[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c737700b4b750c79-mcp-apps-interactive-branded-ui-in-ai-chats-summary":3,"summaries-facets-categories":152,"summary-related-c737700b4b750c79-mcp-apps-interactive-branded-ui-in-ai-chats-summary":3737},{"id":4,"title":5,"ai":6,"body":13,"categories":111,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":116,"navigation":134,"path":135,"published_at":136,"question":113,"scraped_at":137,"seo":138,"sitemap":139,"source_id":140,"source_name":141,"source_type":142,"source_url":143,"stem":144,"tags":145,"thumbnail_url":113,"tldr":149,"tweet":113,"unknown_tags":150,"__hash__":151},"summaries\u002Fsummaries\u002Fc737700b4b750c79-mcp-apps-interactive-branded-ui-in-ai-chats-summary.md","MCP Apps: Interactive Branded UI in AI Chats",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8064,1901,34661,0.00205645,{"type":14,"value":15,"toc":103},"minimark",[16,21,25,33,37,40,63,66,70,73,76,96,100],[17,18,20],"h2",{"id":19},"return-ui-resources-for-branded-interactivity","Return UI Resources for Branded Interactivity",[22,23,24],"p",{},"Instead of sending plain text responses—which strip branding and reduce companies like Shopify or Hugging Face to data dumps—MCP Apps servers return HTML resources via MCP tool calls. Hosts like ChatGPT, Claude, VS Code, Cursor, Copilot, and GitHub render these as sandboxed, interactive components, preserving the provider's UI\u002FUX and identity. For example, PostHog returns a funnel visualization widget; users click steps for follow-ups without leaving context. Early adopters like Shopify (millions of stores) and Hugging Face Spaces used MCPUI pre-standardization; now standardized with Anthropic and OpenAI support.",[22,26,27,28,32],{},"Interactions use bidirectional messaging: UI emits standardized events (e.g., on click) back to the host, which controls flow—routing to tools, prompts, or backend calls. This keeps all state in the host's conversation, avoiding direct UI-to-backend links that break context. Code is simple: servers register resources; hosts use a React component with a callback for events, like ",[29,30,31],"code",{},"\u003CMCPUI resource={html} onMessage={handleEvent} \u002F>",".",[17,34,36],{"id":35},"message-spectrum-balances-ui-and-host-control","Message Spectrum Balances UI and Host Control",[22,38,39],{},"MCP Apps define a control spectrum for UI messages:",[41,42,43,51,57],"ul",{},[44,45,46,50],"li",{},[47,48,49],"strong",{},"Notification",": UI handles logic locally (e.g., update cart quantity via provider backend), notifies host only.",[44,52,53,56],{},[47,54,55],{},"Tool call",": UI instructs host to invoke a specific MCP tool.",[44,58,59,62],{},[47,60,61],{},"Prompt",": UI fully delegates to host\u002Fmodel (e.g., \"run this query\").",[22,64,65],{},"This shifts from provider-owned journeys to host-orchestrated ones, enabling synergy: assistants compose relevant chunks (e.g., Google Calendar for anniversaries, Booking venue with map, Amazon product UI) tailored to user intent, pulling only atomic, context-aware pieces without full-site navigation.",[17,67,69],{"id":68},"ushering-a-chunk-based-web-and-massive-distribution","Ushering a Chunk-Based Web and Massive Distribution",[22,71,72],{},"MCP Apps enable a \"new web\" of composable UI atoms, replacing tabbed browsing with single-chat orchestration—agents decompose tasks across providers (90% irrelevant UI discarded). Win-win: providers retain branding\u002Fjourneys refined over decades; hosts leverage domain experts; users get familiar, proactive interfaces. Sam Altman noted 800M weekly ChatGPT users (10% world population, vs. internet's 13 years or iPhone App Store's ~5M launch)—potential 160x larger app market.",[22,74,75],{},"Spectrum supports all UI generation:",[41,77,78,84,90],{},[44,79,80,83],{},[47,81,82],{},"Predefined"," (black-box HTML, 8% cases).",[44,85,86,89],{},[47,87,88],{},"Declarative"," (JSON structures rendered by host for consistent look).",[44,91,92,95],{},[47,93,94],{},"Generative"," (model streams UI via MCP, as in Claude's features).\nAgnostic to source, interoperable with A2UI\u002FWebMCP.",[17,97,99],{"id":98},"evolving-spec-and-quickstarts","Evolving Spec and Quickstarts",[22,101,102],{},"Join tri-weekly workgroup (Discord\u002Frepo) for features like reusable views (reference\u002Fpush data to avoid re-renders, e.g., Autodesk perf issues) and model-driven interactions (expose UI tools for agents to click\u002Ffill forms). Use XApps SDK (always spec-compliant, agentic \"skills\" generate apps code-free) for servers; MCP UIs SDK React component for hosts—same app runs everywhere (e.g., LibreChat to ChatGPT). 2026 prediction: global UI-in-chat standard, browsers obsolete.",{"title":104,"searchDepth":105,"depth":105,"links":106},"",2,[107,108,109,110],{"id":19,"depth":105,"text":20},{"id":35,"depth":105,"text":36},{"id":68,"depth":105,"text":69},{"id":98,"depth":105,"text":99},[112],"AI & LLMs",null,"md",false,{"content_references":117,"triage":129},[118,122,124],{"type":119,"title":120,"context":121},"tool","XApps SDK","recommended",{"type":119,"title":123,"context":121},"MCP UIs SDK",{"type":125,"title":126,"author":127,"context":128},"other","MCP Apps Repo","Anthropic and OpenAI","mentioned",{"relevance":130,"novelty":131,"quality":130,"actionability":131,"composite":132,"reasoning":133},4,3,3.6,"Category: Design & Frontend. The article discusses MCP Apps, which enhance UI\u002FUX in AI chats by allowing interactive HTML components, addressing the pain point of maintaining branding in AI interactions. It provides a concrete example of how these components can be implemented, but lacks detailed step-by-step guidance for practical application.",true,"\u002Fsummaries\u002Fc737700b4b750c79-mcp-apps-interactive-branded-ui-in-ai-chats-summary","2026-05-06 13:00:06","2026-05-06 16:09:12",{"title":5,"description":104},{"loc":135},"43a9986fe05764ce","AI Engineer","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=o-zkvb0iFDQ","summaries\u002Fc737700b4b750c79-mcp-apps-interactive-branded-ui-in-ai-chats-summary",[146,147,148],"agents","ai-tools","ui-ux","MCP Apps let tools return interactive HTML UI chunks over MCP instead of text, enabling branded experiences in ChatGPT, Claude, VS Code; interactions route through hosts to stay in context.",[],"Hi4I_ci-kqUa2EDGxr3SCwifzHb4FsTdzm_NkFUPGnQ",[153,156,159,161,164,167,169,171,173,175,177,179,182,184,186,188,190,192,194,196,198,200,203,206,208,210,213,215,217,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735],{"categories":154},[155],"Developer Productivity",{"categories":157},[158],"Business & SaaS",{"categories":160},[112],{"categories":162},[163],"AI Automation",{"categories":165},[166],"Product Strategy",{"categories":168},[112],{"categories":170},[155],{"categories":172},[158],{"categories":174},[],{"categories":176},[112],{"categories":178},[],{"categories":180},[181],"AI News & Trends",{"categories":183},[163],{"categories":185},[181],{"categories":187},[163],{"categories":189},[163],{"categories":191},[112],{"categories":193},[112],{"categories":195},[181],{"categories":197},[112],{"categories":199},[],{"categories":201},[202],"Design & Frontend",{"categories":204},[205],"Data Science & Visualization",{"categories":207},[181],{"categories":209},[],{"categories":211},[212],"Software Engineering",{"categories":214},[112],{"categories":216},[163],{"categories":218},[219],"Marketing & Growth",{"categories":221},[112],{"categories":223},[163],{"categories":225},[],{"categories":227},[],{"categories":229},[202],{"categories":231},[163],{"categories":233},[155],{"categories":235},[202],{"categories":237},[112],{"categories":239},[163],{"categories":241},[181],{"categories":243},[],{"categories":245},[],{"categories":247},[163],{"categories":249},[212],{"categories":251},[],{"categories":253},[158],{"categories":255},[],{"categories":257},[],{"categories":259},[163],{"categories":261},[163],{"categories":263},[112],{"categories":265},[],{"categories":267},[212],{"categories":269},[],{"categories":271},[],{"categories":273},[],{"categories":275},[112],{"categories":277},[219],{"categories":279},[202],{"categories":281},[202],{"categories":283},[112],{"categories":285},[163],{"categories":287},[112],{"categories":289},[112],{"categories":291},[163],{"categories":293},[163],{"categories":295},[205],{"categories":297},[181],{"categories":299},[163],{"categories":301},[219],{"categories":303},[163],{"categories":305},[166],{"categories":307},[],{"categories":309},[163],{"categories":311},[],{"categories":313},[163],{"categories":315},[212],{"categories":317},[202],{"categories":319},[112],{"categories":321},[],{"categories":323},[],{"categories":325},[163],{"categories":327},[],{"categories":329},[112],{"categories":331},[],{"categories":333},[155],{"categories":335},[212],{"categories":337},[158],{"categories":339},[181],{"categories":341},[112],{"categories":343},[],{"categories":345},[112],{"categories":347},[],{"categories":349},[212],{"categories":351},[205],{"categories":353},[],{"categories":355},[112],{"categories":357},[202],{"categories":359},[],{"categories":361},[202],{"categories":363},[163],{"categories":365},[],{"categories":367},[163],{"categories":369},[181],{"categories":371},[158],{"categories":373},[112],{"categories":375},[],{"categories":377},[163],{"categories":379},[112],{"categories":381},[166],{"categories":383},[],{"categories":385},[112],{"categories":387},[163],{"categories":389},[163],{"categories":391},[],{"categories":393},[205],{"categories":395},[112],{"categories":397},[],{"categories":399},[155],{"categories":401},[158],{"categories":403},[112],{"categories":405},[163],{"categories":407},[212],{"categories":409},[112],{"categories":411},[],{"categories":413},[],{"categories":415},[112],{"categories":417},[],{"categories":419},[202],{"categories":421},[],{"categories":423},[112],{"categories":425},[],{"categories":427},[163],{"categories":429},[112],{"categories":431},[202],{"categories":433},[],{"categories":435},[112],{"categories":437},[112],{"categories":439},[158],{"categories":441},[163],{"categories":443},[112],{"categories":445},[202],{"categories":447},[163],{"categories":449},[],{"categories":451},[],{"categories":453},[181],{"categories":455},[],{"categories":457},[112],{"categories":459},[158,219],{"categories":461},[],{"categories":463},[112],{"categories":465},[],{"categories":467},[],{"categories":469},[112],{"categories":471},[],{"categories":473},[112],{"categories":475},[476],"DevOps & Cloud",{"categories":478},[],{"categories":480},[181],{"categories":482},[202],{"categories":484},[],{"categories":486},[181],{"categories":488},[181],{"categories":490},[112],{"categories":492},[219],{"categories":494},[],{"categories":496},[158],{"categories":498},[],{"categories":500},[112,476],{"categories":502},[112],{"categories":504},[112],{"categories":506},[163],{"categories":508},[112,212],{"categories":510},[205],{"categories":512},[112],{"categories":514},[219],{"categories":516},[163],{"categories":518},[163],{"categories":520},[],{"categories":522},[163],{"categories":524},[112,158],{"categories":526},[],{"categories":528},[202],{"categories":530},[202],{"categories":532},[],{"categories":534},[],{"categories":536},[181],{"categories":538},[],{"categories":540},[155],{"categories":542},[212],{"categories":544},[112],{"categories":546},[202],{"categories":548},[163],{"categories":550},[212],{"categories":552},[181],{"categories":554},[202],{"categories":556},[],{"categories":558},[112],{"categories":560},[112],{"categories":562},[112],{"categories":564},[181],{"categories":566},[155],{"categories":568},[112],{"categories":570},[163],{"categories":572},[476],{"categories":574},[202],{"categories":576},[163],{"categories":578},[],{"categories":580},[],{"categories":582},[202],{"categories":584},[181],{"categories":586},[205],{"categories":588},[],{"categories":590},[112],{"categories":592},[112],{"categories":594},[158],{"categories":596},[112],{"categories":598},[112],{"categories":600},[181],{"categories":602},[],{"categories":604},[163],{"categories":606},[212],{"categories":608},[],{"categories":610},[112],{"categories":612},[112],{"categories":614},[163],{"categories":616},[],{"categories":618},[],{"categories":620},[112],{"categories":622},[],{"categories":624},[158],{"categories":626},[163],{"categories":628},[],{"categories":630},[155],{"categories":632},[112],{"categories":634},[158],{"categories":636},[181],{"categories":638},[],{"categories":640},[],{"categories":642},[],{"categories":644},[181],{"categories":646},[181],{"categories":648},[],{"categories":650},[],{"categories":652},[158],{"categories":654},[],{"categories":656},[],{"categories":658},[155],{"categories":660},[],{"categories":662},[219],{"categories":664},[163],{"categories":666},[158],{"categories":668},[163],{"categories":670},[212],{"categories":672},[],{"categories":674},[166],{"categories":676},[202],{"categories":678},[212],{"categories":680},[112],{"categories":682},[163],{"categories":684},[158],{"categories":686},[112],{"categories":688},[],{"categories":690},[],{"categories":692},[212],{"categories":694},[205],{"categories":696},[166],{"categories":698},[163],{"categories":700},[112],{"categories":702},[],{"categories":704},[476],{"categories":706},[],{"categories":708},[163],{"categories":710},[],{"categories":712},[],{"categories":714},[112],{"categories":716},[202],{"categories":718},[219],{"categories":720},[163],{"categories":722},[],{"categories":724},[155],{"categories":726},[],{"categories":728},[181],{"categories":730},[112,476],{"categories":732},[181],{"categories":734},[112],{"categories":736},[158],{"categories":738},[112],{"categories":740},[],{"categories":742},[158],{"categories":744},[],{"categories":746},[212],{"categories":748},[202],{"categories":750},[181],{"categories":752},[205],{"categories":754},[155],{"categories":756},[112],{"categories":758},[212],{"categories":760},[],{"categories":762},[],{"categories":764},[166],{"categories":766},[],{"categories":768},[112],{"categories":770},[],{"categories":772},[202],{"categories":774},[202],{"categories":776},[202],{"categories":778},[],{"categories":780},[],{"categories":782},[181],{"categories":784},[163],{"categories":786},[112],{"categories":788},[112],{"categories":790},[112],{"categories":792},[158],{"categories":794},[112],{"categories":796},[],{"categories":798},[212],{"categories":800},[212],{"categories":802},[158],{"categories":804},[],{"categories":806},[112],{"categories":808},[112],{"categories":810},[158],{"categories":812},[181],{"categories":814},[219],{"categories":816},[163],{"categories":818},[],{"categories":820},[202],{"categories":822},[],{"categories":824},[112],{"categories":826},[],{"categories":828},[158],{"categories":830},[163],{"categories":832},[],{"categories":834},[476],{"categories":836},[205],{"categories":838},[212],{"categories":840},[219],{"categories":842},[212],{"categories":844},[163],{"categories":846},[],{"categories":848},[],{"categories":850},[163],{"categories":852},[155],{"categories":854},[163],{"categories":856},[166],{"categories":858},[158],{"categories":860},[],{"categories":862},[112],{"categories":864},[166],{"categories":866},[112],{"categories":868},[112],{"categories":870},[219],{"categories":872},[202],{"categories":874},[163],{"categories":876},[],{"categories":878},[],{"categories":880},[476],{"categories":882},[212],{"categories":884},[],{"categories":886},[163],{"categories":888},[112],{"categories":890},[202,112],{"categories":892},[155],{"categories":894},[],{"categories":896},[112],{"categories":898},[155],{"categories":900},[202],{"categories":902},[163],{"categories":904},[212],{"categories":906},[],{"categories":908},[112],{"categories":910},[],{"categories":912},[155],{"categories":914},[],{"categories":916},[163],{"categories":918},[166],{"categories":920},[112],{"categories":922},[112],{"categories":924},[202],{"categories":926},[163],{"categories":928},[476],{"categories":930},[202],{"categories":932},[163],{"categories":934},[112],{"categories":936},[112],{"categories":938},[112],{"categories":940},[181],{"categories":942},[],{"categories":944},[166],{"categories":946},[163],{"categories":948},[202],{"categories":950},[163],{"categories":952},[212],{"categories":954},[202],{"categories":956},[163],{"categories":958},[181],{"categories":960},[],{"categories":962},[112],{"categories":964},[202],{"categories":966},[112],{"categories":968},[155],{"categories":970},[181],{"categories":972},[112],{"categories":974},[219],{"categories":976},[112],{"categories":978},[112],{"categories":980},[163],{"categories":982},[163],{"categories":984},[112],{"categories":986},[163],{"categories":988},[202],{"categories":990},[112],{"categories":992},[],{"categories":994},[],{"categories":996},[212],{"categories":998},[],{"categories":1000},[155],{"categories":1002},[476],{"categories":1004},[],{"categories":1006},[155],{"categories":1008},[158],{"categories":1010},[219],{"categories":1012},[],{"categories":1014},[158],{"categories":1016},[],{"categories":1018},[],{"categories":1020},[],{"categories":1022},[],{"categories":1024},[],{"categories":1026},[112],{"categories":1028},[163],{"categories":1030},[476],{"categories":1032},[155],{"categories":1034},[112],{"categories":1036},[212],{"categories":1038},[166],{"categories":1040},[112],{"categories":1042},[219],{"categories":1044},[112],{"categories":1046},[112],{"categories":1048},[112],{"categories":1050},[112,155],{"categories":1052},[212],{"categories":1054},[212],{"categories":1056},[202],{"categories":1058},[112],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[],{"categories":1066},[212],{"categories":1068},[205],{"categories":1070},[181],{"categories":1072},[202],{"categories":1074},[],{"categories":1076},[112],{"categories":1078},[112],{"categories":1080},[],{"categories":1082},[],{"categories":1084},[163],{"categories":1086},[112],{"categories":1088},[158],{"categories":1090},[],{"categories":1092},[155],{"categories":1094},[112],{"categories":1096},[155],{"categories":1098},[112],{"categories":1100},[212],{"categories":1102},[219],{"categories":1104},[112,202],{"categories":1106},[181],{"categories":1108},[202],{"categories":1110},[],{"categories":1112},[476],{"categories":1114},[202],{"categories":1116},[163],{"categories":1118},[],{"categories":1120},[],{"categories":1122},[],{"categories":1124},[],{"categories":1126},[212],{"categories":1128},[163],{"categories":1130},[163],{"categories":1132},[476],{"categories":1134},[112],{"categories":1136},[112],{"categories":1138},[112],{"categories":1140},[],{"categories":1142},[202],{"categories":1144},[],{"categories":1146},[],{"categories":1148},[163],{"categories":1150},[],{"categories":1152},[],{"categories":1154},[219],{"categories":1156},[219],{"categories":1158},[163],{"categories":1160},[],{"categories":1162},[112],{"categories":1164},[112],{"categories":1166},[212],{"categories":1168},[202],{"categories":1170},[202],{"categories":1172},[163],{"categories":1174},[155],{"categories":1176},[112],{"categories":1178},[202],{"categories":1180},[202],{"categories":1182},[163],{"categories":1184},[163],{"categories":1186},[112],{"categories":1188},[],{"categories":1190},[],{"categories":1192},[112],{"categories":1194},[163],{"categories":1196},[181],{"categories":1198},[212],{"categories":1200},[155],{"categories":1202},[112],{"categories":1204},[],{"categories":1206},[163],{"categories":1208},[163],{"categories":1210},[],{"categories":1212},[155],{"categories":1214},[112],{"categories":1216},[155],{"categories":1218},[155],{"categories":1220},[],{"categories":1222},[],{"categories":1224},[163],{"categories":1226},[163],{"categories":1228},[112],{"categories":1230},[112],{"categories":1232},[181],{"categories":1234},[205],{"categories":1236},[166],{"categories":1238},[181],{"categories":1240},[202],{"categories":1242},[],{"categories":1244},[181],{"categories":1246},[],{"categories":1248},[],{"categories":1250},[],{"categories":1252},[],{"categories":1254},[212],{"categories":1256},[205],{"categories":1258},[],{"categories":1260},[112],{"categories":1262},[112],{"categories":1264},[205],{"categories":1266},[212],{"categories":1268},[],{"categories":1270},[],{"categories":1272},[163],{"categories":1274},[181],{"categories":1276},[181],{"categories":1278},[163],{"categories":1280},[155],{"categories":1282},[112,476],{"categories":1284},[],{"categories":1286},[202],{"categories":1288},[155],{"categories":1290},[163],{"categories":1292},[202],{"categories":1294},[],{"categories":1296},[163],{"categories":1298},[163],{"categories":1300},[112],{"categories":1302},[219],{"categories":1304},[212],{"categories":1306},[202],{"categories":1308},[],{"categories":1310},[163],{"categories":1312},[112],{"categories":1314},[163],{"categories":1316},[163],{"categories":1318},[163],{"categories":1320},[219],{"categories":1322},[163],{"categories":1324},[112],{"categories":1326},[],{"categories":1328},[219],{"categories":1330},[181],{"categories":1332},[163],{"categories":1334},[],{"categories":1336},[],{"categories":1338},[112],{"categories":1340},[163],{"categories":1342},[181],{"categories":1344},[163],{"categories":1346},[],{"categories":1348},[],{"categories":1350},[],{"categories":1352},[163],{"categories":1354},[],{"categories":1356},[],{"categories":1358},[205],{"categories":1360},[112],{"categories":1362},[205],{"categories":1364},[181],{"categories":1366},[112],{"categories":1368},[112],{"categories":1370},[163],{"categories":1372},[112],{"categories":1374},[],{"categories":1376},[],{"categories":1378},[476],{"categories":1380},[],{"categories":1382},[],{"categories":1384},[155],{"categories":1386},[],{"categories":1388},[],{"categories":1390},[],{"categories":1392},[],{"categories":1394},[212],{"categories":1396},[181],{"categories":1398},[219],{"categories":1400},[158],{"categories":1402},[112],{"categories":1404},[112],{"categories":1406},[158],{"categories":1408},[],{"categories":1410},[202],{"categories":1412},[163],{"categories":1414},[158],{"categories":1416},[112],{"categories":1418},[112],{"categories":1420},[155],{"categories":1422},[],{"categories":1424},[155],{"categories":1426},[112],{"categories":1428},[219],{"categories":1430},[163],{"categories":1432},[181],{"categories":1434},[158],{"categories":1436},[112],{"categories":1438},[163],{"categories":1440},[],{"categories":1442},[112],{"categories":1444},[155],{"categories":1446},[112],{"categories":1448},[],{"categories":1450},[181],{"categories":1452},[112],{"categories":1454},[],{"categories":1456},[158],{"categories":1458},[112],{"categories":1460},[],{"categories":1462},[],{"categories":1464},[],{"categories":1466},[112],{"categories":1468},[],{"categories":1470},[476],{"categories":1472},[112],{"categories":1474},[],{"categories":1476},[112],{"categories":1478},[112],{"categories":1480},[112],{"categories":1482},[112,476],{"categories":1484},[112],{"categories":1486},[112],{"categories":1488},[202],{"categories":1490},[163],{"categories":1492},[],{"categories":1494},[163],{"categories":1496},[112],{"categories":1498},[112],{"categories":1500},[112],{"categories":1502},[155],{"categories":1504},[155],{"categories":1506},[212],{"categories":1508},[202],{"categories":1510},[163],{"categories":1512},[],{"categories":1514},[112],{"categories":1516},[181],{"categories":1518},[112],{"categories":1520},[158],{"categories":1522},[],{"categories":1524},[476],{"categories":1526},[202],{"categories":1528},[202],{"categories":1530},[163],{"categories":1532},[181],{"categories":1534},[163],{"categories":1536},[112],{"categories":1538},[],{"categories":1540},[112],{"categories":1542},[],{"categories":1544},[],{"categories":1546},[112],{"categories":1548},[112],{"categories":1550},[112],{"categories":1552},[163],{"categories":1554},[112],{"categories":1556},[],{"categories":1558},[205],{"categories":1560},[163],{"categories":1562},[],{"categories":1564},[],{"categories":1566},[112],{"categories":1568},[181],{"categories":1570},[],{"categories":1572},[202],{"categories":1574},[476],{"categories":1576},[181],{"categories":1578},[212],{"categories":1580},[212],{"categories":1582},[181],{"categories":1584},[181],{"categories":1586},[476],{"categories":1588},[],{"categories":1590},[181],{"categories":1592},[112],{"categories":1594},[155],{"categories":1596},[181],{"categories":1598},[],{"categories":1600},[205],{"categories":1602},[181],{"categories":1604},[212],{"categories":1606},[181],{"categories":1608},[476],{"categories":1610},[112],{"categories":1612},[112],{"categories":1614},[],{"categories":1616},[158],{"categories":1618},[],{"categories":1620},[],{"categories":1622},[112],{"categories":1624},[112],{"categories":1626},[112],{"categories":1628},[112],{"categories":1630},[],{"categories":1632},[205],{"categories":1634},[155],{"categories":1636},[],{"categories":1638},[112],{"categories":1640},[112],{"categories":1642},[476],{"categories":1644},[476],{"categories":1646},[],{"categories":1648},[163],{"categories":1650},[181],{"categories":1652},[181],{"categories":1654},[112],{"categories":1656},[163],{"categories":1658},[],{"categories":1660},[202],{"categories":1662},[112],{"categories":1664},[112],{"categories":1666},[],{"categories":1668},[],{"categories":1670},[476],{"categories":1672},[112],{"categories":1674},[212],{"categories":1676},[158],{"categories":1678},[112],{"categories":1680},[],{"categories":1682},[163],{"categories":1684},[155],{"categories":1686},[155],{"categories":1688},[],{"categories":1690},[112],{"categories":1692},[202],{"categories":1694},[163],{"categories":1696},[],{"categories":1698},[112],{"categories":1700},[112],{"categories":1702},[163],{"categories":1704},[],{"categories":1706},[163],{"categories":1708},[212],{"categories":1710},[],{"categories":1712},[112],{"categories":1714},[],{"categories":1716},[112],{"categories":1718},[],{"categories":1720},[112],{"categories":1722},[112],{"categories":1724},[],{"categories":1726},[112],{"categories":1728},[181],{"categories":1730},[112],{"categories":1732},[112],{"categories":1734},[155],{"categories":1736},[112],{"categories":1738},[181],{"categories":1740},[163],{"categories":1742},[],{"categories":1744},[112],{"categories":1746},[219],{"categories":1748},[],{"categories":1750},[],{"categories":1752},[],{"categories":1754},[155],{"categories":1756},[181],{"categories":1758},[163],{"categories":1760},[112],{"categories":1762},[202],{"categories":1764},[163],{"categories":1766},[],{"categories":1768},[163],{"categories":1770},[],{"categories":1772},[112],{"categories":1774},[163],{"categories":1776},[112],{"categories":1778},[],{"categories":1780},[112],{"categories":1782},[112],{"categories":1784},[181],{"categories":1786},[202],{"categories":1788},[163],{"categories":1790},[202],{"categories":1792},[158],{"categories":1794},[],{"categories":1796},[],{"categories":1798},[112],{"categories":1800},[155],{"categories":1802},[181],{"categories":1804},[],{"categories":1806},[],{"categories":1808},[212],{"categories":1810},[202],{"categories":1812},[],{"categories":1814},[112],{"categories":1816},[],{"categories":1818},[219],{"categories":1820},[112],{"categories":1822},[476],{"categories":1824},[212],{"categories":1826},[],{"categories":1828},[163],{"categories":1830},[112],{"categories":1832},[163],{"categories":1834},[163],{"categories":1836},[112],{"categories":1838},[],{"categories":1840},[155],{"categories":1842},[112],{"categories":1844},[158],{"categories":1846},[212],{"categories":1848},[202],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[],{"categories":1856},[163],{"categories":1858},[202],{"categories":1860},[181],{"categories":1862},[112],{"categories":1864},[181],{"categories":1866},[202],{"categories":1868},[],{"categories":1870},[202],{"categories":1872},[181],{"categories":1874},[158],{"categories":1876},[112],{"categories":1878},[181],{"categories":1880},[219],{"categories":1882},[],{"categories":1884},[],{"categories":1886},[205],{"categories":1888},[112,212],{"categories":1890},[181],{"categories":1892},[112],{"categories":1894},[163],{"categories":1896},[163],{"categories":1898},[112],{"categories":1900},[],{"categories":1902},[212],{"categories":1904},[112],{"categories":1906},[205],{"categories":1908},[163],{"categories":1910},[219],{"categories":1912},[476],{"categories":1914},[],{"categories":1916},[155],{"categories":1918},[163],{"categories":1920},[163],{"categories":1922},[212],{"categories":1924},[112],{"categories":1926},[112],{"categories":1928},[],{"categories":1930},[],{"categories":1932},[],{"categories":1934},[476],{"categories":1936},[181],{"categories":1938},[112],{"categories":1940},[112],{"categories":1942},[112],{"categories":1944},[],{"categories":1946},[205],{"categories":1948},[158],{"categories":1950},[],{"categories":1952},[163],{"categories":1954},[476],{"categories":1956},[],{"categories":1958},[202],{"categories":1960},[202],{"categories":1962},[],{"categories":1964},[212],{"categories":1966},[202],{"categories":1968},[112],{"categories":1970},[],{"categories":1972},[181],{"categories":1974},[112],{"categories":1976},[202],{"categories":1978},[163],{"categories":1980},[181],{"categories":1982},[],{"categories":1984},[163],{"categories":1986},[202],{"categories":1988},[112],{"categories":1990},[],{"categories":1992},[112],{"categories":1994},[112],{"categories":1996},[476],{"categories":1998},[181],{"categories":2000},[205],{"categories":2002},[205],{"categories":2004},[],{"categories":2006},[],{"categories":2008},[],{"categories":2010},[163],{"categories":2012},[212],{"categories":2014},[212],{"categories":2016},[],{"categories":2018},[],{"categories":2020},[112],{"categories":2022},[],{"categories":2024},[163],{"categories":2026},[112],{"categories":2028},[],{"categories":2030},[112],{"categories":2032},[158],{"categories":2034},[112],{"categories":2036},[219],{"categories":2038},[163],{"categories":2040},[112],{"categories":2042},[212],{"categories":2044},[181],{"categories":2046},[163],{"categories":2048},[],{"categories":2050},[181],{"categories":2052},[163],{"categories":2054},[163],{"categories":2056},[],{"categories":2058},[158],{"categories":2060},[163],{"categories":2062},[],{"categories":2064},[112],{"categories":2066},[155],{"categories":2068},[181],{"categories":2070},[476],{"categories":2072},[163],{"categories":2074},[163],{"categories":2076},[155],{"categories":2078},[112],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[202],{"categories":2086},[112,158],{"categories":2088},[],{"categories":2090},[155],{"categories":2092},[205],{"categories":2094},[112],{"categories":2096},[212],{"categories":2098},[112],{"categories":2100},[163],{"categories":2102},[112],{"categories":2104},[112],{"categories":2106},[181],{"categories":2108},[163],{"categories":2110},[],{"categories":2112},[],{"categories":2114},[163],{"categories":2116},[112],{"categories":2118},[476],{"categories":2120},[],{"categories":2122},[112],{"categories":2124},[163],{"categories":2126},[],{"categories":2128},[112],{"categories":2130},[219],{"categories":2132},[205],{"categories":2134},[163],{"categories":2136},[112],{"categories":2138},[476],{"categories":2140},[],{"categories":2142},[112],{"categories":2144},[219],{"categories":2146},[202],{"categories":2148},[112],{"categories":2150},[],{"categories":2152},[219],{"categories":2154},[181],{"categories":2156},[112],{"categories":2158},[112],{"categories":2160},[155],{"categories":2162},[],{"categories":2164},[],{"categories":2166},[202],{"categories":2168},[112],{"categories":2170},[205],{"categories":2172},[219],{"categories":2174},[219],{"categories":2176},[181],{"categories":2178},[],{"categories":2180},[],{"categories":2182},[112],{"categories":2184},[],{"categories":2186},[112,212],{"categories":2188},[181],{"categories":2190},[163],{"categories":2192},[212],{"categories":2194},[112],{"categories":2196},[155],{"categories":2198},[],{"categories":2200},[],{"categories":2202},[155],{"categories":2204},[219],{"categories":2206},[112],{"categories":2208},[],{"categories":2210},[202,112],{"categories":2212},[476],{"categories":2214},[155],{"categories":2216},[],{"categories":2218},[158],{"categories":2220},[158],{"categories":2222},[112],{"categories":2224},[212],{"categories":2226},[163],{"categories":2228},[181],{"categories":2230},[219],{"categories":2232},[202],{"categories":2234},[112],{"categories":2236},[112],{"categories":2238},[112],{"categories":2240},[155],{"categories":2242},[112],{"categories":2244},[163],{"categories":2246},[181],{"categories":2248},[],{"categories":2250},[],{"categories":2252},[205],{"categories":2254},[212],{"categories":2256},[112],{"categories":2258},[202],{"categories":2260},[205],{"categories":2262},[112],{"categories":2264},[112],{"categories":2266},[163],{"categories":2268},[163],{"categories":2270},[112,158],{"categories":2272},[],{"categories":2274},[202],{"categories":2276},[],{"categories":2278},[112],{"categories":2280},[181],{"categories":2282},[155],{"categories":2284},[155],{"categories":2286},[163],{"categories":2288},[112],{"categories":2290},[158],{"categories":2292},[212],{"categories":2294},[219],{"categories":2296},[],{"categories":2298},[181],{"categories":2300},[112],{"categories":2302},[112],{"categories":2304},[181],{"categories":2306},[212],{"categories":2308},[112],{"categories":2310},[163],{"categories":2312},[181],{"categories":2314},[112],{"categories":2316},[202],{"categories":2318},[112],{"categories":2320},[112],{"categories":2322},[476],{"categories":2324},[166],{"categories":2326},[163],{"categories":2328},[112],{"categories":2330},[181],{"categories":2332},[163],{"categories":2334},[219],{"categories":2336},[112],{"categories":2338},[],{"categories":2340},[112],{"categories":2342},[],{"categories":2344},[],{"categories":2346},[],{"categories":2348},[158],{"categories":2350},[112],{"categories":2352},[163],{"categories":2354},[181],{"categories":2356},[181],{"categories":2358},[181],{"categories":2360},[181],{"categories":2362},[],{"categories":2364},[155],{"categories":2366},[163],{"categories":2368},[181],{"categories":2370},[155],{"categories":2372},[163],{"categories":2374},[112],{"categories":2376},[112,163],{"categories":2378},[163],{"categories":2380},[476],{"categories":2382},[181],{"categories":2384},[181],{"categories":2386},[163],{"categories":2388},[112],{"categories":2390},[],{"categories":2392},[181],{"categories":2394},[219],{"categories":2396},[155],{"categories":2398},[112],{"categories":2400},[112],{"categories":2402},[],{"categories":2404},[212],{"categories":2406},[],{"categories":2408},[155],{"categories":2410},[163],{"categories":2412},[181],{"categories":2414},[112],{"categories":2416},[181],{"categories":2418},[155],{"categories":2420},[181],{"categories":2422},[181],{"categories":2424},[],{"categories":2426},[158],{"categories":2428},[163],{"categories":2430},[181],{"categories":2432},[181],{"categories":2434},[181],{"categories":2436},[181],{"categories":2438},[181],{"categories":2440},[181],{"categories":2442},[181],{"categories":2444},[181],{"categories":2446},[181],{"categories":2448},[181],{"categories":2450},[205],{"categories":2452},[155],{"categories":2454},[112],{"categories":2456},[112],{"categories":2458},[],{"categories":2460},[112,155],{"categories":2462},[],{"categories":2464},[163],{"categories":2466},[181],{"categories":2468},[163],{"categories":2470},[112],{"categories":2472},[112],{"categories":2474},[112],{"categories":2476},[112],{"categories":2478},[112],{"categories":2480},[163],{"categories":2482},[158],{"categories":2484},[202],{"categories":2486},[181],{"categories":2488},[112],{"categories":2490},[],{"categories":2492},[],{"categories":2494},[163],{"categories":2496},[202],{"categories":2498},[112],{"categories":2500},[],{"categories":2502},[],{"categories":2504},[219],{"categories":2506},[112],{"categories":2508},[],{"categories":2510},[],{"categories":2512},[155],{"categories":2514},[158],{"categories":2516},[112],{"categories":2518},[158],{"categories":2520},[202],{"categories":2522},[],{"categories":2524},[181],{"categories":2526},[],{"categories":2528},[202],{"categories":2530},[112],{"categories":2532},[219],{"categories":2534},[],{"categories":2536},[219],{"categories":2538},[],{"categories":2540},[],{"categories":2542},[163],{"categories":2544},[],{"categories":2546},[158],{"categories":2548},[155],{"categories":2550},[202],{"categories":2552},[212],{"categories":2554},[],{"categories":2556},[],{"categories":2558},[112],{"categories":2560},[155],{"categories":2562},[219],{"categories":2564},[],{"categories":2566},[163],{"categories":2568},[163],{"categories":2570},[181],{"categories":2572},[112],{"categories":2574},[163],{"categories":2576},[112],{"categories":2578},[163],{"categories":2580},[112],{"categories":2582},[166],{"categories":2584},[181],{"categories":2586},[],{"categories":2588},[219],{"categories":2590},[212],{"categories":2592},[163],{"categories":2594},[],{"categories":2596},[112],{"categories":2598},[163],{"categories":2600},[158],{"categories":2602},[155],{"categories":2604},[112],{"categories":2606},[202],{"categories":2608},[212],{"categories":2610},[212],{"categories":2612},[112],{"categories":2614},[205],{"categories":2616},[112],{"categories":2618},[163],{"categories":2620},[158],{"categories":2622},[163],{"categories":2624},[112],{"categories":2626},[112],{"categories":2628},[163],{"categories":2630},[181],{"categories":2632},[],{"categories":2634},[155],{"categories":2636},[112],{"categories":2638},[163],{"categories":2640},[112],{"categories":2642},[112],{"categories":2644},[],{"categories":2646},[202],{"categories":2648},[158],{"categories":2650},[181],{"categories":2652},[112],{"categories":2654},[112],{"categories":2656},[202],{"categories":2658},[219],{"categories":2660},[205],{"categories":2662},[112],{"categories":2664},[181],{"categories":2666},[112],{"categories":2668},[163],{"categories":2670},[476],{"categories":2672},[112],{"categories":2674},[163],{"categories":2676},[205],{"categories":2678},[],{"categories":2680},[163],{"categories":2682},[212],{"categories":2684},[202],{"categories":2686},[112],{"categories":2688},[155],{"categories":2690},[158],{"categories":2692},[212],{"categories":2694},[],{"categories":2696},[163],{"categories":2698},[112],{"categories":2700},[],{"categories":2702},[181],{"categories":2704},[],{"categories":2706},[181],{"categories":2708},[112],{"categories":2710},[163],{"categories":2712},[163],{"categories":2714},[163],{"categories":2716},[],{"categories":2718},[],{"categories":2720},[112],{"categories":2722},[112],{"categories":2724},[],{"categories":2726},[202],{"categories":2728},[163],{"categories":2730},[219],{"categories":2732},[155],{"categories":2734},[],{"categories":2736},[],{"categories":2738},[181],{"categories":2740},[212],{"categories":2742},[112],{"categories":2744},[112],{"categories":2746},[112],{"categories":2748},[212],{"categories":2750},[181],{"categories":2752},[202],{"categories":2754},[112],{"categories":2756},[112],{"categories":2758},[112],{"categories":2760},[181],{"categories":2762},[112],{"categories":2764},[181],{"categories":2766},[163],{"categories":2768},[163],{"categories":2770},[212],{"categories":2772},[163],{"categories":2774},[112],{"categories":2776},[212],{"categories":2778},[202],{"categories":2780},[],{"categories":2782},[163],{"categories":2784},[],{"categories":2786},[],{"categories":2788},[],{"categories":2790},[158],{"categories":2792},[112],{"categories":2794},[163],{"categories":2796},[155],{"categories":2798},[163],{"categories":2800},[219],{"categories":2802},[],{"categories":2804},[163],{"categories":2806},[],{"categories":2808},[155],{"categories":2810},[163],{"categories":2812},[],{"categories":2814},[163],{"categories":2816},[112],{"categories":2818},[181],{"categories":2820},[112],{"categories":2822},[163],{"categories":2824},[181],{"categories":2826},[163],{"categories":2828},[212],{"categories":2830},[202],{"categories":2832},[155],{"categories":2834},[],{"categories":2836},[163],{"categories":2838},[202],{"categories":2840},[476],{"categories":2842},[181],{"categories":2844},[112],{"categories":2846},[202],{"categories":2848},[155],{"categories":2850},[],{"categories":2852},[163],{"categories":2854},[163],{"categories":2856},[112],{"categories":2858},[],{"categories":2860},[163],{"categories":2862},[166],{"categories":2864},[181],{"categories":2866},[163],{"categories":2868},[158],{"categories":2870},[],{"categories":2872},[112],{"categories":2874},[166],{"categories":2876},[112],{"categories":2878},[163],{"categories":2880},[181],{"categories":2882},[155],{"categories":2884},[476],{"categories":2886},[112],{"categories":2888},[112],{"categories":2890},[112],{"categories":2892},[181],{"categories":2894},[158],{"categories":2896},[112],{"categories":2898},[202],{"categories":2900},[181],{"categories":2902},[476],{"categories":2904},[112],{"categories":2906},[],{"categories":2908},[],{"categories":2910},[476],{"categories":2912},[205],{"categories":2914},[163],{"categories":2916},[163],{"categories":2918},[181],{"categories":2920},[112],{"categories":2922},[155],{"categories":2924},[202],{"categories":2926},[163],{"categories":2928},[112],{"categories":2930},[219],{"categories":2932},[112],{"categories":2934},[163],{"categories":2936},[],{"categories":2938},[112],{"categories":2940},[112],{"categories":2942},[181],{"categories":2944},[155],{"categories":2946},[],{"categories":2948},[112],{"categories":2950},[112],{"categories":2952},[212],{"categories":2954},[202],{"categories":2956},[112,163],{"categories":2958},[219,158],{"categories":2960},[112],{"categories":2962},[],{"categories":2964},[163],{"categories":2966},[],{"categories":2968},[212],{"categories":2970},[112],{"categories":2972},[181],{"categories":2974},[],{"categories":2976},[163],{"categories":2978},[],{"categories":2980},[202],{"categories":2982},[163],{"categories":2984},[155],{"categories":2986},[163],{"categories":2988},[112],{"categories":2990},[476],{"categories":2992},[219],{"categories":2994},[158],{"categories":2996},[158],{"categories":2998},[155],{"categories":3000},[155],{"categories":3002},[112],{"categories":3004},[163],{"categories":3006},[112],{"categories":3008},[112],{"categories":3010},[155],{"categories":3012},[112],{"categories":3014},[219],{"categories":3016},[181],{"categories":3018},[112],{"categories":3020},[163],{"categories":3022},[112],{"categories":3024},[],{"categories":3026},[212],{"categories":3028},[],{"categories":3030},[163],{"categories":3032},[155],{"categories":3034},[],{"categories":3036},[476],{"categories":3038},[112],{"categories":3040},[],{"categories":3042},[181],{"categories":3044},[163],{"categories":3046},[212],{"categories":3048},[112],{"categories":3050},[163],{"categories":3052},[212],{"categories":3054},[163],{"categories":3056},[181],{"categories":3058},[155],{"categories":3060},[181],{"categories":3062},[212],{"categories":3064},[112],{"categories":3066},[202],{"categories":3068},[112],{"categories":3070},[112],{"categories":3072},[112],{"categories":3074},[112],{"categories":3076},[163],{"categories":3078},[112],{"categories":3080},[163],{"categories":3082},[112],{"categories":3084},[155],{"categories":3086},[112],{"categories":3088},[163],{"categories":3090},[202],{"categories":3092},[155],{"categories":3094},[163],{"categories":3096},[202],{"categories":3098},[],{"categories":3100},[112],{"categories":3102},[112],{"categories":3104},[212],{"categories":3106},[],{"categories":3108},[163],{"categories":3110},[219],{"categories":3112},[112],{"categories":3114},[181],{"categories":3116},[219],{"categories":3118},[163],{"categories":3120},[158],{"categories":3122},[158],{"categories":3124},[112],{"categories":3126},[155],{"categories":3128},[],{"categories":3130},[112],{"categories":3132},[],{"categories":3134},[155],{"categories":3136},[112],{"categories":3138},[163],{"categories":3140},[163],{"categories":3142},[],{"categories":3144},[212],{"categories":3146},[212],{"categories":3148},[219],{"categories":3150},[202],{"categories":3152},[],{"categories":3154},[112],{"categories":3156},[155],{"categories":3158},[112],{"categories":3160},[212],{"categories":3162},[155],{"categories":3164},[181],{"categories":3166},[181],{"categories":3168},[],{"categories":3170},[181],{"categories":3172},[163],{"categories":3174},[202],{"categories":3176},[205],{"categories":3178},[112],{"categories":3180},[],{"categories":3182},[181],{"categories":3184},[212],{"categories":3186},[158],{"categories":3188},[112],{"categories":3190},[155],{"categories":3192},[476],{"categories":3194},[155],{"categories":3196},[],{"categories":3198},[],{"categories":3200},[181],{"categories":3202},[],{"categories":3204},[163],{"categories":3206},[163],{"categories":3208},[163],{"categories":3210},[],{"categories":3212},[112],{"categories":3214},[],{"categories":3216},[181],{"categories":3218},[155],{"categories":3220},[202],{"categories":3222},[112],{"categories":3224},[181],{"categories":3226},[181],{"categories":3228},[],{"categories":3230},[181],{"categories":3232},[155],{"categories":3234},[112],{"categories":3236},[],{"categories":3238},[163],{"categories":3240},[163],{"categories":3242},[155],{"categories":3244},[],{"categories":3246},[],{"categories":3248},[],{"categories":3250},[202],{"categories":3252},[163],{"categories":3254},[112],{"categories":3256},[],{"categories":3258},[],{"categories":3260},[],{"categories":3262},[202],{"categories":3264},[],{"categories":3266},[155],{"categories":3268},[],{"categories":3270},[],{"categories":3272},[202],{"categories":3274},[112],{"categories":3276},[181],{"categories":3278},[],{"categories":3280},[219],{"categories":3282},[181],{"categories":3284},[219],{"categories":3286},[112],{"categories":3288},[],{"categories":3290},[],{"categories":3292},[163],{"categories":3294},[],{"categories":3296},[],{"categories":3298},[163],{"categories":3300},[112],{"categories":3302},[],{"categories":3304},[163],{"categories":3306},[181],{"categories":3308},[219],{"categories":3310},[205],{"categories":3312},[163],{"categories":3314},[163],{"categories":3316},[],{"categories":3318},[],{"categories":3320},[],{"categories":3322},[181],{"categories":3324},[],{"categories":3326},[],{"categories":3328},[202],{"categories":3330},[155],{"categories":3332},[],{"categories":3334},[158],{"categories":3336},[219],{"categories":3338},[112],{"categories":3340},[212],{"categories":3342},[155],{"categories":3344},[205],{"categories":3346},[158],{"categories":3348},[212],{"categories":3350},[],{"categories":3352},[],{"categories":3354},[163],{"categories":3356},[155],{"categories":3358},[202],{"categories":3360},[155],{"categories":3362},[163],{"categories":3364},[476],{"categories":3366},[163],{"categories":3368},[],{"categories":3370},[112],{"categories":3372},[181],{"categories":3374},[212],{"categories":3376},[],{"categories":3378},[202],{"categories":3380},[181],{"categories":3382},[155],{"categories":3384},[163],{"categories":3386},[112],{"categories":3388},[158],{"categories":3390},[163,476],{"categories":3392},[163],{"categories":3394},[212],{"categories":3396},[112],{"categories":3398},[205],{"categories":3400},[219],{"categories":3402},[163],{"categories":3404},[],{"categories":3406},[163],{"categories":3408},[112],{"categories":3410},[158],{"categories":3412},[],{"categories":3414},[],{"categories":3416},[112],{"categories":3418},[205],{"categories":3420},[112],{"categories":3422},[],{"categories":3424},[181],{"categories":3426},[],{"categories":3428},[181],{"categories":3430},[212],{"categories":3432},[163],{"categories":3434},[112],{"categories":3436},[219],{"categories":3438},[212],{"categories":3440},[],{"categories":3442},[181],{"categories":3444},[112],{"categories":3446},[],{"categories":3448},[112],{"categories":3450},[163],{"categories":3452},[112],{"categories":3454},[163],{"categories":3456},[112],{"categories":3458},[112],{"categories":3460},[112],{"categories":3462},[112],{"categories":3464},[158],{"categories":3466},[],{"categories":3468},[166],{"categories":3470},[181],{"categories":3472},[112],{"categories":3474},[],{"categories":3476},[212],{"categories":3478},[112],{"categories":3480},[112],{"categories":3482},[163],{"categories":3484},[181],{"categories":3486},[112],{"categories":3488},[112],{"categories":3490},[158],{"categories":3492},[163],{"categories":3494},[202],{"categories":3496},[],{"categories":3498},[205],{"categories":3500},[112],{"categories":3502},[],{"categories":3504},[181],{"categories":3506},[219],{"categories":3508},[],{"categories":3510},[],{"categories":3512},[181],{"categories":3514},[181],{"categories":3516},[219],{"categories":3518},[155],{"categories":3520},[163],{"categories":3522},[163],{"categories":3524},[112],{"categories":3526},[158],{"categories":3528},[],{"categories":3530},[],{"categories":3532},[181],{"categories":3534},[205],{"categories":3536},[212],{"categories":3538},[163],{"categories":3540},[202],{"categories":3542},[205],{"categories":3544},[205],{"categories":3546},[],{"categories":3548},[181],{"categories":3550},[112],{"categories":3552},[112],{"categories":3554},[212],{"categories":3556},[],{"categories":3558},[181],{"categories":3560},[181],{"categories":3562},[181],{"categories":3564},[],{"categories":3566},[163],{"categories":3568},[112],{"categories":3570},[],{"categories":3572},[155],{"categories":3574},[158],{"categories":3576},[],{"categories":3578},[112],{"categories":3580},[112],{"categories":3582},[],{"categories":3584},[212],{"categories":3586},[],{"categories":3588},[],{"categories":3590},[],{"categories":3592},[],{"categories":3594},[112],{"categories":3596},[181],{"categories":3598},[],{"categories":3600},[],{"categories":3602},[112],{"categories":3604},[112],{"categories":3606},[112],{"categories":3608},[205],{"categories":3610},[112],{"categories":3612},[205],{"categories":3614},[],{"categories":3616},[205],{"categories":3618},[205],{"categories":3620},[476],{"categories":3622},[163],{"categories":3624},[212],{"categories":3626},[],{"categories":3628},[],{"categories":3630},[205],{"categories":3632},[212],{"categories":3634},[212],{"categories":3636},[212],{"categories":3638},[],{"categories":3640},[155],{"categories":3642},[212],{"categories":3644},[212],{"categories":3646},[155],{"categories":3648},[212],{"categories":3650},[158],{"categories":3652},[212],{"categories":3654},[212],{"categories":3656},[212],{"categories":3658},[205],{"categories":3660},[181],{"categories":3662},[181],{"categories":3664},[112],{"categories":3666},[212],{"categories":3668},[205],{"categories":3670},[476],{"categories":3672},[205],{"categories":3674},[205],{"categories":3676},[205],{"categories":3678},[],{"categories":3680},[158],{"categories":3682},[],{"categories":3684},[476],{"categories":3686},[212],{"categories":3688},[212],{"categories":3690},[212],{"categories":3692},[163],{"categories":3694},[181,158],{"categories":3696},[205],{"categories":3698},[],{"categories":3700},[],{"categories":3702},[205],{"categories":3704},[],{"categories":3706},[205],{"categories":3708},[181],{"categories":3710},[163],{"categories":3712},[],{"categories":3714},[212],{"categories":3716},[112],{"categories":3718},[202],{"categories":3720},[],{"categories":3722},[112],{"categories":3724},[],{"categories":3726},[181],{"categories":3728},[155],{"categories":3730},[205],{"categories":3732},[],{"categories":3734},[212],{"categories":3736},[181],[3738,3802,3878,3932],{"id":3739,"title":3740,"ai":3741,"body":3746,"categories":3772,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":3773,"navigation":134,"path":3788,"published_at":3789,"question":113,"scraped_at":3790,"seo":3791,"sitemap":3792,"source_id":3793,"source_name":3794,"source_type":142,"source_url":3795,"stem":3796,"tags":3797,"thumbnail_url":113,"tldr":3799,"tweet":113,"unknown_tags":3800,"__hash__":3801},"summaries\u002Fsummaries\u002F332611f734fd43e5-9-sections-to-fix-ai-ui-inconsistency-with-design--summary.md","9 Sections to Fix AI UI Inconsistency with DESIGN.md",{"provider":7,"model":8,"input_tokens":3742,"output_tokens":3743,"processing_time_ms":3744,"cost_usd":3745},4003,2396,41335,0.00197595,{"type":14,"value":3747,"toc":3768},[3748,3752,3755,3758,3762,3765],[17,3749,3751],{"id":3750},"ai-agents-design-consistency-problem","AI Agents' Design Consistency Problem",[22,3753,3754],{},"AI coding agents generate clean, modern layouts with sensible colors on individual pages, but fail to maintain shared logic across an app. Result: mismatched buttons, drifting grays, inconsistent spacing—polished singly, incoherent together. Author's real-world example: after five pages in a new app, each had its own implicit design system. CLAUDE.md files guide agents on coding behaviors (like the 4 lines bookmarked by 60,000 developers, addressing issues Karpathy diagnosed), but ignore visual design rules, so agents never inquire or apply them.",[22,3756,3757],{},"Trade-off: Agents prioritize functionality over aesthetics without explicit constraints, leading to 'fine on its own' pages that don't scale.",[17,3759,3761],{"id":3760},"googles-designmd-markdown-spec-for-ai-design-guidance","Google's DESIGN.md: Markdown Spec for AI Design Guidance",[22,3763,3764],{},"Open-sourced by Google on April 21 via a blog post on Stitch DESIGN.md, this plain-text markdown format describes full design systems in a way AI agents parse natively—no APIs, dependencies, or build steps needed. It directly solves the wall every designer\u002Fdeveloper hits: code works, pages don't match.",[22,3766,3767],{},"Core claim: Every DESIGN.md requires exactly 9 sections to constrain agent behavior, preventing UI drift and enforcing consistency. (Specific sections detailed in full article; spec enables agents to 'read' tokens, components, layouts like humans.) Impact: Turns autonomous UI generation from chaotic to production-ready, letting small teams ship visually coherent apps faster.",{"title":104,"searchDepth":105,"depth":105,"links":3769},[3770,3771],{"id":3750,"depth":105,"text":3751},{"id":3760,"depth":105,"text":3761},[202],{"content_references":3774,"triage":3784},[3775,3779],{"type":125,"title":3776,"author":3777,"url":3778,"context":128},"The 4 Lines Every CLAUDE.md Needs","Yanli Liu","https:\u002F\u002Fmedium.com\u002Fgitconnected\u002Fthe-4-lines-every-claude-md-needs-2717a46866f6",{"type":125,"title":3780,"publisher":3781,"url":3782,"context":3783},"Stitch DESIGN.md","Google","https:\u002F\u002Fblog.google\u002Finnovation-and-ai\u002Fmodels-and-research\u002Fgoogle-labs\u002Fstitch-design-md\u002F","cited",{"relevance":3785,"novelty":130,"quality":130,"actionability":130,"composite":3786,"reasoning":3787},5,4.35,"Category: Design & Frontend. The article addresses a specific pain point for the Design Technologist persona by discussing how AI agents can create inconsistent UIs and presents a practical solution through Google's DESIGN.md. It provides actionable insights on structuring design systems to improve UI coherence, which is directly applicable to the audience's work.","\u002Fsummaries\u002F332611f734fd43e5-9-sections-to-fix-ai-ui-inconsistency-with-design-summary","2026-05-07 07:05:10","2026-05-07 11:23:29",{"title":3740,"description":104},{"loc":3788},"332611f734fd43e5","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-9-sections-every-design-md-needs-3a372dd7e7b1?source=rss----5517fd7b58a6---4","summaries\u002F332611f734fd43e5-9-sections-to-fix-ai-ui-inconsistency-with-design--summary",[3798,148,147,146],"design-systems","AI agents build functional code but incoherent UIs; Google's DESIGN.md spec uses 9 markdown sections to enforce design system consistency across pages.",[],"Srv9y1xo3x3FNTMk8M_IytQvt4-OXKZd2Cr6QEOvx9g",{"id":3803,"title":3804,"ai":3805,"body":3810,"categories":3846,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":3847,"navigation":134,"path":3866,"published_at":3867,"question":113,"scraped_at":3867,"seo":3868,"sitemap":3869,"source_id":3870,"source_name":3871,"source_type":142,"source_url":3872,"stem":3873,"tags":3874,"thumbnail_url":113,"tldr":3875,"tweet":113,"unknown_tags":3876,"__hash__":3877},"summaries\u002Fsummaries\u002F4770d6933899c180-4-ux-lessons-from-qwen-s-ai-agent-study-summary.md","4 UX Lessons from Qwen's AI Agent Study",{"provider":7,"model":8,"input_tokens":3806,"output_tokens":3807,"processing_time_ms":3808,"cost_usd":3809},7466,1919,24612,0.0024302,{"type":14,"value":3811,"toc":3840},[3812,3816,3819,3823,3826,3830,3833,3837],[17,3813,3815],{"id":3814},"redundant-entry-points-fix-low-discoverability","Redundant Entry Points Fix Low Discoverability",[22,3817,3818],{},"In a study of 6 Chinese users (ages 18–45), 5 of 6 defaulted to traditional delivery apps like Meituan for milk tea orders, expecting GUI flows over chat prompts—even frequent genAI users saw chatbots as Q&A tools, not transactional. Qwen countered this with dual activation: chat requests or a prominent 'Qwen's Treat' button opening categorized task menus that prefill prompts. This redundancy helped novices, but broad categories like 'Milk Tea & Catering' auto-prompted wrong items (e.g., noodles instead of milk tea), causing confusion. Fix: For narrow scopes like movie tickets, prefilling works; for broad ones, prompt clarifying questions first (e.g., 'What drink?') with options to avoid mismatches and extra steps.",[17,3820,3822],{"id":3821},"mirror-familiar-patterns-to-cut-learning-friction","Mirror Familiar Patterns to Cut Learning Friction",[22,3824,3825],{},"Users regained confidence when Qwen transitioned chat to delivery-app-like interfaces: category navigation, item lists, product pages matching Meituan's layout. One user said, 'This looks familiar,' easing mechanics focus. But carousels for shop recommendations hid total options (e.g., showing one at a time without counts), leading users to assume limited choices and switch apps. Use grids, lists, or counts (e.g., '12 shops nearby') for larger sets; proven patterns like carousels suit small subsets only, preventing perceived scarcity.",[17,3827,3829],{"id":3828},"transparent-data-access-prevents-privacy-alarms","Transparent Data Access Prevents Privacy Alarms",[22,3831,3832],{},"Users distrusted aggressive promotions (e.g., free milk tea) and freaked when Qwen auto-surfaced full Taobao-saved addresses post-authorization—before item selection—due to buried gray-text explanations. Perceptions of broad data leaks (e.g., shopping history) drove 2 participants to abandon for traditional apps. Mitigate with: (1) active acknowledgment on auth screens stating exact data accessed; (2) contextual explanations before display (e.g., 'Using ZIP for nearby shops'); (3) minimal data reveal (ZIP during browse, full address at checkout only). This matches minimal-needed principle, rebuilding trust.",[17,3834,3836],{"id":3835},"full-transparency-preserves-autonomy-and-decisions","Full Transparency Preserves Autonomy and Decisions",[22,3838,3839],{},"Qwen let users edit mid-flow, review orders, and pay via AliPay authentication, retaining control. But hidden fees jumped milk tea from ¥1.6 to ¥10.2 (adding delivery\u002Fpackaging, unmet ¥16 minimum), misleading users to compare elsewhere. Flight options lacked baggage info, forcing app switches despite narrowed choices. Always surface decision-critical details (fees, thresholds, allowances) upfront—efficiency without info erodes trust; informed control fosters repeat use.",{"title":104,"searchDepth":105,"depth":105,"links":3841},[3842,3843,3844,3845],{"id":3814,"depth":105,"text":3815},{"id":3821,"depth":105,"text":3822},{"id":3828,"depth":105,"text":3829},{"id":3835,"depth":105,"text":3836},[112,202],{"content_references":3848,"triage":3864},[3849,3852,3854,3856,3858,3861],{"type":119,"title":3850,"author":3851,"context":128},"Qwen","Alibaba",{"type":119,"title":3853,"context":128},"Taobao",{"type":119,"title":3855,"context":128},"AliPay",{"type":119,"title":3857,"context":128},"Meituan",{"type":125,"title":3859,"url":3860,"context":3783},"Impressions of ChatGPT Agent","https:\u002F\u002Fwww.nngroup.com\u002Farticles\u002Fimpressions-chatgpt-agent\u002F",{"type":125,"title":3862,"url":3863,"context":128},"A Concrete Definition of an AI Agent","https:\u002F\u002Fwww.nngroup.com\u002Farticles\u002Fdefinition-ai-agent\u002F",{"relevance":3785,"novelty":130,"quality":130,"actionability":130,"composite":3786,"reasoning":3865},"Category: Design & Frontend. The article provides practical UX lessons specifically for designing AI agents, addressing pain points like user trust and discoverability, which are crucial for product builders. It offers actionable insights such as using familiar UI patterns and transparent data access, making it highly relevant for the target audience.","\u002Fsummaries\u002F4770d6933899c180-4-ux-lessons-from-qwen-s-ai-agent-study-summary","2026-05-09 15:37:33",{"title":3804,"description":104},{"loc":3866},"4770d6933899c180","Nielsen Norman Group","https:\u002F\u002Fwww.nngroup.com\u002Farticles\u002Fdesigning-ai-agents\u002F?utm_source=rss&utm_medium=feed&utm_campaign=rss-syndication","summaries\u002F4770d6933899c180-4-ux-lessons-from-qwen-s-ai-agent-study-summary",[146,148],"Support agent discoverability with redundant entry points, mirror familiar UIs, handle data access transparently, and ensure pricing transparency to build trust and reduce abandonment.",[],"Ih6un6KFLu8Wttknn3NQ3iBP1eLzS0et9moTXQU12BI",{"id":3879,"title":3880,"ai":3881,"body":3886,"categories":3914,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":3915,"navigation":134,"path":3920,"published_at":113,"question":113,"scraped_at":3921,"seo":3922,"sitemap":3923,"source_id":3924,"source_name":3925,"source_type":142,"source_url":3926,"stem":3927,"tags":3928,"thumbnail_url":113,"tldr":3929,"tweet":113,"unknown_tags":3930,"__hash__":3931},"summaries\u002Fsummaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary.md","Score APIs for AI Agent Readiness in 6 Dimensions",{"provider":7,"model":8,"input_tokens":3882,"output_tokens":3883,"processing_time_ms":3884,"cost_usd":3885},3895,1531,15400,0.00103765,{"type":14,"value":3887,"toc":3909},[3888,3892,3895,3899,3902,3906],[17,3889,3891],{"id":3890},"key-pillars-for-agent-ready-openapi-specs","Key Pillars for Agent-Ready OpenAPI Specs",[22,3893,3894],{},"AI systems and agents demand APIs that are not just functional but semantically rich, secure, and discoverable. Jentic's scorecard grades your OpenAPI file across six dimensions, exposing risks like poor context for LLMs or orchestration hazards that cause agent failures. Foundational Compliance checks structural validity, standards adherence (e.g., OpenAPI 3.x), and parseability by tools—failing here blocks everything else. Developer Experience & Jentic Compatibility evaluates documentation clarity, example coverage, and tooling integration, ensuring humans and machines can use it without friction. These basics prevent 80% of integration headaches by making APIs parseable and intuitive from upload.",[17,3896,3898],{"id":3897},"ai-and-agent-specific-ergonomics","AI and Agent-Specific Ergonomics",[22,3900,3901],{},"For LLMs and agents, raw endpoints aren't enough—APIs must convey intent, constraints, and behaviors explicitly. AI-Readiness & Agent Experience scores how well descriptions provide context for models to infer usage, reducing hallucinations in function calling. Agent Usability measures orchestration safety (e.g., avoiding infinite loops or unsafe chaining) and ergonomics like parameter validation. AI Discoverability assesses metadata for easy indexing by AI crawlers, such as semantic tags or server details. Strong scores here enable reliable agent workflows: agents plan multi-step calls confidently without exposing users to risks like data leaks.",[17,3903,3905],{"id":3904},"security-and-improvement-roadmap","Security and Improvement Roadmap",[22,3907,3908],{},"Security & Governance flags trust gaps, like missing auth scopes, rate limits, or PII exposures—critical since agents amplify risks by automating calls at scale. The tool outputs a holistic grade, prioritized fixes, and expert support via demo booking. Trade-off: it's Jentic-focused for some compatibility checks, but the dimensions apply universally to any agentic AI pipeline. Builders shipping AI products get instant feedback to iterate from 'human-only' APIs to production-grade agent foundations, avoiding costly rewrites post-deployment.",{"title":104,"searchDepth":105,"depth":105,"links":3910},[3911,3912,3913],{"id":3890,"depth":105,"text":3891},{"id":3897,"depth":105,"text":3898},{"id":3904,"depth":105,"text":3905},[112],{"content_references":3916,"triage":3917},[],{"relevance":3785,"novelty":130,"quality":130,"actionability":3785,"composite":3918,"reasoning":3919},4.55,"Category: AI & LLMs. The article provides a detailed framework for evaluating APIs specifically for AI agents, addressing a core pain point for builders who need to ensure their APIs are ready for AI integration. It offers actionable insights on how to improve API specifications to enhance usability and security, making it immediately applicable for developers and founders.","\u002Fsummaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary","2026-04-15 15:28:14",{"title":3880,"description":104},{"loc":3920},"b514fad20454b526","__oneoff__","http:\u002F\u002Fjentic.com\u002Fscorecard","summaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary",[147,146],"Jentic's free scorecard analyzes OpenAPI specs (JSON\u002FYAML, ≤70MB) across foundational compliance, developer experience, AI-readiness, agent usability, security\u002Fgovernance, and discoverability to reveal gaps and roadmaps for agent-safe APIs.",[],"tYJ_lxcVlMskl_6XhauRknQ7wNkf4j82dtNpLZ7-QuA",{"id":3933,"title":3934,"ai":3935,"body":3940,"categories":4025,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":4026,"navigation":134,"path":4035,"published_at":4036,"question":113,"scraped_at":4037,"seo":4038,"sitemap":4039,"source_id":4040,"source_name":4041,"source_type":142,"source_url":4042,"stem":4043,"tags":4044,"thumbnail_url":113,"tldr":4045,"tweet":113,"unknown_tags":4046,"__hash__":4047},"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":3936,"output_tokens":3937,"processing_time_ms":3938,"cost_usd":3939},3923,1684,13150,0.00111975,{"type":14,"value":3941,"toc":4020},[3942,3946,3953,3957,3960,4006,4009,4013,4016],[17,3943,3945],{"id":3944},"replace-vad-and-buttons-with-precise-wake-words","Replace VAD and Buttons with Precise Wake Words",[22,3947,3948,3949,3952],{},"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 ",[29,3950,3951],{},"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.",[17,3954,3956],{"id":3955},"wire-wake-words-into-agents-in-an-afternoon","Wire Wake Words into Agents in an Afternoon",[22,3958,3959],{},"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:",[3961,3962,3966],"pre",{"className":3963,"code":3964,"language":3965,"meta":104,"style":104},"language-yaml shiki shiki-themes github-light github-dark","model: porcupine\nwakeword: \"your-agent\"\nthreshold: 0.5\n","yaml",[29,3967,3968,3985,3995],{"__ignoreMap":104},[3969,3970,3973,3977,3981],"span",{"class":3971,"line":3972},"line",1,[3969,3974,3976],{"class":3975},"s9eBZ","model",[3969,3978,3980],{"class":3979},"sVt8B",": ",[3969,3982,3984],{"class":3983},"sZZnC","porcupine\n",[3969,3986,3987,3990,3992],{"class":3971,"line":105},[3969,3988,3989],{"class":3975},"wakeword",[3969,3991,3980],{"class":3979},[3969,3993,3994],{"class":3983},"\"your-agent\"\n",[3969,3996,3997,4000,4002],{"class":3971,"line":131},[3969,3998,3999],{"class":3975},"threshold",[3969,4001,3980],{"class":3979},[3969,4003,4005],{"class":4004},"sj4cs","0.5\n",[22,4007,4008],{},"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.",[17,4010,4012],{"id":4011},"user-impact-40-happier-production-ready","User Impact: 40% Happier, Production-Ready",[22,4014,4015],{},"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.",[4017,4018,4019],"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":104,"searchDepth":105,"depth":105,"links":4021},[4022,4023,4024],{"id":3944,"depth":105,"text":3945},{"id":3955,"depth":105,"text":3956},{"id":4011,"depth":105,"text":4012},[],{"content_references":4027,"triage":4033},[4028,4029,4031],{"type":119,"title":3951,"context":121},{"type":119,"title":4030,"context":128},"Silero VAD",{"type":119,"title":4032,"context":128},"WebRTC VAD",{"relevance":3785,"novelty":130,"quality":130,"actionability":3785,"composite":3918,"reasoning":4034},"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":3934,"description":104},{"loc":4035},"350b7001f3e8ead7","Towards AI","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",[146,147],"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"]