[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-38fb2997369f3988-voice-agents-beyond-speech-to-speech-summary":3,"summaries-facets-categories":118,"summary-related-38fb2997369f3988-voice-agents-beyond-speech-to-speech-summary":7702},{"id":4,"title":5,"ai":6,"body":13,"categories":80,"created_at":82,"date_modified":82,"description":73,"extension":83,"faq":82,"featured":84,"kicker_label":82,"meta":85,"navigation":97,"path":98,"published_at":99,"question":82,"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":113,"tldr":114,"tweet":115,"unknown_tags":116,"__hash__":117},"summaries\u002Fsummaries\u002F38fb2997369f3988-voice-agents-beyond-speech-to-speech-summary.md","Voice Agents: Beyond Speech-to-Speech",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7468,718,3850,0.002944,{"type":14,"value":15,"toc":72},"minimark",[16,21,25,29,32,55,59,62,65,69],[17,18,20],"h2",{"id":19},"the-misconception-of-the-conversational-agent","The Misconception of the Conversational Agent",[22,23,24],"p",{},"Most builders assume a voice agent's primary purpose is to talk back. This is a limiting design pattern. Instead of viewing voice as a chatbot, developers should view it as an interface layer. We have spent decades perfecting non-verbal UI patterns—notifications, state changes, button highlights, and cursor movements—that voice agents can trigger without needing to verbalize every action.",[17,26,28],{"id":27},"three-modes-of-voice-interaction","Three Modes of Voice Interaction",[22,30,31],{},"Charlie Guo categorizes voice interaction into three distinct, remixable modes:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Speech-to-Speech:"," The traditional conversational model. Best suited for coaching, language learning, and concierge-style support where emotional nuance and tone are critical.",[36,44,45,48],{},[39,46,47],{},"Speech-to-Action:"," The most neglected and high-potential area. Here, the model uses tools to perform tasks. This is a \"capability overhang\" where voice can replace tedious manual work like filling out government forms or operating complex creative software (e.g., music or design tools) for users who lack technical skills.",[36,50,51,54],{},[39,52,53],{},"Event-to-Speech:"," The model monitors system events and proactively alerts the user. This is ideal for hands-free or screen-free contexts, such as cooking or driving, where the user's attention is diverted.",[17,56,58],{"id":57},"implementation-strategy-for-developers","Implementation Strategy for Developers",[22,60,61],{},"Developers do not need to build new infrastructure to support these modes. Most modern web applications already expose their functionality through API endpoints and React hooks. These serve as the \"verbs\" that a voice model can call as tools.",[22,63,64],{},"To build effective voice-native applications, developers should move away from chained models (transcribe -> LLM -> text-to-speech) which suffer from high latency and loss of emotional context (tone, cadence, interruptions). Native audio models, such as OpenAI's Realtime family, process audio as tokens, allowing for lower latency and better reasoning. When using tool-calling, developers should implement \"preambles\"—short verbal cues that inform the user the agent is thinking or performing a background task—to maintain a natural, human-like interaction flow.",[17,66,68],{"id":67},"the-core-design-question","The Core Design Question",[22,70,71],{},"Instead of asking \"What kind of voice agent should I build?\", developers should ask: \"What role does voice play in this specific interaction?\" This shift in perspective helps determine whether the agent should be a conversational partner, a silent executor of tasks, or a proactive notifier, leading to more functional and accessible product design.",{"title":73,"searchDepth":74,"depth":74,"links":75},"",2,[76,77,78,79],{"id":19,"depth":74,"text":20},{"id":27,"depth":74,"text":28},{"id":57,"depth":74,"text":58},{"id":67,"depth":74,"text":68},[81],"AI & LLMs",null,"md",false,{"content_references":86,"triage":92},[87],{"type":88,"title":89,"url":90,"context":91},"tool","OpenAI Realtime API","https:\u002F\u002Fplatform.openai.com\u002Fdocs\u002Fguides\u002Frealtime","recommended",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":96},5,4,4.35,"Category: AI & LLMs. The article provides a fresh perspective on voice agents, emphasizing their potential beyond traditional conversational roles, which addresses a specific pain point for developers looking to innovate in AI-powered products. It offers actionable strategies for implementation, such as using existing API endpoints and React hooks, making it relevant and practical for the target audience.",true,"\u002Fsummaries\u002F38fb2997369f3988-voice-agents-beyond-speech-to-speech-summary","2026-09-15 13:30:00","2026-09-16 03:11:50",{"title":5,"description":73},{"loc":98},"38fb2997369f3988","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=OpY6MmZFeHo","summaries\u002F38fb2997369f3988-voice-agents-beyond-speech-to-speech-summary",[109,110,111,112],"agents","automation","ui-ux","ai-llms","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FOpY6MmZFeHo\u002Fhqdefault.jpg","Voice agents don't have to talk back to be useful. By leveraging speech-to-action and event-to-speech, developers can build agents that drive software interfaces, fill forms, and interact with existing application logic rather than just engaging in conversation.","This talk argues that developers should stop defaulting to speech-based responses for voice agents. Instead, it encourages using voice as a control layer to trigger existing software actions—like filling forms or manipulating UI—while relying on visual cues rather than audio to confirm those 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Agentic AI Like a Manager: Job, Autonomy, Escalation",{"provider":7,"model":7707,"input_tokens":7708,"output_tokens":7709,"processing_time_ms":7710,"cost_usd":7711},"x-ai\u002Fgrok-4.1-fast",3881,1512,17899,0.00150955,{"type":14,"value":7713,"toc":7778},[7714,7718,7721,7742,7745,7749,7752,7772,7775],[17,7715,7717],{"id":7716},"frame-agents-as-hired-employees-with-clear-mandates","Frame Agents as Hired Employees with Clear Mandates",[22,7719,7720],{},"Treat agentic AI design as hiring a subordinate: specify exactly what the agent is tasked to accomplish, its independent decision-making bounds, and scenarios requiring human intervention. This management mindset simplifies agentic projects beyond traditional UI design, where the core challenge shifts from interfaces to oversight. Start by answering three pivotal questions:",[7722,7723,7724,7730,7736],"ol",{},[36,7725,7726,7729],{},[39,7727,7728],{},"What is the agent hired to do?"," Pinpoint the precise deliverable. For instance, in a salary estimation tool, the agent processes a job description upload to query an internal database for location-adjusted ranges based on experience—replicating what users currently hack via external ChatGPT in seconds, but natively in-product.",[36,7731,7732,7735],{},[39,7733,7734],{},"What can it decide independently?"," Grant autonomy within strict limits to avoid overreach. The agent handles data extraction and basic matching autonomously but flags ambiguities like unclear job titles.",[36,7737,7738,7741],{},[39,7739,7740],{},"When must it escalate to you?"," Define handoff triggers for trust-building, such as incomplete data or edge cases, ensuring users feel in control without micromanaging routine tasks.",[22,7743,7744],{},"This approach establishes boundaries upfront, preventing scope creep and fostering reliability—users trust agents that stay in their lane, much like effective team members.",[17,7746,7748],{"id":7747},"build-trust-through-scoped-autonomy-in-practice","Build Trust Through Scoped Autonomy in Practice",[22,7750,7751],{},"Agentic AI thrives when users bypass external tools like ChatGPT for in-product efficiency. In the salary range project led by senior UX designer Karen, customers demanded rapid, database-driven outputs incorporating location and experience. By applying the management framework:",[33,7753,7754,7760,7766],{},[36,7755,7756,7759],{},[39,7757,7758],{},"Job definition"," kept the agent laser-focused: ingest JD, output tailored salary band.",[36,7761,7762,7765],{},[39,7763,7764],{},"Autonomy"," empowered quick wins on standard queries, delivering results in seconds.",[36,7767,7768,7771],{},[39,7769,7770],{},"Escalations"," routed outliers back to users, maintaining accuracy without halting flow.",[22,7773,7774],{},"Result: Seamless integration that captured outsourced workflows, boosting retention. Trade-off: Over-autonomy risks hallucinations or bad data; under-autonomy frustrates with needless interruptions. Calibrate via iterative testing—prototype with mock escalations to validate boundaries before full deployment.",[22,7776,7777],{},"This isn't hype; it's practical scaffolding for production agents. Traditional design handles static flows; agentic demands dynamic governance, turning designers into de facto managers who ship reliable, bounded intelligence.",{"title":73,"searchDepth":74,"depth":74,"links":7779},[7780,7781],{"id":7716,"depth":74,"text":7717},{"id":7747,"depth":74,"text":7748},[],{"content_references":7784,"triage":7790},[7785],{"type":7786,"title":7787,"url":7788,"context":7789},"other","Photo by Pavel Danilyuk","https:\u002F\u002Fwww.pexels.com\u002Fphoto\u002Fa-man-sitting-on-the-bed-while-playing-with-the-robot-8294758\u002F","mentioned",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":7791},"Category: Design & Frontend. The article provides a practical framework for designing agentic AI by treating it like a managerial role, which directly addresses the pain points of designers and engineers working on AI-powered products. It offers actionable steps such as defining job scopes and escalation points, making it relevant and useful for the target audience.","\u002Fsummaries\u002F5cf061e839d9aeb9-design-agentic-ai-like-a-manager-job-autonomy-esca-summary","2026-05-05 11:12:24","2026-05-08 15:34:04",{"title":7705,"description":73},{"loc":7792},"5cf061e839d9aeb9","UX Collective","article","https:\u002F\u002Fuxdesign.cc\u002Fthe-trick-to-designing-agentic-ai-is-learning-how-to-think-like-a-manager-9945b028aac7?source=rss----138adf9c44c---4","summaries\u002F5cf061e839d9aeb9-design-agentic-ai-like-a-manager-job-autonomy-esca-summary",[109,111,112],"Build agentic AI by defining its job scope, autonomous decisions, and escalation points—mirroring management to set boundaries and build user trust.",[112],"GxuA8t_20QVRJgsxjMgItwF2n7GZxJNfLp7vkXiV90g",{"id":7807,"title":7808,"ai":7809,"body":7814,"categories":7939,"created_at":82,"date_modified":82,"description":73,"extension":83,"faq":82,"featured":84,"kicker_label":82,"meta":7940,"navigation":97,"path":7953,"published_at":7954,"question":82,"scraped_at":7955,"seo":7956,"sitemap":7957,"source_id":7958,"source_name":104,"source_type":105,"source_url":7959,"stem":7960,"tags":7961,"thumbnail_url":7963,"tldr":7964,"tweet":7965,"unknown_tags":7966,"__hash__":7967},"summaries\u002Fsummaries\u002F5a285a0a40997804-the-dark-arts-of-skill-engineering-summary.md","The Dark Arts of Skill Engineering",{"provider":7,"model":8,"input_tokens":7810,"output_tokens":7811,"processing_time_ms":7812,"cost_usd":7813},8800,1139,6357,0.0039085,{"type":14,"value":7815,"toc":7932},[7816,7820,7827,7831,7834,7854,7858,7861,7875,7879,7882,7896,7900],[17,7817,7819],{"id":7818},"the-failure-of-prose-based-prompting","The Failure of Prose-Based Prompting",[22,7821,7822,7823,7826],{},"Most AI-powered tools rely on \"system prompts and a prayer,\" which inevitably leads to \"slop\"—the homogenized, beige-toned, or purple-gradient output characteristic of modern LLMs. Bakaus argues that simply banning specific aesthetics (e.g., \"don't use Inter font\") is ineffective because it merely pushes the model to the next nearest point in its latent space. The model's \"median gravity\" is too strong to be overcome by prose alone. To build high-quality, production-ready tools, developers must shift from simple prompting to ",[39,7824,7825],{},"harness engineering",", treating the AI as a modular component within a larger, deterministic system.",[17,7828,7830],{"id":7829},"forcing-divergence-and-breaking-convergence","Forcing Divergence and Breaking Convergence",[22,7832,7833],{},"To avoid the predictable, average outputs that models naturally gravitate toward, you must introduce \"anti-attractors\" that force the model into less probable latent spaces:",[33,7835,7836,7842,7848],{},[36,7837,7838,7841],{},[39,7839,7840],{},"Shaving the Safe Prediction:"," Explicitly ask the model to list its top three choices for a task, then force it to discard them. This compels the model to explore secondary and tertiary options.",[36,7843,7844,7847],{},[39,7845,7846],{},"External Random Seeds:"," Use scripts to inject entropy that the model cannot guess. For example, instead of letting the model pick a color palette, use a script to pull from a curated set of primary colors or even celebrity-inspired seeds to break the \"AI-generated\" aesthetic.",[36,7849,7850,7853],{},[39,7851,7852],{},"Mixture of Experts Routing:"," Avoid cramming every instruction into one massive prompt. Instead, build a routing layer that detects the user's intent (e.g., \"brand design\" vs. \"product UI\") and loads different rule sets accordingly. This prevents the model from blurring its instructions.",[17,7855,7857],{"id":7856},"adversarial-sub-agents-and-deterministic-linters","Adversarial Sub-Agents and Deterministic Linters",[22,7859,7860],{},"One of the most common pitfalls is allowing a model to grade its own work, which leads to overconfidence. Bakaus proposes an adversarial architecture:",[33,7862,7863,7869],{},[36,7864,7865,7868],{},[39,7866,7867],{},"The Blind Critique:"," Spawn two sub-agents that cannot see each other's work. One acts as a \"Design Director\" (evaluating hierarchy and heuristics), while the other runs a deterministic linter (checking contrast, spacing, and technical constraints).",[36,7870,7871,7874],{},[39,7872,7873],{},"Synthesis:"," The main thread synthesizes these two distinct inputs. This prevents the \"empty page\" trap (where a model thinks a design is great because it found no technical errors) and the \"over-critical\" trap (where a model hates a good design because it found minor technical flaws).",[17,7876,7878],{"id":7877},"building-persistent-compound-skills","Building Persistent, Compound Skills",[22,7880,7881],{},"Skills should not be ephemeral. By leveraging local file systems (or environment variables in tools like Claude Code), you can give agents long-term memory:",[33,7883,7884,7890],{},[36,7885,7886,7889],{},[39,7887,7888],{},"Contextual Persistence:"," Save critiques and user preferences as files in a hidden directory. Even across different sessions, the agent can read these files to understand the history of a project, respecting previous user feedback and avoiding repetitive mistakes.",[36,7891,7892,7895],{},[39,7893,7894],{},"Hooks and Feedback Loops:"," Implement hooks that block bad actions before they are finalized, rather than complaining after the fact. If a gate can be skipped, the model will skip it; therefore, the harness must be designed to make the \"correct\" path the only path.",[17,7897,7899],{"id":7898},"key-takeaways","Key Takeaways",[33,7901,7902,7908,7914,7920,7926],{},[36,7903,7904,7907],{},[39,7905,7906],{},"Stop grading your own homework:"," Always use a separate, deterministic linter or a second sub-agent to critique model output.",[36,7909,7910,7913],{},[39,7911,7912],{},"Design for the weakest model:"," If a model can take the easy way out (e.g., skipping sub-agents), it will. Use your instructions to explicitly penalize the model for choosing the \"degraded experience\" path.",[36,7915,7916,7919],{},[39,7917,7918],{},"Use scripts as creative sparks:"," Don't rely on the model for randomness. Use external scripts to feed the model unexpected inputs (colors, seeds, constraints) to force it out of its latent space.",[36,7921,7922,7925],{},[39,7923,7924],{},"Compound your progress:"," Use local storage to save state between sessions so the agent remembers user preferences and project history.",[36,7927,7928,7931],{},[39,7929,7930],{},"Routing is better than bloating:"," If a skill becomes too broad, split it into specialized sub-skills and use a router to load only the relevant instructions for the current task.",{"title":73,"searchDepth":74,"depth":74,"links":7933},[7934,7935,7936,7937,7938],{"id":7818,"depth":74,"text":7819},{"id":7829,"depth":74,"text":7830},{"id":7856,"depth":74,"text":7857},{"id":7877,"depth":74,"text":7878},{"id":7898,"depth":74,"text":7899},[81],{"content_references":7941,"triage":7951},[7942,7945,7947,7949],{"type":88,"title":7943,"url":7944,"context":91},"Impeccable","https:\u002F\u002Fimpeccable.style",{"type":88,"title":7946,"context":7789},"jQuery UI",{"type":88,"title":7948,"context":7789},"Tailwind CSS",{"type":88,"title":7950,"context":7789},"Claude Code",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":7952},"Category: AI & LLMs. The article provides in-depth strategies for enhancing AI outputs through skill engineering, addressing the audience's pain point of moving from basic prompting to more robust AI tool development. It offers actionable techniques like using adversarial sub-agents and external scripts, making it highly relevant and practical for developers looking to improve their AI implementations.","\u002Fsummaries\u002F5a285a0a40997804-the-dark-arts-of-skill-engineering-summary","2026-09-21 19:00:10","2026-09-22 03:27:04",{"title":7808,"description":73},{"loc":7953},"5a285a0a40997804","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=SQMCtZX3trg","summaries\u002F5a285a0a40997804-the-dark-arts-of-skill-engineering-summary",[109,7962,110,112],"prompt-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FSQMCtZX3trg\u002Fhqdefault.jpg","Moving beyond basic prompting, skill engineering treats AI as a harness extension. By using adversarial sub-agents, deterministic linters, and external scripts to force divergence, you can escape the 'median gravity' of model outputs and build truly robust AI tools.","This workshop details how to move beyond simple prompt engineering by building \"harnesses\" that treat AI as a component in a larger, deterministic system. The speaker argues that prose-based instructions are insufficient to overcome a model's tendency toward \"slop,\" and instead demonstrates nine techniques—such as adversarial sub-agents, deterministic linters, and external script execution—to force divergence and maintain design quality.\n\n- [Impeccable](https:\u002F\u002Fimpeccable.style) — The speaker's open-source design skill and framework.\n- [Paul Bakaus](https:\u002F\u002Fwww.paulbakaus.com\u002F) — The speaker's personal site and portfolio.",[112],"BFPfWQbzAFnkrARpVhevKkkWKpFg2KIBvm0-oTfcjRE",{"id":7969,"title":7970,"ai":7971,"body":7976,"categories":8061,"created_at":82,"date_modified":82,"description":73,"extension":83,"faq":82,"featured":84,"kicker_label":82,"meta":8062,"navigation":97,"path":8075,"published_at":8076,"question":82,"scraped_at":8077,"seo":8078,"sitemap":8079,"source_id":8080,"source_name":104,"source_type":105,"source_url":8081,"stem":8082,"tags":8083,"thumbnail_url":8085,"tldr":8086,"tweet":8087,"unknown_tags":8088,"__hash__":8089},"summaries\u002Fsummaries\u002F284076b0395a72ce-design-ai-agents-as-knowledge-workers-not-coders-summary.md","Design AI Agents as Knowledge Workers, Not Coders",{"provider":7,"model":8,"input_tokens":7972,"output_tokens":7973,"processing_time_ms":7974,"cost_usd":7975},8271,871,4556,0.00337425,{"type":14,"value":7977,"toc":8055},[7978,7982,7985,7989,7992,8000,8004,8007,8027,8031],[17,7979,7981],{"id":7980},"the-fallacy-of-generalizing-from-coding-agents","The Fallacy of Generalizing from Coding Agents",[22,7983,7984],{},"Coding agents are an outlier in the landscape of knowledge work. They benefit from highly structured, \"grep-able\" environments where identifiers, file paths, and method definitions provide durable cues. Furthermore, coding tasks are typically narrow and well-defined. In contrast, general knowledge work—such as legal or medical research—is defined by ambiguity, implicit meaning, and the need for the agent to reconstruct intent from scratch. When an agent searches for \"30 days,\" it must distinguish between a deadline, a retention rule, or a medical schedule; code-centric search primitives often fail to capture this context.",[17,7986,7988],{"id":7987},"the-tool-organization-loop","The Tool-Organization Loop",[22,7990,7991],{},"Historically, humans have solved the problem of scaling knowledge work through a self-optimizing loop: better tools create new roles, which generate more knowledge, which in turn demands better tools. This is evident in the evolution from the Library of Alexandria’s cataloging to modern specialized firms.",[22,7993,7994,7995,7999],{},"In practice, tooling is not a neutral add-on; it determines whether a task is scalable. Benchmarks like the ",[7996,7997,7998],"em",{},"BrowseComp+"," leaderboard demonstrate that unoptimized baselines (like poorly tuned BM25) yield ~60% accuracy, rendering them useless for professional workflows. Optimization can push this to ~80-90%, but performance eventually plateaus. The real breakthrough comes from architectural changes rather than just better retrieval models.",[17,8001,8003],{"id":8002},"architecting-for-the-oracle-gap","Architecting for the \"Oracle Gap\"",[22,8005,8006],{},"To close the performance gap between AI and human experts, builders must move beyond single-agent loops. Clavié advocates for a hierarchical approach modeled after professional firms:",[33,8008,8009,8015,8021],{},[36,8010,8011,8014],{},[39,8012,8013],{},"Task Decomposition:"," Instead of a single agent performing exhaustive searches, the primary agent should act as a \"partner,\" breaking down complex queries into specific aspects.",[36,8016,8017,8020],{},[39,8018,8019],{},"Searcher Agents:"," These sub-agents execute targeted queries and return short, synthesized memos to the primary agent.",[36,8022,8023,8026],{},[39,8024,8025],{},"Impact:"," This architecture reduces the \"oracle gap\" (the distance between perfect information and the search system) by roughly 40%, significantly improving accuracy while reducing token usage and tool calls by 20%.",[17,8028,8030],{"id":8029},"strategic-takeaways-for-builders","Strategic Takeaways for Builders",[33,8032,8033,8039,8049],{},[36,8034,8035,8038],{},[39,8036,8037],{},"Avoid Overfitting to Code:"," Do not assume that techniques effective for software engineering (like keyword-based grep) apply to general knowledge domains.",[36,8040,8041,8044,8045,8048],{},[39,8042,8043],{},"Co-design Tools and Agents:"," Agents must be trained to understand their toolset as a collection of primitives (e.g., BM25 vs. semantic search vs. multi-modal PDF parsing). They need to know ",[7996,8046,8047],{},"which"," tool to use for a given intent.",[36,8050,8051,8054],{},[39,8052,8053],{},"Context is Finite:"," Even with massive context windows, you cannot fit entire legal or medical corpuses into a single prompt. Orchestration is the only way to manage the scale of enterprise knowledge.",{"title":73,"searchDepth":74,"depth":74,"links":8056},[8057,8058,8059,8060],{"id":7980,"depth":74,"text":7981},{"id":7987,"depth":74,"text":7988},{"id":8002,"depth":74,"text":8003},{"id":8029,"depth":74,"text":8030},[81],{"content_references":8063,"triage":8073},[8064,8067,8070],{"type":88,"title":7998,"url":8065,"context":8066},"https:\u002F\u002Fgithub.com\u002Fbiotite-dev\u002Fbrowsecomp","cited",{"type":88,"title":8068,"url":8069,"context":8066},"MQA (Multi-hop Question Answering)","https:\u002F\u002Fhuggingface.co\u002Fdatasets\u002Fsnowflake\u002Fmqa",{"type":88,"title":8071,"url":8072,"context":7789},"Mixedbread","https:\u002F\u002Fmixedbread.com",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":8074},"Category: AI & LLMs. The article provides a deep exploration of how to design AI agents for knowledge work, addressing the audience's need for practical applications in AI integration. It offers actionable insights on task decomposition and multi-agent orchestration, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002F284076b0395a72ce-design-ai-agents-as-knowledge-workers-not-coders-summary","2026-09-16 15:00:39","2026-09-17 03:11:39",{"title":7970,"description":73},{"loc":8075},"284076b0395a72ce","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=O84lhGc1OOI","summaries\u002F284076b0395a72ce-design-ai-agents-as-knowledge-workers-not-coders-summary",[109,8084,110,112],"product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FO84lhGc1OOI\u002Fhqdefault.jpg","Coding agents are a unique, narrow subset of knowledge work. To build effective AI for broader domains, we must adopt organizational patterns from law and academia—specifically task decomposition and multi-agent orchestration—rather than over-relying on code-centric search primitives.","This talk argues that the AI industry has mistakenly used software engineering as the primary template for agent design, ignoring that code is uniquely structured and \"grep-able\" compared to the messy, context-dependent nature of general knowledge work. The speaker suggests that instead of treating agents like programmers, we should model them after the historical evolution of human knowledge organizations—using iterative loops of search, memoization, and specialized roles to bridge the \"oracle gap.\"",[112],"dwzBB0j9fnB0t9qJ_UX0nQDjPPiBen1XvLuxEsoEDb0",{"id":8091,"title":8092,"ai":8093,"body":8098,"categories":8175,"created_at":82,"date_modified":82,"description":73,"extension":83,"faq":82,"featured":84,"kicker_label":82,"meta":8176,"navigation":97,"path":8183,"published_at":8184,"question":82,"scraped_at":8185,"seo":8186,"sitemap":8187,"source_id":8188,"source_name":104,"source_type":105,"source_url":8189,"stem":8190,"tags":8191,"thumbnail_url":8192,"tldr":8193,"tweet":8194,"unknown_tags":8195,"__hash__":8196},"summaries\u002Fsummaries\u002F6760cc23c9b6de60-a-linguistic-framework-for-diagnosing-voice-ai-fai-summary.md","A Linguistic Framework for Diagnosing Voice AI Failures",{"provider":7,"model":8,"input_tokens":8094,"output_tokens":8095,"processing_time_ms":8096,"cost_usd":8097},5947,689,3628,0.00252025,{"type":14,"value":8099,"toc":8170},[8100,8104,8107,8133,8136,8140,8143,8163,8167],[17,8101,8103],{"id":8102},"the-joint-activity-framework","The Joint Activity Framework",[22,8105,8106],{},"Voice AI is often treated as a linear pipeline, but it is fundamentally a \"joint activity\"—a collaborative process where two parties exchange sounds and words to update a shared mental model. When a voice agent fails, it is rarely a single technical bug. Instead, it is a failure to maintain the four layers of human communication:",[33,8108,8109,8115,8121,8127],{},[36,8110,8111,8114],{},[39,8112,8113],{},"Sounds:"," The raw audio, including ASR (Automatic Speech Recognition) accuracy and TTS (Text-to-Speech) pronunciation.",[36,8116,8117,8120],{},[39,8118,8119],{},"Words:"," The semantic understanding of what is being said.",[36,8122,8123,8126],{},[39,8124,8125],{},"Interaction:"," The timing, turn-taking, and latency of the exchange.",[36,8128,8129,8132],{},[39,8130,8131],{},"Mental Model:"," The persistent tracking of user intent and context throughout the call.",[22,8134,8135],{},"These layers are interdependent. Improving ASR (sounds) without addressing turn-taking (interaction) or context retention (mental model) will still result in a poor user experience. The goal of a voice agent is not just to process data, but to manage the user's mental model, which is the only thing that persists after the audio waveforms vanish.",[17,8137,8139],{"id":8138},"diagnosing-and-orchestrating-voice-agents","Diagnosing and Orchestrating Voice Agents",[22,8141,8142],{},"To build effective voice agents, developers must move beyond simple pipeline optimization and treat the interaction as a dynamic, real-time orchestration.",[33,8144,8145,8151,8157],{},[36,8146,8147,8150],{},[39,8148,8149],{},"The Persistence Problem:"," Unlike chat interfaces where history is visible, voice interactions are ephemeral. The agent must actively manage context retention and emotion detection to ensure the user feels heard.",[36,8152,8153,8156],{},[39,8154,8155],{},"Dynamic Adaptation:"," Users adapt to the agent's style during a call, and language itself evolves. A robust system must be flexible enough to handle these shifts rather than relying on static, English-centric pronunciation rules or rigid scripts.",[36,8158,8159,8162],{},[39,8160,8161],{},"Diagnostic Mapping:"," Use the 8-cell grid (Listening\u002FSpeaking channels vs. the 4 linguistic layers) to audit your agent. If a user asks for a human agent, it is usually because the bot failed to track the mental model or failed to perform interactive clarification when a misunderstanding occurred.",[17,8164,8166],{"id":8165},"business-impact","Business Impact",[22,8168,8169],{},"Poor linguistic orchestration leads to \"silent failures,\" increased live agent escalation, and high abandonment rates. By treating linguistic competence as a core product requirement—potentially by integrating linguists into engineering teams or using diagnostic benchmarks like EVA Bench—companies can reduce user frustration and improve task completion rates. The business metrics of a voice agent are directly tied to its linguistic performance.",{"title":73,"searchDepth":74,"depth":74,"links":8171},[8172,8173,8174],{"id":8102,"depth":74,"text":8103},{"id":8138,"depth":74,"text":8139},{"id":8165,"depth":74,"text":8166},[81],{"content_references":8177,"triage":8181},[8178],{"type":88,"title":8179,"publisher":8180,"context":91},"EVA Bench","ServiceNow",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":8182},"Category: AI & LLMs. The article provides a comprehensive framework for diagnosing failures in voice AI, addressing a core pain point for developers working with AI agents. It offers actionable insights on improving user experience by managing context and mental models, which are critical for building effective voice interactions.","\u002Fsummaries\u002F6760cc23c9b6de60-a-linguistic-framework-for-diagnosing-voice-ai-fai-summary","2026-09-15 16:30:08","2026-09-16 03:11:24",{"title":8092,"description":73},{"loc":8183},"6760cc23c9b6de60","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=IDNfAZVKvPE","summaries\u002F6760cc23c9b6de60-a-linguistic-framework-for-diagnosing-voice-ai-fai-summary",[111,109,8084,112],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FIDNfAZVKvPE\u002Fhqdefault.jpg","Voice AI failures are not isolated bugs but systemic issues in a joint communication activity. By mapping interactions across sound, word, interaction, and mental model layers, developers can diagnose why agents fail to maintain context and user trust.","This talk provides a linguistic framework for diagnosing why voice AI agents fail, arguing that developers should stop treating these issues as isolated bugs and start viewing them as failures in a \"joint activity.\" The speaker, [Midam Kim](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fmidamkim\u002F), maps these interactions across four levels—sounds, words, interaction, and mental models—to help engineers build more coherent, context-aware systems.",[112],"9Gt0kAEb-o6pJSZ0bJ_q61Usy_qkBVRQyBPf7DLePCg"]