[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary":3,"summaries-facets-categories":102,"summary-related-608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary":3688},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":59,"navigation":82,"path":83,"published_at":84,"question":56,"scraped_at":85,"seo":86,"sitemap":87,"source_id":88,"source_name":89,"source_type":90,"source_url":91,"stem":92,"tags":93,"thumbnail_url":97,"tldr":98,"tweet":99,"unknown_tags":100,"__hash__":101},"summaries\u002Fsummaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary.md","Voice AI's 'Her' Moment Blocked by Latency, Duplex, and Cost",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7506,1841,21875,0.00191485,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,28,32,35,38,42,45],[17,18,20],"h2",{"id":19},"cascaded-pipelines-deliver-intelligence-but-fail-human-latency","Cascaded Pipelines Deliver Intelligence but Fail Human Latency",[22,23,24],"p",{},"Cascaded systems—speech-to-text, LLM, text-to-speech—power useful voice agents today but can't mimic human conversations. Human responses total ~200ms across understanding, reasoning, and speaking; even fast TTS alone exceeds 200ms, and tool calls add 500ms-4s delays, making interactions laggy and robotic. Fillers help: while awaiting tool results, the LLM generates chit-chat (e.g., praising Tokyo's shrines during hotel search) to maintain flow, masking unpredictable latencies without solving the root architectural flaw.",[22,26,27],{},"Demos from top players like 11 Labs show smooth voices but high latency and no overlap handling, feeling scripted. Agents gain traction as LLMs get smarter, but voice merely wraps text intelligence, ignoring audio nuances.",[17,29,31],{"id":30},"full-duplex-unlocks-natural-overlap-but-stupidity-persists","Full-Duplex Unlocks Natural Overlap, but Stupidity Persists",[22,33,34],{},"Speech-to-speech models cut latency by skipping transcription but remain half-duplex (listen or speak, never both), breaking on backchanneling—overlaps like 'uh-huh' that fill 20% of human talk, signaling active listening (cultural in Japanese). Half-duplex demos frustrate: models halt on interruptions, demanding 'don't interrupt' despite humans doing it constantly.",[22,36,37],{},"Moshi, the first full-duplex model (~2 years old), handles overlaps robustly: users talk over it mid-response (e.g., querying ship supplies while it plots a Sirius trajectory), and it adapts without breaking. Nvidia's recent Personal Voice builds on it. Yet Moshi stays 'stupid'—no tools, agents, or tasks; pointless after minutes. Full-duplex flows indistinguishably human if trained on dialogue data, but lacks cascaded systems' reliability, observability, and intelligence. Path forward: infuse full-duplex with agent smarts.",[17,39,41],{"id":40},"paralinguistics-and-economics-block-emotional-depth","Paralinguistics and Economics Block Emotional Depth",[22,43,44],{},"Voice encodes tone, hesitation, discomfort—paralinguistic cues lost in transcription. 'Her' nails this: Samantha infers unease from tone alone. Speech-to-speech retains cues but ignores them unless trained to respond (e.g., factual QA datasets teach nothing emotional). True 'Her' demands models exploiting voice for empathy, a science challenge beyond prompts.",[22,46,47],{},"Scaling kills: hours-long use burns cash on TTS (hyperscalers run at loss; startups exhaust funds pre-growth). LLM costs are negligible; TTS dominates. Privacy pushes on-device: Gradium Phonon (\u003C1B params) runs on smartphone CPUs with voice cloning, outperforming priors like Coqui sans cloning. Enables consumer apps without API fees, total privacy, no cloud latency—demoed in Rick & Morty voice for smooth, local synthesis.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":30,"depth":50,"text":31},{"id":40,"depth":50,"text":41},[],null,"md",false,{"content_references":60,"triage":77},[61,65,70,72,75],{"type":62,"title":63,"context":64},"other","Her","cited",{"type":66,"title":67,"author":68,"context":69},"tool","Moshi","Gradium AI","mentioned",{"type":66,"title":71,"context":69},"11 Labs",{"type":66,"title":73,"author":68,"context":74},"Gradium Phonon","recommended",{"type":66,"title":76,"context":69},"Nvidia Personal Voice",{"relevance":78,"novelty":79,"quality":78,"actionability":50,"composite":80,"reasoning":81},4,3,3.4,"Category: AI & LLMs. The article discusses the limitations of current voice AI systems, particularly in latency and interaction quality, which directly addresses pain points for developers looking to build AI-powered voice features. However, while it presents some insights, it lacks concrete actionable steps for implementation.",true,"\u002Fsummaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary","2026-05-09 15:00:06","2026-05-10 15:03:47",{"title":5,"description":49},{"loc":83},"7e4fed592ca769cb","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=P_RI1kCkRbo","summaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary",[94,95,96],"ai-tools","agents","ai-llms","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FP_RI1kCkRbo\u002Fhqdefault.jpg","Cascaded voice systems hit 500ms-4s tool delays vs. human 200ms; half-duplex kills backchanneling; full-duplex like Moshi flows naturally but lacks agent intelligence, paralinguistics, and cheap scaling.","[Neil Zeghidour](https:\u002F\u002Fx.com\u002Fneilzegh) ([LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fneil-zeghidour-a838aaa7\u002F)), Gradium AI CEO and Moshi researcher, delivers a clear-eyed conference talk on voice AI's core gaps to \"Her\"-style conversations: cascaded system latencies, half-duplex speech-to-speech limits, tool-call delays, scaling costs, and paralinguistic signal loss in transcription. Includes live demos of current agents and his filler technique for smoother waits.",[96],"_bDF6bN7apkjWrGPawTErgtIlngvSrqqrhrPOhxQlVk",[103,106,109,112,115,118,120,122,124,126,128,130,133,135,137,139,141,143,145,147,149,151,154,157,159,161,164,166,168,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,226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AI Analyzes Cognitive Exhaust Fumes",{"provider":7,"model":8,"input_tokens":3693,"output_tokens":3694,"processing_time_ms":3695,"cost_usd":3696},5238,1530,10691,0.0017901,{"type":14,"value":3698,"toc":3736},[3699,3703,3706,3716,3719,3723,3726,3729,3733],[17,3700,3702],{"id":3701},"cognitive-exhaust-fumes-unlock-cross-source-insights","Cognitive Exhaust Fumes Unlock Cross-Source Insights",[22,3704,3705],{},"Cognitive exhaust fumes are digital byproducts of your thinking—emails, journal entries, tasks, CRM contacts, browser sessions, and notes—that reveal patterns no single tool detects. Analyzing them across six read-only sources exposes intention-action gaps (e.g., planned tasks ignored in browsing), attention drift (e.g., browsing contradicting journal priorities), and relationship blind spots (e.g., unread emails from key contacts). This cross-source synthesis, powered by LLMs like Anthropic's Claude, delivers insights like weekly reflections highlighting commitments, tensions, and omissions, or suggestions for discussing recent readings with network matches based on article topics, CRM profiles, and email history.",[22,3707,3708,3709,3715],{},"To implement, use a GitHub template (",[3710,3711,3712],"a",{"href":3712,"rel":3713},"https:\u002F\u002Fgithub.com\u002Fshippy\u002Fpersonal-intelligence-kit",[3714],"nofollow",") with Python scripts that ingest data into structured outputs via API calls, then synthesize in a workspace before exporting to Obsidian, Notion, or text files. For example, a weekly GTD-style reflection script pulls data, prompts for structured summaries (themes, conflicts, notable moments, reflection questions), and generates a Markdown report reviewable in Cursor—taking minutes but providing brutal honesty on thinking patterns, not just productivity metrics.",[22,3717,3718],{},"A cross-source query demo combines browser tabs (via Weaviate SQLite), Clay CRM searches (for AI\u002FEuropean tech\u002Feducation interests), and email to recommend unread contacts per article, even spotting article authors in your network—all in plain language via Claude skills, consuming high tokens but yielding unique suggestions no isolated tool (email client, task manager, browser) provides.",[17,3720,3722],{"id":3721},"read-only-constraint-beats-agents-on-safety-and-purity","Read-Only Constraint Beats Agents on Safety and Purity",[22,3724,3725],{},"Write-enabled agents risk unbounded downsides (e.g., nuking relationships via bad emails), while read-only errors cost nothing—you ignore bad analysis. This asymmetry suits high-stakes personal data (career, reputation). Read-only also prevents data contamination: AI writes pollute exhaust with hybrid human-AI patterns, obscuring pure cognition signals. Human-mediated feedback loops preserve agency—you read reflections and act, avoiding AI-drafted responses.",[22,3727,3728],{},"Observers outperform agents per interaction: agents save seconds (e.g., weather checks), but observers reveal weeks of project avoidance. They're distinct categories—a mirror isn't a broken butler—not a stepping stone to agents. Open Claude read-only pales against custom observers for value density, with lower exfiltration and cognitive pollution risks.",[17,3730,3732],{"id":3731},"security-risks-demand-examined-trade-offs","Security Risks Demand Examined Trade-offs",[22,3734,3735],{},"Cross-source power creates mosaic effect vulnerabilities: combining fragments paints a full personal picture, making it a high-value hack target. Simon Willison's lethal trifecta persists—private data + untrusted LLM content + external API\u002Fshell access enables risks despite no writes. Data sent to Anthropic over open networks exceeds minimal needs. The system isn't fireproof, but deliberate risk assessment (vs. unexamined agent defaults) justifies use. Key lesson: your digital exhaust is your most underused dataset—reflect on it read-only to improve.",{"title":49,"searchDepth":50,"depth":50,"links":3737},[3738,3739,3740],{"id":3701,"depth":50,"text":3702},{"id":3721,"depth":50,"text":3722},{"id":3731,"depth":50,"text":3732},[111],"Every other personal AI demo has agents sending emails and managing calendars. I built the opposite: a read-only system that queries my data sources (email, journal, tasks, CRM, browser sessions, notes) but can't modify any of them. This is an intentional limitation. I'll cover why trust asymmetry matters (read is safe, write is dangerous), how cross-source pattern detection beats task automation, and why \"\"exhaust fume analysis\"\" of one's cognition is more valuable than yet another AI assistant trying to act on your behalf.\n\nŠimon Podhajský - Head of AI, Waypoint AI\n\nI'm Head of AI at Waypoint and a full-stack builder with a background in data science and data engineering. I built this personal AI system to scratch my own itch -- and discovered that the \"\"read-only\"\" constraint led to better architecture than the agent-first approaches I see everywhere.\n\nI made a Github repo with a template for people to try out the read-only AI \u002F personal intelligence system: https:\u002F\u002Fgithub.com\u002Fshippy\u002Fpersonal-intelligence-kit \n\nSocials:\nhttps:\u002F\u002Flinkedin.com\u002Fin\u002Fsimonpodhajsky\nhttps:\u002F\u002Fx.com\u002Fsim_pod\nhttps:\u002F\u002Fsimon.podhajsky.net\n\nSlides:\nhttps:\u002F\u002Fslides.podhajsky.net\u002Fread-only-ai",{},"\u002Fsummaries\u002F37b4e14953a431f6-read-only-ai-analyzes-cognitive-exhaust-fumes-summary","2026-04-08 09:45:06","2026-04-08 14:46:58",{"title":3691,"description":3742},{"loc":3744},"37b4e14953a431f6","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=u0TOSBbAw7c","summaries\u002F37b4e14953a431f6-read-only-ai-analyzes-cognitive-exhaust-fumes-summary",[95,94,96,3753],"ai-automation","Query personal data sources (email, journal, tasks, CRM, browser, notes) with read-only AI to detect cross-source patterns like intention-action gaps and attention drift—safer and more insightful than write-enabled agents.",[96,3753],"pwj5Y1TdXeJA5Yn1EbfZV7ax__4X-j59RApfqEag9Ng",{"id":3758,"title":3759,"ai":3760,"body":3765,"categories":3808,"created_at":56,"date_modified":56,"description":3809,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":3810,"navigation":82,"path":3811,"published_at":3812,"question":56,"scraped_at":3813,"seo":3814,"sitemap":3815,"source_id":3816,"source_name":3817,"source_type":90,"source_url":3818,"stem":3819,"tags":3820,"thumbnail_url":56,"tldr":3822,"tweet":56,"unknown_tags":3823,"__hash__":3824},"summaries\u002Fsummaries\u002F08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary.md","Free NVIDIA APIs Unlock Kimi K2.5, GLM-5 in Kilo CLI",{"provider":7,"model":8,"input_tokens":3761,"output_tokens":3762,"processing_time_ms":3763,"cost_usd":3764},5673,1238,10985,0.00173095,{"type":14,"value":3766,"toc":3803},[3767,3771,3783,3787,3790,3794],[17,3768,3770],{"id":3769},"slash-commands-simplify-provider-integration","Slash Commands Simplify Provider Integration",[22,3772,3773,3774,3778,3779,3782],{},"Connect NVIDIA's API Catalog to Kilo CLI (or OpenCode fork) without editing configs, JSON providers, base URLs, or env vars. Get a free API key from build.nvidia.com by joining the developer program. In Kilo CLI, run ",[3775,3776,3777],"code",{},"\u002Fconnect",", select NVIDIA, paste the key—setup completes automatically. Then ",[3775,3780,3781],{},"\u002Fmodels"," lists available options like Kimi K2.5, MiniMax M2.5, GLM-5. This one-time connection exposes multiple labs' models through NVIDIA, avoiding separate dashboards and billing. Free serverless access suits dev\u002Ftesting but follows trial terms—not infinite production use.",[17,3784,3786],{"id":3785},"leverage-long-context-models-for-complex-tasks","Leverage Long-Context Models for Complex Tasks",[22,3788,3789],{},"Kimi K2.5 offers 256K token context as an open-source multimodal agentic model, ideal for retaining project state in multi-step coding. MiniMax M2.5 (204K context) excels at action-oriented tasks. GLM-5 (205K context) targets complex systems engineering and long-horizon agentic workflows with strong reasoning over large context. Access all via one provider, testing without per-token costs during dev.",[17,3791,3793],{"id":3792},"switch-models-mid-workflow-for-optimal-results","Switch Models Mid-Workflow for Optimal Results",[22,3795,3796,3797,3799,3800,3802],{},"Post-setup, use Kilo CLI's agentic flow unchanged: inspect repos, analyze architecture, fix debt, build apps (e.g., Atari cropper, Next.js dashboard). Run ",[3775,3798,3781],{}," to swap instantly—compare Kimi on one task, GLM-5 on reasoning-heavy refactors, MiniMax on long edits—without reconnecting. Test multiple prompts per model to match task styles. Caveats: Availability\u002Flimits may shift; verify ",[3775,3801,3781],{}," list matches your NVIDIA catalog; free tier for testing, not heavy production.",{"title":49,"searchDepth":50,"depth":50,"links":3804},[3805,3806,3807],{"id":3769,"depth":50,"text":3770},{"id":3785,"depth":50,"text":3786},{"id":3792,"depth":50,"text":3793},[111],"Visit OnDemand: https:\u002F\u002Fapp.on-demand.io\u002Fauth\u002Fsignup?refCode=AICODEKING_MI5\n\nIn this video, I'll show you how to use NVIDIA's API Catalog in Kilo CLI to access models like Kimi K2.5, MiniMax M2.5, and GLM-5 in an agentic coding workflow, with NVIDIA currently offering free serverless API access for development and testing.\n\n--\nKey Takeaways:\n\n🚀 You can connect NVIDIA's API Catalog to Kilo CLI in just a few steps using the slash connect command.\n🔑 All you need is an NVIDIA API key from build dot nvidia dot com to get started.\n🧠 NVIDIA gives you access to strong models like Kimi K2.5, MiniMax M2.5, and GLM-5 through one provider.\n💻 You do not need to manually edit config files, write provider JSON, or mess with base URLs.\n🔄 Once connected, you can quickly switch between models inside Kilo CLI using the slash models command.\n🛠️ The same general flow also works in OpenCode, since Kilo is very similar in setup and usage.\n💸 NVIDIA's serverless API access is currently free for development, making this a practical option for testing and coding workflows.\n👍 Overall, this is a very easy and budget-friendly way to use high-end models in a real agentic coding environment.",{},"\u002Fsummaries\u002F08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary","2026-03-18 09:45:37","2026-04-04 23:37:05",{"title":3759,"description":3809},{"loc":3811},"08f2075285687341","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=bdNf-KieKTY","summaries\u002F08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary",[95,94,96,3821],"dev-productivity","Use NVIDIA's free dev APIs in Kilo CLI: \u002Fconnect with API key from build.nvidia.com, then \u002Fmodels to swap Kimi K2.5 (256K ctx), MiniMax M2.5 (204K), GLM-5 (205K) for agentic coding—no config edits needed.",[96,3821],"ng_BOm13eAONt5popWCNG6Oj98UmU4x-6vnhli9mZro",{"id":3826,"title":3827,"ai":3828,"body":3833,"categories":3918,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":3919,"navigation":82,"path":3930,"published_at":3931,"question":56,"scraped_at":3932,"seo":3933,"sitemap":3934,"source_id":3935,"source_name":3936,"source_type":3937,"source_url":3938,"stem":3939,"tags":3940,"thumbnail_url":56,"tldr":3941,"tweet":56,"unknown_tags":3942,"__hash__":3943},"summaries\u002Fsummaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary.md","Wake Words Fix Voice AI Activation UX",{"provider":7,"model":8,"input_tokens":3829,"output_tokens":3830,"processing_time_ms":3831,"cost_usd":3832},3923,1684,13150,0.00111975,{"type":14,"value":3834,"toc":3913},[3835,3839,3846,3850,3853,3899,3902,3906,3909],[17,3836,3838],{"id":3837},"replace-vad-and-buttons-with-precise-wake-words","Replace VAD and Buttons with Precise Wake Words",[22,3840,3841,3842,3845],{},"Voice AI agents fail at activation because VAD (like Silero or WebRTC) triggers on any speech—eager false positives from TV noise or chatter—and buttons undermine hands-free ambient AI. Wake words solve this by listening continuously but activating only on your custom phrase, delivering the always-on UX Siri promised when Steve Jobs bought it for $200M in 2010. Open-source ",[3775,3843,3844],{},"livekit-wakeword"," from LiveKit makes this practical: train a model on your phrase from a single YAML config, achieving 100x fewer false positives than prior open-source options.",[17,3847,3849],{"id":3848},"wire-wake-words-into-agents-in-an-afternoon","Wire Wake Words into Agents in an Afternoon",[22,3851,3852],{},"Start with LiveKit’s voice agent stack. The architecture streams audio through the wakeword detector running on-device or edge. On match, it hands off to your LLM agent. Config example:",[3854,3855,3859],"pre",{"className":3856,"code":3857,"language":3858,"meta":49,"style":49},"language-yaml shiki shiki-themes github-light github-dark","model: porcupine\nwakeword: \"your-agent\"\nthreshold: 0.5\n","yaml",[3775,3860,3861,3878,3888],{"__ignoreMap":49},[3862,3863,3866,3870,3874],"span",{"class":3864,"line":3865},"line",1,[3862,3867,3869],{"class":3868},"s9eBZ","model",[3862,3871,3873],{"class":3872},"sVt8B",": ",[3862,3875,3877],{"class":3876},"sZZnC","porcupine\n",[3862,3879,3880,3883,3885],{"class":3864,"line":50},[3862,3881,3882],{"class":3868},"wakeword",[3862,3884,3873],{"class":3872},[3862,3886,3887],{"class":3876},"\"your-agent\"\n",[3862,3889,3890,3893,3895],{"class":3864,"line":79},[3862,3891,3892],{"class":3868},"threshold",[3862,3894,3873],{"class":3872},[3862,3896,3898],{"class":3897},"sj4cs","0.5\n",[22,3900,3901],{},"This low-latency setup (under 200ms) avoids cloud roundtrips for detection. Trade-off: initial training takes minutes on CPU, but runs inference at 10ms\u002Fframe. Integrates via LiveKit SDKs for JS\u002FPython, no PhD in audio ML needed—beats proprietary lock-in from Alexa\u002FSiri.",[17,3903,3905],{"id":3904},"user-impact-40-happier-production-ready","User Impact: 40% Happier, Production-Ready",[22,3907,3908],{},"Adding wake words turned frustrating activations into seamless UX, with 40% more users reporting high satisfaction. It unlocks ambient computing: agents wake contextually without interrupting flow. For production, monitor false accept\u002Freject rates (aim \u003C0.1% FA); fine-tune threshold per environment. This isn't hype—it's the missing layer shipping hands-free AI today.",[3910,3911,3912],"style",{},"html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":49,"searchDepth":50,"depth":50,"links":3914},[3915,3916,3917],{"id":3837,"depth":50,"text":3838},{"id":3848,"depth":50,"text":3849},{"id":3904,"depth":50,"text":3905},[],{"content_references":3920,"triage":3926},[3921,3922,3924],{"type":66,"title":3844,"context":74},{"type":66,"title":3923,"context":69},"Silero VAD",{"type":66,"title":3925,"context":69},"WebRTC VAD",{"relevance":3927,"novelty":78,"quality":78,"actionability":3927,"composite":3928,"reasoning":3929},5,4.55,"Category: AI & LLMs. The article provides a practical solution for improving voice AI activation through custom wake words, addressing a specific pain point of false positives in voice activation. It includes actionable steps for integration and configuration, making it highly relevant for developers looking to enhance user experience in AI products.","\u002Fsummaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary","2026-04-18 23:01:01","2026-04-19 01:22:15",{"title":3827,"description":49},{"loc":3930},"350b7001f3e8ead7","Towards AI","article","https:\u002F\u002Fpub.towardsai.net\u002Fthese-are-the-missing-ux-layer-for-your-advanced-voice-ai-agents-ae4d95372d6a?source=rss----98111c9905da---4","summaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary",[95,94],"Ditch VAD or buttons for LiveKit’s open-source wakeword library: train custom wake words from YAML, slash false positives 100x, integrate into voice agents fast, and make 40% more users happy.",[],"Luc9f0YixZGdld0wEm75AA08QThcC3wPcerMPNtelMQ",{"id":3945,"title":3946,"ai":3947,"body":3952,"categories":3972,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":3973,"navigation":82,"path":3974,"published_at":3975,"question":56,"scraped_at":56,"seo":3976,"sitemap":3977,"source_id":3978,"source_name":3979,"source_type":3937,"source_url":3980,"stem":3981,"tags":3982,"thumbnail_url":56,"tldr":3983,"tweet":56,"unknown_tags":3984,"__hash__":3985},"summaries\u002Fsummaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary.md","Teaser Promises 7 Agentic Browser Secrets for Productivity",{"provider":7,"model":8,"input_tokens":3948,"output_tokens":3949,"processing_time_ms":3950,"cost_usd":3951},3412,1068,11739,0.0011939,{"type":14,"value":3953,"toc":3968},[3954,3958,3961,3965],[17,3955,3957],{"id":3956},"content-limited-to-hype-teaser","Content Limited to Hype Teaser",[22,3959,3960],{},"This extraction from an RSS feed contains only a title—'7 Hidden Agentic Browser Secrets: Future-Proof Your Workflow by 2026'—and a brief teaser: 'Unmasking the AI Tools Everyone’s Ignoring to 10X Your Productivity.' It links to a full Medium article but includes no extracted body, examples, tools, or actionable advice. No specific agentic browser techniques, workflows, or evidence are shared.",[17,3962,3964],{"id":3963},"lacks-practical-value-for-builders","Lacks Practical Value for Builders",[22,3966,3967],{},"Without the article's substance, readers learn nothing concrete about AI agents in browsers, productivity gains, or 2026 trends. Frontmatter tags like 'web-browsing' and 'productivity' suggest a focus on AI-enhanced browsing automation, but hype terms like '10X' and 'hidden secrets' dominate without backing. For actual workflows, seek full content or proven tools like browser extensions with LLM integrations (e.g., via function calling for web tasks). This thin post exemplifies low-value clickbait over builder-focused insights.",{"title":49,"searchDepth":50,"depth":50,"links":3969},[3970,3971],{"id":3956,"depth":50,"text":3957},{"id":3963,"depth":50,"text":3964},[114],{},"\u002Fsummaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary","2026-04-08 21:21:19",{"title":3946,"description":49},{"loc":3974},"3a46e1bb835e1e20","AI Simplified in Plain English","https:\u002F\u002Funknown","summaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary",[95,94],"Medium teaser hypes 'hidden' AI browser tools to 10x productivity and future-proof workflows by 2026, but provides no details or techniques.",[],"w4tSTREWYUavZxjHh2ucOnV6f3KfB_sZZC28n9oCAv0"]