"input_tokens":5722,"output_tokens":5723,"processing_time_ms":5724,"cost_usd":5725},8678,689,4016,0.003203,{"type":14,"value":5727,"toc":5781},[5728,5732,5739,5743,5746,5770,5774],[17,5729,5731],{"id":5730},"codifying-product-judgment","Codifying Product Judgment",[22,5733,5734,5735,5738],{},"Coding agents often replicate existing UI patterns without understanding the underlying reasoning. Vercel addresses this by treating product decisions as first-class code, stored in the repository alongside implementation. The ",[44,5736,5737],{},"product-design"," skill acts as a single entry point for agents, providing context on interaction patterns, copy, and interface quality. This system relies on a strict operating contract that prioritizes evidence over taste, requiring agents to identify the user's job, desired outcome, and success signals before proposing UI changes.",[17,5740,5742],{"id":5741},"the-three-tiered-governance-model","The Three-Tiered Governance Model",[22,5744,5745],{},"Vercel uses a tiered approach to enforce design standards based on the complexity and determinism of the rule:",[5747,5748,5749,5755,5764],"ol",{},[36,5750,5751,5754],{},[39,5752,5753],{},"Deterministic Linters:"," Rules that can be reliably checked (e.g., preferring radio buttons over selects for 2-3 options, or enforcing accessible names) are implemented as lint rules. These provide immediate, fast feedback to developers and agents.",[36,5756,5757,5760,5761,5763],{},[39,5758,5759],{},"Agent Skills:"," For decisions requiring product context (e.g., destructive action patterns or state management), the ",[44,5762,5737],{}," skill provides prose-based guidance, examples, and decision records.",[36,5765,5766,5769],{},[39,5767,5768],{},"Human-in-the-Loop Evidence:"," A weekly workflow aggregates Slack discussions, Figma files, and PR comments into a review packet. Humans then decide which patterns should be promoted to agent guidance, lint rules, or documented as 'coverage gaps' where standards do not yet exist.",[17,5771,5773],{"id":5772},"implementation-strategy-for-teams","Implementation Strategy for Teams",[22,5775,5776,5777,5780],{},"To build a similar system, teams should start by identifying repeated review comments—such as those regarding error states or navigation—and documenting them using a structured template that includes rationale, evidence, and 'good\u002Fbad' examples. Crucially, teams must define explicit triggers in ",[44,5778,5779],{},"AGENTS.md"," to ensure the agent loads the skill at the right time. The system should separate routing (identifying the surface) from rules (the design standard) and evidence (the source of truth), ensuring that agents cite their sources when proposing changes. By keeping guidance current through a dedicated evidence-intake process, teams can scale their design standards without relying on tribal knowledge.",{"title":68,"searchDepth":69,"depth":69,"links":5782},[5783,5784,5785],{"id":5730,"depth":69,"text":5731},{"id":5741,"depth":69,"text":5742},{"id":5772,"depth":69,"text":5773},[75],{"content_references":5788,"triage":5795},[5789,5792],{"type":83,"title":5790,"url":5791,"context":86},"Vercel Agent","https:\u002F\u002Fvercel.com\u002Fblog\u002Fteaching-agents-product-design-at-vercel",{"type":5687,"title":5793,"url":5794,"context":5692},"Next.js evals","https:\u002F\u002Fvercel.com\u002Fblog\u002Fagents-md-outperforms-skills-in-our-agent-evals",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":5796},"Category: Design Systems for AI. The article provides a detailed framework for integrating product design standards into AI agents, addressing the pain point of maintaining design quality and coherence in AI-generated outputs. It outlines a structured approach for teams to document design decisions, making it actionable for designers looking to implement similar systems.","\u002Fsummaries\u002F99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary","2026-06-25 07:00:00","2026-06-29 14:44:45",{"title":5720,"description":68},{"loc":5797},"99c2642bd0e0a793","Vercel Blog","summaries\u002F99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary",[111,110,5806,112],"patterns","Vercel treats product design decisions as code by embedding a 'product-design' skill in the repository, using linters for deterministic rules, and maintaining a human-in-the-loop evidence workflow to ensure agents understand the 'why' behind UI patterns.",[],"aYKDIpTwkqrUpwWYLAy5KqKYqyAQsnkhkd0NXEk1w-U",{"id":5811,"title":5812,"ai":5813,"body":5818,"categories":5884,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":5885,"navigation":98,"path":5902,"published_at":5903,"question":76,"scraped_at":5706,"seo":5904,"sitemap":5905,"source_id":5906,"source_name":5710,"source_type":105,"source_url":5907,"stem":5908,"tags":5909,"thumbnail_url":76,"tldr":5910,"tweet":76,"unknown_tags":5911,"__hash__":5912},"summaries\u002Fsummaries\u002F26baf7fc2580f791-design-systems-in-the-age-of-agentic-authorship-summary.md","Design Systems in the Age of Agentic Authorship",{"provider":7,"model":8,"input_tokens":5814,"output_tokens":5815,"processing_time_ms":5816,"cost_usd":5817},6486,827,4426,0.002862,{"type":14,"value":5819,"toc":5879},[5820,5824,5839,5843,5846,5850,5853],[17,5821,5823],{"id":5822},"the-shift-from-read-only-to-write-access","The Shift from Read-Only to Write-Access",[22,5825,5826,5827,5830,5831,5834,5835,5838],{},"Design systems have evolved from being merely 'read' by agents to being actively authored by them. This transition is driven by new capabilities like Figma's ",[44,5828,5829],{},"use_figma"," MCP server, Storybook's MCP for React, and native canvas agents. Agents are now performing four primary tasks: modifying canvases, updating token values, generating documentation, and authoring the very files (like ",[44,5832,5833],{},"SKILL.md"," or ",[44,5836,5837],{},"DESIGN.md",") that instruct them. This compression of the design process removes the human translator between intent and implementation, making design systems both more powerful and significantly more fragile.",[17,5840,5842],{"id":5841},"the-governance-crisis","The Governance Crisis",[22,5844,5845],{},"Traditional design system governance relies on human-in-the-loop review cycles that are ill-equipped for the speed and scale of agentic authorship. When an agent can update token values across platforms or apply accessibility annotations to an entire library in one pass, the lack of a clear review owner leads to 'hope-based' governance. Furthermore, traceability suffers; while human Git commits provide a narrative of 'why' a change occurred, agentic prompt histories are often transient black boxes. Without a durable record of reasoning, teams risk losing control over their system's evolution, leading to 'drift' that may not be discovered until months later.",[17,5847,5849],{"id":5848},"building-agent-ready-systems","Building Agent-Ready Systems",[22,5851,5852],{},"To survive this shift, design systems must be treated as infrastructure rather than static configuration files. Key strategies for resilient systems include:",[33,5854,5855,5861,5867,5873],{},[36,5856,5857,5860],{},[39,5858,5859],{},"Versioned Tokens:"," Treat token systems as APIs. Proposed changes from agents should land as pull requests with changelogs and assigned reviewers, rather than direct updates to variables.",[36,5862,5863,5866],{},[39,5864,5865],{},"Purpose-Driven Documentation:"," Descriptions must move beyond visual appearance to capture the 'purpose' of a component. This provides the necessary context for agents to make accurate authoring decisions.",[36,5868,5869,5872],{},[39,5870,5871],{},"Hybrid Read\u002FWrite Formats:"," Documentation must be machine-readable (e.g., YAML frontmatter, JSON blocks) to support both automated parsing and human maintenance.",[36,5874,5875,5878],{},[39,5876,5877],{},"Explicit Ownership:"," Even if agents perform the work, a human must own the review process. Whether through automated test suites for structural regressions or periodic manual audits, teams must ensure that agent-generated output is validated before it ships.",{"title":68,"searchDepth":69,"depth":69,"links":5880},[5881,5882,5883],{"id":5822,"depth":69,"text":5823},{"id":5841,"depth":69,"text":5842},{"id":5848,"depth":69,"text":5849},[75],{"content_references":5886,"triage":5900},[5887,5890,5893,5896,5898],{"type":83,"title":5888,"url":5889,"context":86},"Figma","https:\u002F\u002Fwww.figma.com",{"type":83,"title":5891,"url":5892,"context":86},"Storybook","https:\u002F\u002Fstorybook.js.org",{"type":83,"title":5894,"url":5895,"context":86},"Claude Code","https:\u002F\u002Fcode.claude.com",{"type":5687,"title":5837,"url":5897,"context":86},"https:\u002F\u002Fblog.google\u002Finnovation-and-ai\u002Fmodels-and-research\u002Fgoogle-labs\u002Fstitch-design-md\u002F",{"type":5687,"title":5833,"url":5899,"context":86},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fequipping-agents-for-the-real-world-with-agent-skills",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":5901},"Category: Design Systems for AI. The article directly addresses the evolution of design systems in the context of AI agents, which is a core topic for designers navigating this shift. It provides actionable strategies for adapting governance and documentation practices, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F26baf7fc2580f791-design-systems-in-the-age-of-agentic-authorship-summary","2026-06-24 22:14:30",{"title":5812,"description":68},{"loc":5902},"26baf7fc2580f791","https:\u002F\u002Fblog.murphytrueman.com\u002Fyour-design-systems-newest-author-is-an-agent\u002F","summaries\u002F26baf7fc2580f791-design-systems-in-the-age-of-agentic-authorship-summary",[111,110,5806,112],"Design systems are shifting from human-authored assets to agent-authored infrastructure. This transition requires moving away from passive governance toward versioned, API-like token management and rigorous review processes for machine-generated output.",[],"30a_e17Zz8l1HmJtliUnwe4ViO_z7iX0FdKauzHQT0Y",{"id":5914,"title":5915,"ai":5916,"body":5921,"categories":6057,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":6058,"navigation":98,"path":6074,"published_at":6075,"question":76,"scraped_at":5706,"seo":6076,"sitemap":6077,"source_id":6078,"source_name":5710,"source_type":105,"source_url":6079,"stem":6080,"tags":6081,"thumbnail_url":76,"tldr":6083,"tweet":76,"unknown_tags":6084,"__hash__":6085},"summaries\u002Fsummaries\u002F679dc8ce269bd89e-the-layers-of-ai-experience-a-new-model-for-probab-summary.md","The Layers of AI Experience: A New Model for Probabilistic Design",{"provider":7,"model":8,"input_tokens":5917,"output_tokens":5918,"processing_time_ms":5919,"cost_usd":5920},8235,1197,5829,0.00385425,{"type":14,"value":5922,"toc":6046},[5923,5927,5930,5934,5937,5942,5945,5949,5952,5956,5959,5985,5989,5992,5996,6028,6032],[17,5924,5926],{"id":5925},"the-shift-to-probabilistic-design","The Shift to Probabilistic Design",[22,5928,5929],{},"Traditional design models, such as those proposed by Jesse James Garrett and Jamie Mill, focused on deterministic outcomes where designers mapped every user action to a specific interface state. Generative AI breaks this model because the underlying system is probabilistic, creating emergent behaviors that cannot be fully predicted. Designers must now act as 'full-stack' practitioners—not by becoming engineers, but by becoming multilingual in the layers that sit beneath the interface.",[17,5931,5933],{"id":5932},"the-four-layers-of-ai-ux","The Four Layers of AI UX",[22,5935,5936],{},"AI experiences are composed of four interdependent layers. Designers must understand how each influences the others to create products that are legible, safe, and valuable.",[5938,5939,5941],"h3",{"id":5940},"_1-the-user-interface-layer","1. The User Interface Layer",[22,5943,5944],{},"Interfaces are shifting from primary drivers of interaction to oversight tools. Early in a journey, the UI facilitates direct instruction (prompts, workflows). As the system builds context, the UI's role shifts toward monitoring and orchestration. Designers should move away from 'chat-only' thinking toward a palette of inputs—inline actions, ambient nudges, and persistent controls—that match the user's current level of trust and system autonomy.",[5938,5946,5948],{"id":5947},"_2-the-context-layer","2. The Context Layer",[22,5950,5951],{},"This layer acts as the engine of the experience, storing user intent, preferences, and historical data. It prevents the 'cold start' problem. Designers must practice 'context engineering'—deliberately managing what information is passed to the model. The challenge is balancing enough context for personalization against 'context rot,' where excessive or irrelevant data degrades model performance.",[5938,5953,5955],{"id":5954},"_3-the-harness-layer","3. The Harness Layer",[22,5957,5958],{},"This is the operational layer that allows agents to act independently. It includes:",[33,5960,5961,5967,5973,5979],{},[36,5962,5963,5966],{},[39,5964,5965],{},"Connectors:"," Rules for data access and third-party integrations.",[36,5968,5969,5972],{},[39,5970,5971],{},"Tools:"," Specific capabilities (e.g., writing emails, updating records) that models use to execute tasks.",[36,5974,5975,5978],{},[39,5976,5977],{},"Skills:"," Reusable working knowledge and methods for processing information.",[36,5980,5981,5984],{},[39,5982,5983],{},"Agents:"," Autonomous systems that coordinate tools and skills to achieve goals.\nDesigners must ensure these background processes are visible and controllable, allowing users to delegate tasks without losing the ability to intervene.",[5938,5986,5988],{"id":5987},"_4-the-model-layer","4. The Model Layer",[22,5990,5991],{},"Models are not interchangeable commodities; they have distinct 'personalities' based on their training data and tuning. Designers must choose models based on specific task requirements—such as reasoning depth versus speed—and configure their behaviors (e.g., verbosity, confidence, latency) to match the product's needs. The goal is to align model capabilities with the user's specific problem space.",[17,5993,5995],{"id":5994},"key-takeaways","Key Takeaways",[33,5997,5998,6004,6010,6016,6022],{},[36,5999,6000,6003],{},[39,6001,6002],{},"Design for Progressive Autonomy:"," Start with direct instruction and move toward system-led orchestration as the AI earns the user's trust.",[36,6005,6006,6009],{},[39,6007,6008],{},"Look Below the Surface:"," Don't just design the chat box; design the context, the tool permissions, and the model behaviors that produce the output.",[36,6011,6012,6015],{},[39,6013,6014],{},"Manage the 'Harness':"," Treat connectors, tools, and skills as UX components. If users don't understand what an agent can do, they won't trust it to do it.",[36,6017,6018,6021],{},[39,6019,6020],{},"Context is a Map:"," Treat user context like a video game map—it should be revealed and refined over time, not dumped into the system all at once.",[36,6023,6024,6027],{},[39,6025,6026],{},"Avoid 'Context Rot':"," Be disciplined about what data is retained. Too much memory can be as detrimental to performance as too little.",[17,6029,6031],{"id":6030},"notable-quotes","Notable Quotes",[33,6033,6034,6037,6040,6043],{},[36,6035,6036],{},"\"The work of design looks less like specifying every expected state... and instead closer resembles system design, identifying and manipulating the leverage points in a system that exist in the layers below the surface.\"",[36,6038,6039],{},"\"Onboarding into AI products looks less like people learning how to use the system, and more like the system learning how to interpret the user.\"",[36,6041,6042],{},"\"The right interface depends on the context surrounding the interaction, like how familiar the user is with the domain, how much the AI knows about them, how sensitive the situation is, and how much confidence the system has in its response.\"",[36,6044,6045],{},"\"A good agent experience makes autonomous work feel orchestrated, allowing users to observe and interrupt the model when needed without requiring them to micromanage every step.\"",{"title":68,"searchDepth":69,"depth":69,"links":6047},[6048,6049,6055,6056],{"id":5925,"depth":69,"text":5926},{"id":5932,"depth":69,"text":5933,"children":6050},[6051,6052,6053,6054],{"id":5940,"depth":5702,"text":5941},{"id":5947,"depth":5702,"text":5948},{"id":5954,"depth":5702,"text":5955},{"id":5987,"depth":5702,"text":5988},{"id":5994,"depth":69,"text":5995},{"id":6030,"depth":69,"text":6031},[1996],{"content_references":6059,"triage":6072},[6060,6064,6068],{"type":6061,"title":6062,"author":6063,"context":5692},"book","The Elements of User Experience","Jesse James Garrett",{"type":5687,"title":6065,"author":6066,"url":6067,"context":5692},"The Elements of Product Design","Jamie Mill","https:\u002F\u002Fjamiemill.com\u002Fblog\u002F2021-07-10-elements-of-product-design\u002F",{"type":5687,"title":6069,"author":6070,"url":6071,"context":5692},"Leverage Points: Places to Intervene in a System","Donella Meadows","https:\u002F\u002Fdonellameadows.org\u002Farchives\u002Fleverage-points-places-to-intervene-in-a-system\u002F",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":6073},"Category: AI UX Patterns. The article provides a detailed framework for understanding AI experiences through a multi-layered model, addressing the specific pain points of designers adapting to probabilistic design. It introduces the concept of 'context engineering,' which is actionable for designers looking to improve their AI product design.","\u002Fsummaries\u002F679dc8ce269bd89e-the-layers-of-ai-experience-a-new-model-for-probab-summary","2026-06-03 00:00:00",{"title":5915,"description":68},{"loc":6074},"679dc8ce269bd89e","https:\u002F\u002Femilycampbell.co\u002Fwriting\u002Flayers-of-ai-experience","summaries\u002F679dc8ce269bd89e-the-layers-of-ai-experience-a-new-model-for-probab-summary",[109,111,6082,112],"interaction-design","AI product design requires moving beyond the interface to manage a multi-layered system of context, harnesses, and models, shifting the designer's role from defining deterministic states to orchestrating progressive autonomy.",[],"BptBbIlz5v48jz9KE_3XHk82rT198R3uM2WgYxIPeWg"]