[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ec3f7ede3c9c627a-ai-catch-up-from-zero-to-effective-user-summary":3,"summaries-facets-categories":307,"summary-related-ec3f7ede3c9c627a-ai-catch-up-from-zero-to-effective-user-summary":3877},{"id":4,"title":5,"ai":6,"body":13,"categories":283,"created_at":284,"date_modified":284,"description":285,"extension":286,"faq":284,"featured":287,"kicker_label":284,"meta":288,"navigation":289,"path":290,"published_at":291,"question":284,"scraped_at":292,"seo":293,"sitemap":294,"source_id":295,"source_name":296,"source_type":297,"source_url":298,"stem":299,"tags":300,"thumbnail_url":284,"tldr":304,"tweet":284,"unknown_tags":305,"__hash__":306},"summaries\u002Fsummaries\u002Fec3f7ede3c9c627a-ai-catch-up-from-zero-to-effective-user-summary.md","AI Catch-Up: From Zero to Effective User",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8023,2351,18487,0.002274,{"type":14,"value":15,"toc":273},"minimark",[16,21,38,41,44,47,51,54,82,85,88,92,95,132,135,138,141,145,148,186,189,192,195,199,202,234,237,240,243,247],[17,18,20],"h2",{"id":19},"core-ai-mechanics-inputs-outputs-and-model-selection","Core AI Mechanics: Inputs, Outputs, and Model Selection",[22,23,24,25,29,30,33,34,37],"p",{},"AI delivers practical value as software that processes inputs to generate outputs like research summaries, documents, spreadsheets, images, or videos. Use it as an ",[26,27,28],"strong",{},"assistant"," for precise instructions (e.g., drafting emails) or an ",[26,31,32],{},"agent"," for goal-oriented tasks where it plans steps autonomously. Central to this are ",[26,35,36],{},"large language models (LLMs)",", trained on vast human-generated data plus feedback, each with unique strengths—e.g., one excels at Excel tasks, another at writing.",[22,39,40],{},"Power users average 3.5 models, matching tools to jobs, as free defaults lag state-of-the-art due to high serving costs. In AIDB's February survey, 97% of listeners used AI daily, 60%+ on agentic\u002Fautomation cases. Mistake: Sticking to one suboptimal model. Fix: Experiment across models like Claude (Anthropic) or ChatGPT (OpenAI).",[22,42,43],{},"\"Models are trained on a combination of external data... with a big dose of human feedback... different models have different strengths and weaknesses.\"",[22,45,46],{},"This speaker highlights how UX hides top models, but selecting right ones unlocks 10x gains for beginners.",[17,48,50],{"id":49},"busting-barriers-myths-blocking-adoption","Busting Barriers: Myths Blocking Adoption",[22,52,53],{},"Three misconceptions deter starters, all outdated:",[55,56,57,64,70,76],"ol",{},[58,59,60,63],"li",{},[26,61,62],{},"\"AI isn't good\"",": Often from stale trials (e.g., a year-old model) or six-fingered image critiques. Reality: Handles most knowledge work well; capabilities double every 4 months.",[58,65,66,69],{},[26,67,68],{},"\"All AI output is slop\"",": Critics overindex on low-effort content. NYT blind test: AI beat human writing >50% in passage preference. Advanced orgs now filter AI volume, but quality rivals humans when guided.",[58,71,72,75],{},[26,73,74],{},"Hallucinations plague AI",": Dropped 96% (21.8% in 2021 to 0.7% by 2025), pre-current models. Domain-specific (e.g., legal) needs verification, but daily use is reliable.",[58,77,78,81],{},[26,79,80],{},"Prompting expertise required",": Legacy of 2024 courses. Natural English suffices; models auto-refine prompts backend. Example: Speaker's Ideogram input \"huge text light on dark teal quote why AI won't take your job end quote... 1950s retrofuturism\" auto-expanded to detailed spec yielding pro thumbnail.",[22,83,84],{},"\"Between 2021 and 2025 state-of-the-art models went from 21.8% hallucination to just about 0.7% hallucination—a 96% reduction.\"",[22,86,87],{},"These stats, from speaker's analysis, show AI's readiness for real tasks, not hype.",[17,89,91],{"id":90},"mindset-overhaul-iterate-partner-contextualize","Mindset Overhaul: Iterate, Partner, Contextualize",[22,93,94],{},"Success demands rethinking AI beyond tools:",[96,97,98,104,114,120,126],"ul",{},[58,99,100,103],{},[26,101,102],{},"Iterative cycles",": Treat like feedback loops with employees—refine outputs rapidly vs. perfect-first prompts. Short cycles leverage natural language.",[58,105,106,109,110,113],{},[26,107,108],{},"Partner, not tool",": Share goals for ongoing collaboration. Use AI as ",[26,111,112],{},"coach",": \"The best way to get value out of AI is to get AI's help on getting value out of AI.\"",[58,115,116,119],{},[26,117,118],{},"Maximize context",": Feed background (brand guidelines, past campaigns) for tailored results. Battle: Always expand AI's info surround.",[58,121,122,125],{},[26,123,124],{},"Adapt continuously",": Capabilities evolve (doubling every 4 months), invalidating old patterns. Stay flexible.",[58,127,128,131],{},[26,129,130],{},"Operating layer",": Infuse all workflows, not siloed tech.",[22,133,134],{},"Speaker's show grew 50% in 4 weeks (Feb-Mar 2026), attributing to mainstream AI discourse awakening normies—mindsets bridge that gap.",[22,136,137],{},"\"AI is fundamentally an iterative tool... think about the way that you would interact with an employee.\"",[22,139,140],{},"This analogy grounds abstract shifts in familiar dynamics.",[17,142,144],{"id":143},"tool-ecosystem-chatbots-to-converging-agents","Tool Ecosystem: Chatbots to Converging Agents",[22,146,147],{},"Landscape blurs lines—pick 2-3 for broad coverage:",[96,149,150,156,162,168,174,180],{},[58,151,152,155],{},[26,153,154],{},"Chatbots"," (core entry): Claude, ChatGPT, Gemini, Grok. Now export docs\u002Fcode\u002Fsites; toggle \"deep research.\"",[58,157,158,161],{},[26,159,160],{},"Embedded AI",": Notion (writing), Zoom (transcripts), Salesforce Agentforce—experiments in incumbents.",[58,163,164,167],{},[26,165,166],{},"Specialized generators",": Runway (video), Midjourney (images), Gamma (slides), 11 Labs (voice), Suno (music). Debate: Sustain vs. generalists' data scale?",[58,169,170,173],{},[26,171,172],{},"Automations",": No-code workflows for repetitive enterprise steps.",[58,175,176,179],{},[26,177,178],{},"Vibe coding",": Lovable, Replit, Base44—describe app (e.g., custom fitness tracker), get deployable code.",[58,181,182,185],{},[26,183,184],{},"Agents",": Goal-driven autonomy. Generalists (Manis, GenSpark); verticals (legal, healthcare). Vs. automations' fixed steps.",[22,187,188],{},"Convergence: Claude Code, OpenAI Codex, Perplexity merge features; vibe tools add design\u002Fslides. Liberating: No need mastery all.",[22,190,191],{},"\"We're in this weird moment... every AI product is basically turning into every other AI product.\"",[22,193,194],{},"Speaker notes this reduces overwhelm for beginners.",[17,196,198],{"id":197},"real-work-ramp-up-five-calibrating-use-cases","Real-Work Ramp-Up: Five Calibrating Use Cases",[22,200,201],{},"Skip demos—apply to your tasks for true value. Calibrate trust via known topics first.",[55,203,204,210,216,222,228],{},[58,205,206,209],{},[26,207,208],{},"Research",": Toggle Claude's research mode or ChatGPT\u002FGemini \"deep research\" on competitors\u002Fpolicies\u002Fcases.",[58,211,212,215],{},[26,213,214],{},"Analysis",": Upload docs\u002Fdata (analytics, finance)—extract insights.",[58,217,218,221],{},[26,219,220],{},"Strategy",": Share context\u002Fdecision; refine thinking as partner. Speaker: \"This constitutes by far the majority of what I have done with AI.\"",[58,223,224,227],{},[26,225,226],{},"Writing",": Test technical\u002Fpersonal\u002Fsocial variants.",[58,229,230,233],{},[26,231,232],{},"Images",": Prompt casually, iterate.",[22,235,236],{},"Resources: AIDB's 10-project New Year's program, Claw Camp (OpenClaw agents). For advanced: Speaker's context-builder agent.",[22,238,239],{},"\"Use AI as a coach... help it help you.\"",[22,241,242],{},"This Jerry Maguire nod emphasizes meta-use for acceleration.",[17,244,246],{"id":245},"key-takeaways","Key Takeaways",[96,248,249,252,255,258,261,264,267,270],{},[58,250,251],{},"Match models to tasks (avg power user: 3.5); avoid free defaults.",[58,253,254],{},"Iterate like employee feedback: Quick refine cycles beat perfect prompts.",[58,256,257],{},"Bust myths—hallucinations down 96%, AI writing beats humans >50% blind.",[58,259,260],{},"Provide rich context (docs, goals) for 10x outputs.",[58,262,263],{},"Start real: Research\u002Fanalysis\u002Fstrategy\u002Fwriting\u002Fimages on your work.",[58,265,266],{},"Embrace convergence—2 tools cover chatbots\u002Fagents\u002Fspecialized.",[58,268,269],{},"Treat as partner\u002Fcoach in all workflows; adapt quarterly as capabilities double.",[58,271,272],{},"Verify domain-specific; natural English works, models auto-optimize prompts.",{"title":274,"searchDepth":275,"depth":275,"links":276},"",2,[277,278,279,280,281,282],{"id":19,"depth":275,"text":20},{"id":49,"depth":275,"text":50},{"id":90,"depth":275,"text":91},{"id":143,"depth":275,"text":144},{"id":197,"depth":275,"text":198},{"id":245,"depth":275,"text":246},[],null,"NLW presents the current AI landscape where capabilities are accelerating, daily adoption among advanced knowledge workers is widespread, and hallucination rates have dropped dramatically. Debunks common myths by showing AI output varies in quality and excels at augmenting research, writing, images, and automation when treated as an iterative coach rather than a replacement for judgment. Offers practical guidance: prioritize context, run rapid iterate-and-verify cycles, experiment with agents and automations, and avoid outsourcing critical decision-making to confidently wrong outputs.\n\nThe AI Daily Brief helps you understand the most important news and discussions in AI. \nSubscribe to the podcast version of The AI Daily Brief wherever you listen: https:\u002F\u002Fpod.link\u002F1680633614\nGet it ad free at http:\u002F\u002Fpatreon.com\u002Faidailybrief\nLearn more about the show https:\u002F\u002Faidailybrief.ai\u002F","md",false,{},true,"\u002Fsummaries\u002Fec3f7ede3c9c627a-ai-catch-up-from-zero-to-effective-user-summary","2026-04-01 21:56:01","2026-04-03 21:12:05",{"title":5,"description":285},{"loc":290},"ec3f7ede3c9c627a","The AI Daily Brief","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Jov9Mn2Q2s8","summaries\u002Fec3f7ede3c9c627a-ai-catch-up-from-zero-to-effective-user-summary",[301,302,303],"llm","agents","ai-tools","Beginners can master AI basics—models, agents, myths busted, mindset shifts, tool landscape, and real-work starters—without expert prompting, using iterative natural language.",[],"OIWTUJj3GOaEWr2oTKdsI1rwcXj8Mb_oGp5JgAgVszk",[308,311,314,317,320,323,325,327,329,331,333,335,338,340,342,344,346,348,350,352,354,356,359,362,364,366,369,371,373,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875],{"categories":309},[310],"Developer Productivity",{"categories":312},[313],"Business & SaaS",{"categories":315},[316],"AI & LLMs",{"categories":318},[319],"AI Automation",{"categories":321},[322],"Product Strategy",{"categories":324},[316],{"categories":326},[310],{"categories":328},[313],{"categories":330},[],{"categories":332},[316],{"categories":334},[],{"categories":336},[337],"AI News & Trends",{"categories":339},[319],{"categories":341},[337],{"categories":343},[319],{"categories":345},[319],{"categories":347},[316],{"categories":349},[316],{"categories":351},[337],{"categories":353},[316],{"categories":355},[],{"categories":357},[358],"Design & Frontend",{"categories":360},[361],"Data Science & Visualization",{"categories":363},[337],{"categories":365},[],{"categories":367},[368],"Software Engineering",{"categories":370},[316],{"categories":372},[319],{"categories":374},[375],"Marketing & Growth",{"categories":377},[316],{"categories":379},[319],{"categories":381},[],{"categories":383},[],{"categories":385},[358],{"categories":387},[319],{"categories":389},[310],{"categories":391},[358],{"categories":393},[316],{"categories":395},[319],{"categories":397},[337],{"categories":399},[],{"categories":401},[],{"categories":403},[319],{"categories":405},[368],{"categories":407},[],{"categories":409},[313],{"categories":411},[],{"categories":413},[],{"categories":415},[319],{"categories":417},[319],{"categories":419},[316],{"categories":421},[],{"categories":423},[368],{"categories":425},[],{"categories":427},[],{"categories":429},[],{"categories":431},[316],{"categories":433},[375],{"categories":435},[358],{"categories":437},[358],{"categories":439},[316],{"categories":441},[319],{"categories":443},[316],{"categories":445},[316],{"categories":447},[319],{"categories":449},[319],{"categories":451},[361],{"categories":453},[337],{"categories":455},[319],{"categories":457},[375],{"categories":459},[319],{"categories":461},[322],{"categories":463},[],{"categories":465},[319],{"categories":467},[],{"categories":469},[319],{"categories":471},[368],{"categories":473},[358],{"categories":475},[316],{"categories":477},[],{"categories":479},[],{"categories":481},[319],{"categories":483},[],{"categories":485},[316],{"categories":487},[],{"categories":489},[310],{"categories":491},[368],{"categories":493},[313],{"categories":495},[337],{"categories":497},[316],{"categories":499},[],{"categories":501},[316],{"categories":503},[],{"categories":505},[368],{"categories":507},[361],{"categories":509},[],{"categories":511},[316],{"categories":513},[358],{"categories":515},[],{"categories":517},[358],{"categories":519},[319],{"categories":521},[],{"categories":523},[319],{"categories":525},[337],{"categories":527},[316],{"categories":529},[],{"categories":531},[319],{"categories":533},[316],{"categories":535},[322],{"categories":537},[],{"categories":539},[316],{"categories":541},[319],{"categories":543},[319],{"categories":545},[],{"categories":547},[361],{"categories":549},[316],{"categories":551},[],{"categories":553},[310],{"categories":555},[313],{"categories":557},[316],{"categories":559},[319],{"categories":561},[368],{"categories":563},[316],{"categories":565},[],{"categories":567},[],{"categories":569},[316],{"categories":571},[],{"categories":573},[358],{"categories":575},[],{"categories":577},[316],{"categories":579},[],{"categories":581},[319],{"categories":583},[316],{"categories":585},[358],{"categories":587},[],{"categories":589},[316],{"categories":591},[316],{"categories":593},[313],{"categories":595},[319],{"categories":597},[316],{"categories":599},[358],{"categories":601},[319],{"categories":603},[],{"categories":605},[],{"categories":607},[337],{"categories":609},[],{"categories":611},[316],{"categories":613},[313,375],{"categories":615},[],{"categories":617},[316],{"categories":619},[],{"categories":621},[],{"categories":623},[316],{"categories":625},[],{"categories":627},[316],{"categories":629},[630],"DevOps & Cloud",{"categories":632},[],{"categories":634},[337],{"categories":636},[358],{"categories":638},[],{"categories":640},[337],{"categories":642},[337],{"categories":644},[316],{"categories":646},[375],{"categories":648},[],{"categories":650},[313],{"categories":652},[],{"categories":654},[316,630],{"categories":656},[316],{"categories":658},[316],{"categories":660},[319],{"categories":662},[316,368],{"categories":664},[361],{"categories":666},[316],{"categories":668},[375],{"categories":670},[319],{"categories":672},[319],{"categories":674},[],{"categories":676},[319],{"categories":678},[316,313],{"categories":680},[],{"categories":682},[358],{"categories":684},[358],{"categories":686},[],{"categories":688},[],{"categories":690},[337],{"categories":692},[],{"categories":694},[310],{"categories":696},[368],{"categories":698},[316],{"categories":700},[358],{"categories":702},[319],{"categories":704},[368],{"categories":706},[337],{"categories":708},[358],{"categories":710},[],{"categories":712},[316],{"categories":714},[316],{"categories":716},[316],{"categories":718},[337],{"categories":720},[310],{"categories":722},[316],{"categories":724},[319],{"categories":726},[630],{"categories":728},[358],{"categories":730},[319],{"categories":732},[],{"categories":734},[],{"categories":736},[358],{"categories":738},[337],{"categories":740},[361],{"categories":742},[],{"categories":744},[316],{"categories":746},[316],{"categories":748},[313],{"categories":750},[316],{"categories":752},[316],{"categories":754},[337],{"categories":756},[],{"categories":758},[319],{"categories":760},[368],{"categories":762},[],{"categories":764},[316],{"categories":766},[316],{"categories":768},[319],{"categories":770},[],{"categories":772},[],{"categories":774},[316],{"categories":776},[],{"categories":778},[313],{"categories":780},[319],{"categories":782},[],{"categories":784},[310],{"categories":786},[316],{"categories":788},[313],{"categories":790},[337],{"categories":792},[],{"categories":794},[],{"categories":796},[],{"categories":798},[337],{"categories":800},[337],{"categories":802},[],{"categories":804},[],{"categories":806},[313],{"categories":808},[],{"categories":810},[],{"categories":812},[310],{"categories":814},[],{"categories":816},[375],{"categories":818},[319],{"categories":820},[313],{"categories":822},[319],{"categories":824},[],{"categories":826},[322],{"categories":828},[358],{"categories":830},[368],{"categories":832},[316],{"categories":834},[319],{"categories":836},[313],{"categories":838},[316],{"categories":840},[],{"categories":842},[],{"categories":844},[368],{"categories":846},[361],{"categories":848},[322],{"categories":850},[319],{"categories":852},[316],{"categories":854},[],{"categories":856},[630],{"categories":858},[],{"categories":860},[319],{"categories":862},[],{"categories":864},[],{"categories":866},[316],{"categories":868},[358],{"categories":870},[375],{"categories":872},[319],{"categories":874},[],{"categories":876},[310],{"categories":878},[],{"categories":880},[337],{"categories":882},[316,630],{"categories":884},[337],{"categories":886},[316],{"categories":888},[313],{"categories":890},[316],{"categories":892},[],{"categories":894},[313],{"categories":896},[],{"categories":898},[368],{"categories":900},[358],{"categories":902},[337],{"categories":904},[361],{"categories":906},[310],{"categories":908},[316],{"categories":910},[368],{"categories":912},[],{"categories":914},[],{"categories":916},[322],{"categories":918},[],{"categories":920},[316],{"categories":922},[],{"categories":924},[358],{"categories":926},[358],{"categories":928},[358],{"categories":930},[],{"categories":932},[],{"categories":934},[337],{"categories":936},[319],{"categories":938},[316],{"categories":940},[316],{"categories":942},[316],{"categories":944},[313],{"categories":946},[316],{"categories":948},[],{"categories":950},[368],{"categories":952},[368],{"categories":954},[313],{"categories":956},[],{"categories":958},[316],{"categories":960},[316],{"categories":962},[313],{"categories":964},[337],{"categories":966},[375],{"categories":968},[319],{"categories":970},[],{"categories":972},[358],{"categories":974},[],{"categories":976},[316],{"categories":978},[],{"categories":980},[313],{"categories":982},[319],{"categories":984},[],{"categories":986},[630],{"categories":988},[361],{"categories":990},[368],{"categories":992},[375],{"categories":994},[368],{"categories":996},[319],{"categories":998},[],{"categories":1000},[],{"categories":1002},[319],{"categories":1004},[310],{"categories":1006},[319],{"categories":1008},[322],{"categories":1010},[313],{"categories":1012},[],{"categories":1014},[316],{"categories":1016},[322],{"categories":1018},[316],{"categories":1020},[316],{"categories":1022},[375],{"categories":1024},[358],{"categories":1026},[319],{"categories":1028},[],{"categories":1030},[],{"categories":1032},[630],{"categories":1034},[368],{"categories":1036},[],{"categories":1038},[319],{"categories":1040},[316],{"categories":1042},[358,316],{"categories":1044},[310],{"categories":1046},[],{"categories":1048},[316],{"categories":1050},[310],{"categories":1052},[358],{"categories":1054},[319],{"categories":1056},[368],{"categories":1058},[],{"categories":1060},[316],{"categories":1062},[],{"categories":1064},[310],{"categories":1066},[],{"categories":1068},[319],{"categories":1070},[322],{"categories":1072},[316],{"categories":1074},[316],{"categories":1076},[358],{"categories":1078},[319],{"categories":1080},[630],{"categories":1082},[358],{"categories":1084},[319],{"categories":1086},[316],{"categories":1088},[316],{"categories":1090},[316],{"categories":1092},[337],{"categories":1094},[],{"categories":1096},[322],{"categories":1098},[319],{"categories":1100},[358],{"categories":1102},[319],{"categories":1104},[368],{"categories":1106},[358],{"categories":1108},[319],{"categories":1110},[337],{"categories":1112},[],{"categories":1114},[316],{"categories":1116},[358],{"categories":1118},[316],{"categories":1120},[310],{"categories":1122},[337],{"categories":1124},[316],{"categories":1126},[375],{"categories":1128},[316],{"categories":1130},[316],{"categories":1132},[319],{"categories":1134},[319],{"categories":1136},[316],{"categories":1138},[319],{"categories":1140},[358],{"categories":1142},[316],{"categories":1144},[],{"categories":1146},[],{"categories":1148},[368],{"categories":1150},[],{"categories":1152},[310],{"categories":1154},[630],{"categories":1156},[],{"categories":1158},[310],{"categories":1160},[313],{"categories":1162},[375],{"categories":1164},[],{"categories":1166},[313],{"categories":1168},[],{"categories":1170},[],{"categories":1172},[],{"categories":1174},[],{"categories":1176},[],{"categories":1178},[316],{"categories":1180},[319],{"categories":1182},[630],{"categories":1184},[310],{"categories":1186},[316],{"categories":1188},[368],{"categories":1190},[322],{"categories":1192},[316],{"categories":1194},[375],{"categories":1196},[316],{"categories":1198},[316],{"categories":1200},[316],{"categories":1202},[316,310],{"categories":1204},[368],{"categories":1206},[368],{"categories":1208},[358],{"categories":1210},[316],{"categories":1212},[],{"categories":1214},[],{"categories":1216},[],{"categories":1218},[368],{"categories":1220},[361],{"categories":1222},[337],{"categories":1224},[358],{"categories":1226},[],{"categories":1228},[316],{"categories":1230},[316],{"categories":1232},[],{"categories":1234},[],{"categories":1236},[319],{"categories":1238},[316],{"categories":1240},[313],{"categories":1242},[],{"categories":1244},[310],{"categories":1246},[316],{"categories":1248},[310],{"categories":1250},[316],{"categories":1252},[368],{"categories":1254},[375],{"categories":1256},[316,358],{"categories":1258},[337],{"categories":1260},[358],{"categories":1262},[],{"categories":1264},[630],{"categories":1266},[358],{"categories":1268},[319],{"categories":1270},[],{"categories":1272},[],{"categories":1274},[],{"categories":1276},[],{"categories":1278},[368],{"categories":1280},[319],{"categories":1282},[319],{"categories":1284},[316],{"categories":1286},[316],{"categories":1288},[],{"categories":1290},[358],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[319],{"categories":1298},[],{"categories":1300},[],{"categories":1302},[375],{"categories":1304},[375],{"categories":1306},[319],{"categories":1308},[],{"categories":1310},[316],{"categories":1312},[316],{"categories":1314},[368],{"categories":1316},[358],{"categories":1318},[358],{"categories":1320},[319],{"categories":1322},[310],{"categories":1324},[316],{"categories":1326},[358],{"categories":1328},[358],{"categories":1330},[319],{"categories":1332},[319],{"categories":1334},[316],{"categories":1336},[],{"categories":1338},[],{"categories":1340},[316],{"categories":1342},[319],{"categories":1344},[337],{"categories":1346},[368],{"categories":1348},[310],{"categories":1350},[316],{"categories":1352},[],{"categories":1354},[319],{"categories":1356},[319],{"categories":1358},[],{"categories":1360},[310],{"categories":1362},[316],{"categories":1364},[310],{"categories":1366},[310],{"categories":1368},[],{"categories":1370},[],{"categories":1372},[319],{"categories":1374},[319],{"categories":1376},[316],{"categories":1378},[316],{"categories":1380},[337],{"categories":1382},[361],{"categories":1384},[322],{"categories":1386},[337],{"categories":1388},[358],{"categories":1390},[],{"categories":1392},[337],{"categories":1394},[],{"categories":1396},[],{"categories":1398},[],{"categories":1400},[],{"categories":1402},[368],{"categories":1404},[361],{"categories":1406},[],{"categories":1408},[316],{"categories":1410},[316],{"categories":1412},[361],{"categories":1414},[368],{"categories":1416},[],{"categories":1418},[],{"categories":1420},[319],{"categories":1422},[337],{"categories":1424},[337],{"categories":1426},[319],{"categories":1428},[310],{"categories":1430},[316,630],{"categories":1432},[],{"categories":1434},[358],{"categories":1436},[310],{"categories":1438},[319],{"categories":1440},[358],{"categories":1442},[],{"categories":1444},[319],{"categories":1446},[319],{"categories":1448},[316],{"categories":1450},[375],{"categories":1452},[368],{"categories":1454},[358],{"categories":1456},[],{"categories":1458},[319],{"categories":1460},[316],{"categories":1462},[319],{"categories":1464},[319],{"categories":1466},[319],{"categories":1468},[375],{"categories":1470},[319],{"categories":1472},[316],{"categories":1474},[],{"categories":1476},[375],{"categories":1478},[337],{"categories":1480},[319],{"categories":1482},[],{"categories":1484},[],{"categories":1486},[316],{"categories":1488},[319],{"categories":1490},[337],{"categories":1492},[319],{"categories":1494},[],{"categories":1496},[],{"categories":1498},[],{"categories":1500},[319],{"categories":1502},[],{"categories":1504},[],{"categories":1506},[361],{"categories":1508},[316],{"categories":1510},[361],{"categories":1512},[337],{"categories":1514},[316],{"categories":1516},[316],{"categories":1518},[319],{"categories":1520},[316],{"categories":1522},[],{"categories":1524},[],{"categories":1526},[630],{"categories":1528},[],{"categories":1530},[],{"categories":1532},[310],{"categories":1534},[],{"categories":1536},[],{"categories":1538},[],{"categories":1540},[],{"categories":1542},[368],{"categories":1544},[337],{"categories":1546},[375],{"categories":1548},[313],{"categories":1550},[316],{"categories":1552},[316],{"categories":1554},[313],{"categories":1556},[],{"categories":1558},[358],{"categories":1560},[319],{"categories":1562},[313],{"categories":1564},[316],{"categories":1566},[316],{"categories":1568},[310],{"categories":1570},[],{"categories":1572},[310],{"categories":1574},[316],{"categories":1576},[375],{"categories":1578},[319],{"categories":1580},[337],{"categories":1582},[313],{"categories":1584},[316],{"categories":1586},[319],{"categories":1588},[],{"categories":1590},[316],{"categories":1592},[310],{"categories":1594},[316],{"categories":1596},[],{"categories":1598},[337],{"categories":1600},[316],{"categories":1602},[],{"categories":1604},[313],{"categories":1606},[316],{"categories":1608},[],{"categories":1610},[],{"categories":1612},[],{"categories":1614},[316],{"categories":1616},[],{"categories":1618},[630],{"categories":1620},[316],{"categories":1622},[],{"categories":1624},[316],{"categories":1626},[316],{"categories":1628},[316],{"categories":1630},[316,630],{"categories":1632},[316],{"categories":1634},[316],{"categories":1636},[358],{"categories":1638},[319],{"categories":1640},[],{"categories":1642},[319],{"categories":1644},[316],{"categories":1646},[316],{"categories":1648},[316],{"categories":1650},[310],{"categories":1652},[310],{"categories":1654},[368],{"categories":1656},[358],{"categories":1658},[319],{"categories":1660},[],{"categories":1662},[316],{"categories":1664},[337],{"categories":1666},[316],{"categories":1668},[313],{"categories":1670},[],{"categories":1672},[630],{"categories":1674},[358],{"categories":1676},[358],{"categories":1678},[319],{"categories":1680},[337],{"categories":1682},[319],{"categories":1684},[316],{"categories":1686},[],{"categories":1688},[316],{"categories":1690},[],{"categories":1692},[],{"categories":1694},[316],{"categories":1696},[316],{"categories":1698},[316],{"categories":1700},[319],{"categories":1702},[316],{"categories":1704},[],{"categories":1706},[361],{"categories":1708},[319],{"categories":1710},[],{"categories":1712},[316],{"categories":1714},[337],{"categories":1716},[],{"categories":1718},[358],{"categories":1720},[630],{"categories":1722},[337],{"categories":1724},[368],{"categories":1726},[368],{"categories":1728},[337],{"categories":1730},[337],{"categories":1732},[630],{"categories":1734},[],{"categories":1736},[337],{"categories":1738},[316],{"categories":1740},[310],{"categories":1742},[337],{"categories":1744},[],{"categories":1746},[361],{"categories":1748},[337],{"categories":1750},[368],{"categories":1752},[337],{"categories":1754},[630],{"categories":1756},[316],{"categories":1758},[316],{"categories":1760},[],{"categories":1762},[313],{"categories":1764},[],{"categories":1766},[],{"categories":1768},[316],{"categories":1770},[316],{"categories":1772},[316],{"categories":1774},[316],{"categories":1776},[],{"categories":1778},[361],{"categories":1780},[310],{"categories":1782},[],{"categories":1784},[316],{"categories":1786},[316],{"categories":1788},[630],{"categories":1790},[630],{"categories":1792},[],{"categories":1794},[319],{"categories":1796},[337],{"categories":1798},[337],{"categories":1800},[316],{"categories":1802},[319],{"categories":1804},[],{"categories":1806},[358],{"categories":1808},[316],{"categories":1810},[316],{"categories":1812},[],{"categories":1814},[],{"categories":1816},[630],{"categories":1818},[316],{"categories":1820},[368],{"categories":1822},[313],{"categories":1824},[316],{"categories":1826},[],{"categories":1828},[319],{"categories":1830},[310],{"categories":1832},[310],{"categories":1834},[],{"categories":1836},[316],{"categories":1838},[358],{"categories":1840},[319],{"categories":1842},[],{"categories":1844},[316],{"categories":1846},[316],{"categories":1848},[319],{"categories":1850},[],{"categories":1852},[319],{"categories":1854},[368],{"categories":1856},[],{"categories":1858},[316],{"categories":1860},[],{"categories":1862},[316],{"categories":1864},[],{"categories":1866},[316],{"categories":1868},[316],{"categories":1870},[],{"categories":1872},[316],{"categories":1874},[337],{"categories":1876},[316],{"categories":1878},[316],{"categories":1880},[310],{"categories":1882},[316],{"categories":1884},[337],{"categories":1886},[319],{"categories":1888},[],{"categories":1890},[316],{"categories":1892},[375],{"categories":1894},[],{"categories":1896},[],{"categories":1898},[],{"categories":1900},[310],{"categories":1902},[337],{"categories":1904},[319],{"categories":1906},[316],{"categories":1908},[358],{"categories":1910},[319],{"categories":1912},[],{"categories":1914},[319],{"categories":1916},[],{"categories":1918},[316],{"categories":1920},[319],{"categories":1922},[316],{"categories":1924},[],{"categories":1926},[316],{"categories":1928},[316],{"categories":1930},[337],{"categories":1932},[358],{"categories":1934},[319],{"categories":1936},[358],{"categories":1938},[313],{"categories":1940},[],{"categories":1942},[],{"categories":1944},[316],{"categories":1946},[310],{"categories":1948},[337],{"categories":1950},[],{"categories":1952},[],{"categories":1954},[368],{"categories":1956},[358],{"categories":1958},[],{"categories":1960},[316],{"categories":1962},[],{"categories":1964},[375],{"categories":1966},[316],{"categories":1968},[630],{"categories":1970},[368],{"categories":1972},[],{"categories":1974},[319],{"categories":1976},[316],{"categories":1978},[319],{"categories":1980},[319],{"categories":1982},[316],{"categories":1984},[],{"categories":1986},[310],{"categories":1988},[316],{"categories":1990},[313],{"categories":1992},[368],{"categories":1994},[358],{"categories":1996},[],{"categories":1998},[],{"categories":2000},[],{"categories":2002},[319],{"categories":2004},[358],{"categories":2006},[337],{"categories":2008},[316],{"categories":2010},[337],{"categories":2012},[358],{"categories":2014},[],{"categories":2016},[358],{"categories":2018},[337],{"categories":2020},[313],{"categories":2022},[316],{"categories":2024},[337],{"categories":2026},[375],{"categories":2028},[],{"categories":2030},[],{"categories":2032},[361],{"categories":2034},[316,368],{"categories":2036},[337],{"categories":2038},[316],{"categories":2040},[319],{"categories":2042},[319],{"categories":2044},[316],{"categories":2046},[],{"categories":2048},[368],{"categories":2050},[316],{"categories":2052},[361],{"categories":2054},[319],{"categories":2056},[375],{"categories":2058},[630],{"categories":2060},[],{"categories":2062},[310],{"categories":2064},[319],{"categories":2066},[319],{"categories":2068},[368],{"categories":2070},[316],{"categories":2072},[316],{"categories":2074},[],{"categories":2076},[],{"categories":2078},[],{"categories":2080},[630],{"categories":2082},[337],{"categories":2084},[316],{"categories":2086},[316],{"categories":2088},[316],{"categories":2090},[],{"categories":2092},[361],{"categories":2094},[313],{"categories":2096},[],{"categories":2098},[319],{"categories":2100},[630],{"categories":2102},[],{"categories":2104},[358],{"categories":2106},[358],{"categories":2108},[],{"categories":2110},[368],{"categories":2112},[358],{"categories":2114},[316],{"categories":2116},[],{"categories":2118},[337],{"categories":2120},[316],{"categories":2122},[358],{"categories":2124},[319],{"categories":2126},[337],{"categories":2128},[],{"categories":2130},[319],{"categories":2132},[358],{"categories":2134},[316],{"categories":2136},[],{"categories":2138},[316],{"categories":2140},[316],{"categories":2142},[630],{"categories":2144},[337],{"categories":2146},[361],{"categories":2148},[361],{"categories":2150},[],{"categories":2152},[],{"categories":2154},[],{"categories":2156},[319],{"categories":2158},[368],{"categories":2160},[368],{"categories":2162},[],{"categories":2164},[],{"categories":2166},[316],{"categories":2168},[],{"categories":2170},[319],{"categories":2172},[316],{"categories":2174},[],{"categories":2176},[316],{"categories":2178},[313],{"categories":2180},[316],{"categories":2182},[375],{"categories":2184},[319],{"categories":2186},[316],{"categories":2188},[368],{"categories":2190},[337],{"categories":2192},[319],{"categories":2194},[],{"categories":2196},[337],{"categories":2198},[319],{"categories":2200},[319],{"categories":2202},[],{"categories":2204},[313],{"categories":2206},[319],{"categories":2208},[],{"categories":2210},[316],{"categories":2212},[310],{"categories":2214},[337],{"categories":2216},[630],{"categories":2218},[319],{"categories":2220},[319],{"categories":2222},[310],{"categories":2224},[316],{"categories":2226},[],{"categories":2228},[],{"categories":2230},[358],{"categories":2232},[316,313],{"categories":2234},[],{"categories":2236},[310],{"categories":2238},[361],{"categories":2240},[316],{"categories":2242},[368],{"categories":2244},[316],{"categories":2246},[319],{"categories":2248},[316],{"categories":2250},[316],{"categories":2252},[337],{"categories":2254},[319],{"categories":2256},[],{"categories":2258},[],{"categories":2260},[319],{"categories":2262},[316],{"categories":2264},[630],{"categories":2266},[],{"categories":2268},[316],{"categories":2270},[319],{"categories":2272},[],{"categories":2274},[316],{"categories":2276},[375],{"categories":2278},[361],{"categories":2280},[319],{"categories":2282},[316],{"categories":2284},[630],{"categories":2286},[],{"categories":2288},[316],{"categories":2290},[375],{"categories":2292},[358],{"categories":2294},[316],{"categories":2296},[],{"categories":2298},[375],{"categories":2300},[337],{"categories":2302},[316],{"categories":2304},[316],{"categories":2306},[310],{"categories":2308},[],{"categories":2310},[],{"categories":2312},[358],{"categories":2314},[316],{"categories":2316},[361],{"categories":2318},[375],{"categories":2320},[375],{"categories":2322},[337],{"categories":2324},[],{"categories":2326},[],{"categories":2328},[316],{"categories":2330},[],{"categories":2332},[316,368],{"categories":2334},[337],{"categories":2336},[319],{"categories":2338},[368],{"categories":2340},[316],{"categories":2342},[310],{"categories":2344},[],{"categories":2346},[],{"categories":2348},[310],{"categories":2350},[375],{"categories":2352},[316],{"categories":2354},[],{"categories":2356},[358,316],{"categories":2358},[630],{"categories":2360},[310],{"categories":2362},[],{"categories":2364},[313],{"categories":2366},[313],{"categories":2368},[316],{"categories":2370},[368],{"categories":2372},[319],{"categories":2374},[337],{"categories":2376},[375],{"categories":2378},[358],{"categories":2380},[316],{"categories":2382},[316],{"categories":2384},[316],{"categories":2386},[310],{"categories":2388},[316],{"categories":2390},[319],{"categories":2392},[337],{"categories":2394},[],{"categories":2396},[],{"categories":2398},[361],{"categories":2400},[368],{"categories":2402},[316],{"categories":2404},[358],{"categories":2406},[361],{"categories":2408},[316],{"categories":2410},[316],{"categories":2412},[319],{"categories":2414},[319],{"categories":2416},[316,313],{"categories":2418},[],{"categories":2420},[358],{"categories":2422},[],{"categories":2424},[316],{"categories":2426},[337],{"categories":2428},[310],{"categories":2430},[310],{"categories":2432},[319],{"categories":2434},[316],{"categories":2436},[313],{"categories":2438},[368],{"categories":2440},[375],{"categories":2442},[],{"categories":2444},[337],{"categories":2446},[316],{"categories":2448},[316],{"categories":2450},[337],{"categories":2452},[368],{"categories":2454},[316],{"categories":2456},[319],{"categories":2458},[337],{"categories":2460},[316],{"categories":2462},[358],{"categories":2464},[316],{"categories":2466},[316],{"categories":2468},[630],{"categories":2470},[322],{"categories":2472},[319],{"categories":2474},[316],{"categories":2476},[337],{"categories":2478},[319],{"categories":2480},[375],{"categories":2482},[316],{"categories":2484},[],{"categories":2486},[316],{"categories":2488},[],{"categories":2490},[],{"categories":2492},[],{"categories":2494},[313],{"categories":2496},[316],{"categories":2498},[319],{"categories":2500},[337],{"categories":2502},[337],{"categories":2504},[337],{"categories":2506},[337],{"categories":2508},[],{"categories":2510},[310],{"categories":2512},[319],{"categories":2514},[337],{"categories":2516},[310],{"categories":2518},[319],{"categories":2520},[316],{"categories":2522},[316,319],{"categories":2524},[319],{"categories":2526},[630],{"categories":2528},[337],{"categories":2530},[337],{"categories":2532},[319],{"categories":2534},[316],{"categories":2536},[],{"categories":2538},[337],{"categories":2540},[375],{"categories":2542},[310],{"categories":2544},[316],{"categories":2546},[316],{"categories":2548},[],{"categories":2550},[368],{"categories":2552},[],{"categories":2554},[310],{"categories":2556},[319],{"categories":2558},[337],{"categories":2560},[316],{"categories":2562},[337],{"categories":2564},[310],{"categories":2566},[337],{"categories":2568},[337],{"categories":2570},[],{"categories":2572},[313],{"categories":2574},[319],{"categories":2576},[337],{"categories":2578},[337],{"categories":2580},[337],{"categories":2582},[337],{"categories":2584},[337],{"categories":2586},[337],{"categories":2588},[337],{"categories":2590},[337],{"categories":2592},[337],{"categories":2594},[337],{"categories":2596},[361],{"categories":2598},[310],{"categories":2600},[316],{"categories":2602},[316],{"categories":2604},[],{"categories":2606},[316,310],{"categories":2608},[],{"categories":2610},[319],{"categories":2612},[337],{"categories":2614},[319],{"categories":2616},[316],{"categories":2618},[316],{"categories":2620},[316],{"categories":2622},[316],{"categories":2624},[316],{"categories":2626},[319],{"categories":2628},[313],{"categories":2630},[358],{"categories":2632},[337],{"categories":2634},[316],{"categories":2636},[],{"categories":2638},[],{"categories":2640},[319],{"categories":2642},[358],{"categories":2644},[316],{"categories":2646},[],{"categories":2648},[],{"categories":2650},[375],{"categories":2652},[316],{"categories":2654},[],{"categories":2656},[],{"categories":2658},[310],{"categories":2660},[313],{"categories":2662},[316],{"categories":2664},[313],{"categories":2666},[358],{"categories":2668},[],{"categories":2670},[337],{"categories":2672},[],{"categories":2674},[358],{"categories":2676},[316],{"categories":2678},[375],{"categories":2680},[],{"categories":2682},[375],{"categories":2684},[],{"categories":2686},[],{"categories":2688},[319],{"categories":2690},[],{"categories":2692},[313],{"categories":2694},[310],{"categories":2696},[358],{"categories":2698},[368],{"categories":2700},[],{"categories":2702},[],{"categories":2704},[316],{"categories":2706},[310],{"categories":2708},[375],{"categories":2710},[],{"categories":2712},[319],{"categories":2714},[319],{"categories":2716},[337],{"categories":2718},[316],{"categories":2720},[319],{"categories":2722},[316],{"categories":2724},[319],{"categories":2726},[316],{"categories":2728},[322],{"categories":2730},[337],{"categories":2732},[],{"categories":2734},[375],{"categories":2736},[368],{"categories":2738},[319],{"categories":2740},[],{"categories":2742},[316],{"categories":2744},[319],{"categories":2746},[313],{"categories":2748},[310],{"categories":2750},[316],{"categories":2752},[358],{"categories":2754},[368],{"categories":2756},[368],{"categories":2758},[316],{"categories":2760},[361],{"categories":2762},[316],{"categories":2764},[319],{"categories":2766},[313],{"categories":2768},[319],{"categories":2770},[316],{"categories":2772},[316],{"categories":2774},[319],{"categories":2776},[337],{"categories":2778},[],{"categories":2780},[310],{"categories":2782},[316],{"categories":2784},[319],{"categories":2786},[316],{"categories":2788},[316],{"categories":2790},[],{"categories":2792},[358],{"categories":2794},[313],{"categories":2796},[337],{"categories":2798},[316],{"categories":2800},[316],{"categories":2802},[358],{"categories":2804},[375],{"categories":2806},[361],{"categories":2808},[316],{"categories":2810},[337],{"categories":2812},[316],{"categories":2814},[319],{"categories":2816},[630],{"categories":2818},[316],{"categories":2820},[319],{"categories":2822},[361],{"categories":2824},[],{"categories":2826},[319],{"categories":2828},[368],{"categories":2830},[358],{"categories":2832},[316],{"categories":2834},[310],{"categories":2836},[313],{"categories":2838},[368],{"categories":2840},[],{"categories":2842},[319],{"categories":2844},[316],{"categories":2846},[],{"categories":2848},[337],{"categories":2850},[],{"categories":2852},[337],{"categories":2854},[316],{"categories":2856},[319],{"categories":2858},[319],{"categories":2860},[319],{"categories":2862},[],{"categories":2864},[],{"categories":2866},[316],{"categories":2868},[316],{"categories":2870},[],{"categories":2872},[358],{"categories":2874},[319],{"categories":2876},[375],{"categories":2878},[310],{"categories":2880},[],{"categories":2882},[],{"categories":2884},[337],{"categories":2886},[368],{"categories":2888},[316],{"categories":2890},[316],{"categories":2892},[316],{"categories":2894},[368],{"categories":2896},[337],{"categories":2898},[358],{"categories":2900},[316],{"categories":2902},[316],{"categories":2904},[316],{"categories":2906},[337],{"categories":2908},[316],{"categories":2910},[337],{"categories":2912},[319],{"categories":2914},[319],{"categories":2916},[368],{"categories":2918},[319],{"categories":2920},[316],{"categories":2922},[368],{"categories":2924},[358],{"categories":2926},[],{"categories":2928},[319],{"categories":2930},[],{"categories":2932},[],{"categories":2934},[313],{"categories":2936},[316],{"categories":2938},[319],{"categories":2940},[310],{"categories":2942},[319],{"categories":2944},[375],{"categories":2946},[],{"categories":2948},[319],{"categories":2950},[],{"categories":2952},[310],{"categories":2954},[319],{"categories":2956},[],{"categories":2958},[319],{"categories":2960},[316],{"categories":2962},[337],{"categories":2964},[316],{"categories":2966},[319],{"categories":2968},[337],{"categories":2970},[319],{"categories":2972},[368],{"categories":2974},[358],{"categories":2976},[310],{"categories":2978},[],{"categories":2980},[319],{"categories":2982},[358],{"categories":2984},[337],{"categories":2986},[316],{"categories":2988},[358],{"categories":2990},[310],{"categories":2992},[],{"categories":2994},[319],{"categories":2996},[319],{"categories":2998},[316],{"categories":3000},[],{"categories":3002},[319],{"categories":3004},[322],{"categories":3006},[337],{"categories":3008},[319],{"categories":3010},[313],{"categories":3012},[],{"categories":3014},[316],{"categories":3016},[322],{"categories":3018},[316],{"categories":3020},[319],{"categories":3022},[337],{"categories":3024},[310],{"categories":3026},[630],{"categories":3028},[316],{"categories":3030},[316],{"categories":3032},[316],{"categories":3034},[337],{"categories":3036},[313],{"categories":3038},[316],{"categories":3040},[358],{"categories":3042},[337],{"categories":3044},[630],{"categories":3046},[316],{"categories":3048},[],{"categories":3050},[],{"categories":3052},[630],{"categories":3054},[361],{"categories":3056},[319],{"categories":3058},[319],{"categories":3060},[337],{"categories":3062},[316],{"categories":3064},[310],{"categories":3066},[358],{"categories":3068},[319],{"categories":3070},[316],{"categories":3072},[375],{"categories":3074},[316],{"categories":3076},[319],{"categories":3078},[],{"categories":3080},[316],{"categories":3082},[316],{"categories":3084},[337],{"categories":3086},[310],{"categories":3088},[],{"categories":3090},[316],{"categories":3092},[316],{"categories":3094},[368],{"categories":3096},[358],{"categories":3098},[316,319],{"categories":3100},[375,313],{"categories":3102},[316],{"categories":3104},[],{"categories":3106},[319],{"categories":3108},[],{"categories":3110},[368],{"categories":3112},[316],{"categories":3114},[337],{"categories":3116},[],{"categories":3118},[319],{"categories":3120},[],{"categories":3122},[319],{"categories":3124},[310],{"categories":3126},[319],{"categories":3128},[316],{"categories":3130},[630],{"categories":3132},[375],{"categories":3134},[313],{"categories":3136},[313],{"categories":3138},[310],{"categories":3140},[310],{"categories":3142},[316],{"categories":3144},[319],{"categories":3146},[316],{"categories":3148},[316],{"categories":3150},[310],{"categories":3152},[316],{"categories":3154},[375],{"categories":3156},[337],{"categories":3158},[316],{"categories":3160},[319],{"categories":3162},[316],{"categories":3164},[],{"categories":3166},[368],{"categories":3168},[],{"categories":3170},[319],{"categories":3172},[310],{"categories":3174},[],{"categories":3176},[630],{"categories":3178},[316],{"categories":3180},[],{"categories":3182},[337],{"categories":3184},[319],{"categories":3186},[368],{"categories":3188},[316],{"categories":3190},[319],{"categories":3192},[368],{"categories":3194},[319],{"categories":3196},[337],{"categories":3198},[310],{"categories":3200},[337],{"categories":3202},[368],{"categories":3204},[316],{"categories":3206},[358],{"categories":3208},[316],{"categories":3210},[316],{"categories":3212},[316],{"categories":3214},[316],{"categories":3216},[319],{"categories":3218},[316],{"categories":3220},[319],{"categories":3222},[316],{"categories":3224},[310],{"categories":3226},[316],{"categories":3228},[319],{"categories":3230},[358],{"categories":3232},[310],{"categories":3234},[319],{"categories":3236},[358],{"categories":3238},[],{"categories":3240},[316],{"categories":3242},[316],{"categories":3244},[368],{"categories":3246},[],{"categories":3248},[319],{"categories":3250},[375],{"categories":3252},[316],{"categories":3254},[337],{"categories":3256},[375],{"categories":3258},[319],{"categories":3260},[313],{"categories":3262},[313],{"categories":3264},[316],{"categories":3266},[310],{"categories":3268},[],{"categories":3270},[316],{"categories":3272},[],{"categories":3274},[310],{"categories":3276},[316],{"categories":3278},[319],{"categories":3280},[319],{"categories":3282},[],{"categories":3284},[368],{"categories":3286},[368],{"categories":3288},[375],{"categories":3290},[358],{"categories":3292},[],{"categories":3294},[316],{"categories":3296},[310],{"categories":3298},[316],{"categories":3300},[368],{"categories":3302},[310],{"categories":3304},[337],{"categories":3306},[337],{"categories":3308},[],{"categories":3310},[337],{"categories":3312},[319],{"categories":3314},[358],{"categories":3316},[361],{"categories":3318},[316],{"categories":3320},[],{"categories":3322},[337],{"categories":3324},[368],{"categories":3326},[313],{"categories":3328},[316],{"categories":3330},[310],{"categories":3332},[630],{"categories":3334},[310],{"categories":3336},[],{"categories":3338},[],{"categories":3340},[337],{"categories":3342},[],{"categories":3344},[319],{"categories":3346},[319],{"categories":3348},[319],{"categories":3350},[],{"categories":3352},[316],{"categories":3354},[],{"categories":3356},[337],{"categories":3358},[310],{"categories":3360},[358],{"categories":3362},[316],{"categories":3364},[337],{"categories":3366},[337],{"categories":3368},[],{"categories":3370},[337],{"categories":3372},[310],{"categories":3374},[316],{"categories":3376},[],{"categories":3378},[319],{"categories":3380},[319],{"categories":3382},[310],{"categories":3384},[],{"categories":3386},[],{"categories":3388},[],{"categories":3390},[358],{"categories":3392},[319],{"categories":3394},[316],{"categories":3396},[],{"categories":3398},[],{"categories":3400},[],{"categories":3402},[358],{"categories":3404},[],{"categories":3406},[310],{"categories":3408},[],{"categories":3410},[],{"categories":3412},[358],{"categories":3414},[316],{"categories":3416},[337],{"categories":3418},[],{"categories":3420},[375],{"categories":3422},[337],{"categories":3424},[375],{"categories":3426},[316],{"categories":3428},[],{"categories":3430},[],{"categories":3432},[319],{"categories":3434},[],{"categories":3436},[],{"categories":3438},[319],{"categories":3440},[316],{"categories":3442},[],{"categories":3444},[319],{"categories":3446},[337],{"categories":3448},[375],{"categories":3450},[361],{"categories":3452},[319],{"categories":3454},[319],{"categories":3456},[],{"categories":3458},[],{"categories":3460},[],{"categories":3462},[337],{"categories":3464},[],{"categories":3466},[],{"categories":3468},[358],{"categories":3470},[310],{"categories":3472},[],{"categories":3474},[313],{"categories":3476},[375],{"categories":3478},[316],{"categories":3480},[368],{"categories":3482},[310],{"categories":3484},[361],{"categories":3486},[313],{"categories":3488},[368],{"categories":3490},[],{"categories":3492},[],{"categories":3494},[319],{"categories":3496},[310],{"categories":3498},[358],{"categories":3500},[310],{"categories":3502},[319],{"categories":3504},[630],{"categories":3506},[319],{"categories":3508},[],{"categories":3510},[316],{"categories":3512},[337],{"categories":3514},[368],{"categories":3516},[],{"categories":3518},[358],{"categories":3520},[337],{"categories":3522},[310],{"categories":3524},[319],{"categories":3526},[316],{"categories":3528},[313],{"categories":3530},[319,630],{"categories":3532},[319],{"categories":3534},[368],{"categories":3536},[316],{"categories":3538},[361],{"categories":3540},[375],{"categories":3542},[319],{"categories":3544},[],{"categories":3546},[319],{"categories":3548},[316],{"categories":3550},[313],{"categories":3552},[],{"categories":3554},[],{"categories":3556},[316],{"categories":3558},[361],{"categories":3560},[316],{"categories":3562},[],{"categories":3564},[337],{"categories":3566},[],{"categories":3568},[337],{"categories":3570},[368],{"categories":3572},[319],{"categories":3574},[316],{"categories":3576},[375],{"categories":3578},[368],{"categories":3580},[],{"categories":3582},[337],{"categories":3584},[316],{"categories":3586},[],{"categories":3588},[316],{"categories":3590},[319],{"categories":3592},[316],{"categories":3594},[319],{"categories":3596},[316],{"categories":3598},[316],{"categories":3600},[316],{"categories":3602},[316],{"categories":3604},[313],{"categories":3606},[],{"categories":3608},[322],{"categories":3610},[337],{"categories":3612},[316],{"categories":3614},[],{"categories":3616},[368],{"categories":3618},[316],{"categories":3620},[316],{"categories":3622},[319],{"categories":3624},[337],{"categories":3626},[316],{"categories":3628},[316],{"categories":3630},[313],{"categories":3632},[319],{"categories":3634},[358],{"categories":3636},[],{"categories":3638},[361],{"categories":3640},[316],{"categories":3642},[],{"categories":3644},[337],{"categories":3646},[375],{"categories":3648},[],{"categories":3650},[],{"categories":3652},[337],{"categories":3654},[337],{"categories":3656},[375],{"categories":3658},[310],{"categories":3660},[319],{"categories":3662},[319],{"categories":3664},[316],{"categories":3666},[313],{"categories":3668},[],{"categories":3670},[],{"categories":3672},[337],{"categories":3674},[361],{"categories":3676},[368],{"categories":3678},[319],{"categories":3680},[358],{"categories":3682},[361],{"categories":3684},[361],{"categories":3686},[],{"categories":3688},[337],{"categories":3690},[316],{"categories":3692},[316],{"categories":3694},[368],{"categories":3696},[],{"categories":3698},[337],{"categories":3700},[337],{"categories":3702},[337],{"categories":3704},[],{"categories":3706},[319],{"categories":3708},[316],{"categories":3710},[],{"categories":3712},[310],{"categories":3714},[313],{"categories":3716},[],{"categories":3718},[316],{"categories":3720},[316],{"categories":3722},[],{"categories":3724},[368],{"categories":3726},[],{"categories":3728},[],{"categories":3730},[],{"categories":3732},[],{"categories":3734},[316],{"categories":3736},[337],{"categories":3738},[],{"categories":3740},[],{"categories":3742},[316],{"categories":3744},[316],{"categories":3746},[316],{"categories":3748},[361],{"categories":3750},[316],{"categories":3752},[361],{"categories":3754},[],{"categories":3756},[361],{"categories":3758},[361],{"categories":3760},[630],{"categories":3762},[319],{"categories":3764},[368],{"categories":3766},[],{"categories":3768},[],{"categories":3770},[361],{"categories":3772},[368],{"categories":3774},[368],{"categories":3776},[368],{"categories":3778},[],{"categories":3780},[310],{"categories":3782},[368],{"categories":3784},[368],{"categories":3786},[310],{"categories":3788},[368],{"categories":3790},[313],{"categories":3792},[368],{"categories":3794},[368],{"categories":3796},[368],{"categories":3798},[361],{"categories":3800},[337],{"categories":3802},[337],{"categories":3804},[316],{"categories":3806},[368],{"categories":3808},[361],{"categories":3810},[630],{"categories":3812},[361],{"categories":3814},[361],{"categories":3816},[361],{"categories":3818},[],{"categories":3820},[313],{"categories":3822},[],{"categories":3824},[630],{"categories":3826},[368],{"categories":3828},[368],{"categories":3830},[368],{"categories":3832},[319],{"categories":3834},[337,313],{"categories":3836},[361],{"categories":3838},[],{"categories":3840},[],{"categories":3842},[361],{"categories":3844},[],{"categories":3846},[361],{"categories":3848},[337],{"categories":3850},[319],{"categories":3852},[],{"categories":3854},[368],{"categories":3856},[316],{"categories":3858},[358],{"categories":3860},[],{"categories":3862},[316],{"categories":3864},[],{"categories":3866},[337],{"categories":3868},[310],{"categories":3870},[361],{"categories":3872},[],{"categories":3874},[368],{"categories":3876},[337],[3878,3958,4027,4097],{"id":3879,"title":3880,"ai":3881,"body":3886,"categories":3920,"created_at":284,"date_modified":284,"description":274,"extension":286,"faq":284,"featured":287,"kicker_label":284,"meta":3921,"navigation":289,"path":3944,"published_at":3945,"question":284,"scraped_at":3946,"seo":3947,"sitemap":3948,"source_id":3949,"source_name":3950,"source_type":3951,"source_url":3952,"stem":3953,"tags":3954,"thumbnail_url":284,"tldr":3955,"tweet":284,"unknown_tags":3956,"__hash__":3957},"summaries\u002Fsummaries\u002F20ad0eeb885efdfd-gemini-enables-agentic-tasks-and-prompt-based-widg-summary.md","Gemini Enables Agentic Tasks and Prompt-Based Widgets on Android",{"provider":7,"model":8,"input_tokens":3882,"output_tokens":3883,"processing_time_ms":3884,"cost_usd":3885},5668,1935,40333,0.00159425,{"type":14,"value":3887,"toc":3915},[3888,3892,3895,3898,3902,3905,3908,3912],[17,3889,3891],{"id":3890},"agentic-automation-handles-multi-step-cross-app-workflows","Agentic Automation Handles Multi-Step Cross-App Workflows",[22,3893,3894],{},"Gemini executes complex tasks spanning apps by using on-screen context: press power button, describe action like 'copy grocery list from notes and add to shopping cart,' and it processes with final user confirmation before checkout. Builds on prior capabilities from Galaxy S26 launch (e.g., booking spin class bikes, finding syllabi in Gmail, related book searches). Auto-browse, previously experimental for web tasks like appointments, now hits Android; Gemini in Chrome arrives late June for webpage summaries and Q&A. Form autofill leverages opt-in Personal Intelligence data, editable anytime in settings.",[22,3896,3897],{},"These reduce manual app-switching, but require confirmation to avoid errors in sensitive actions like payments.",[17,3899,3901],{"id":3900},"natural-dictation-and-widget-generation-via-prompts","Natural Dictation and Widget Generation via Prompts",[22,3903,3904],{},"Gboard integrates Gemini's Rambler for multimodal dictation: speak naturally, it transcribes in your tone, removes fillers, and formats output—challenging standalone dictation startups. Separately, 'vibe-code' widgets using natural language: prompt like 'Suggest three high-protein meal prep recipes every week' generates a meal planning widget adhering to Material 3 design. Mirrors Nothing's 2025 prompt-based mini-app tool but native to Android home screens.",[22,3906,3907],{},"Prompting lowers widget creation barriers for non-coders, enabling custom home screen tools without traditional dev workflows.",[17,3909,3911],{"id":3910},"phased-rollout-prioritizes-flagships","Phased Rollout Prioritizes Flagships",[22,3913,3914],{},"Features debut summer 2026 on latest Samsung Galaxy and Google Pixel devices, expanding to other Android phones later in 2026. Ties into Gemini Intelligence branding, emphasizing practical agentic AI over isolated queries.",{"title":274,"searchDepth":275,"depth":275,"links":3916},[3917,3918,3919],{"id":3890,"depth":275,"text":3891},{"id":3900,"depth":275,"text":3901},{"id":3910,"depth":275,"text":3911},[337],{"content_references":3922,"triage":3939},[3923,3927,3931,3935],{"type":3924,"title":3925,"context":3926},"event","Android Show: I\u002FO Edition","mentioned",{"type":3924,"title":3928,"url":3929,"context":3930},"Samsung Galaxy Unpacked","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F02\u002F26\u002Feverything-announced-at-samsungs-galaxy-unpacked-event-including-s26-smartphones-privacy-screen-and-more\u002F","cited",{"type":3932,"title":3933,"url":3934,"context":3926},"tool","Nothing AI tool for building mini-apps","https:\u002F\u002Ftechcrunch.com\u002F2025\u002F09\u002F30\u002Fnothing-launches-ai-tool-for-building-mini-apps-using-prompts\u002F",{"type":3936,"title":3937,"url":3938,"context":3930},"other","Personal Intelligence","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F03\u002F17\u002Fgoogles-personal-intelligence-feature-is-expanding-to-all-us-users\u002F",{"relevance":3940,"novelty":3941,"quality":3940,"actionability":3941,"composite":3942,"reasoning":3943},4,3,3.6,"Category: AI & LLMs. The article discusses Gemini's capabilities for automating multi-app tasks and generating widgets, which aligns with the audience's interest in practical AI applications. It provides insights into how these features work but lacks detailed frameworks or step-by-step guidance for implementation.","\u002Fsummaries\u002F20ad0eeb885efdfd-gemini-enables-agentic-tasks-and-prompt-based-widg-summary","2026-05-12 17:00:00","2026-05-13 12:01:03",{"title":3880,"description":274},{"loc":3944},"20ad0eeb885efdfd","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F12\u002Fgoogle-brings-agentic-ai-and-vibe-coded-widgets-to-android\u002F","summaries\u002F20ad0eeb885efdfd-gemini-enables-agentic-tasks-and-prompt-based-widg-summary",[302,301,303],"Google's Gemini on Android now automates multi-app tasks like grocery shopping from notes to cart, browses web for bookings, fills forms, dictates naturally, and generates widgets from natural language descriptions—rolling out summer 2026 on Pixel\u002FSamsung first.",[],"YX76SAXsbRGh5CgHk8dGLzcGUUIzVx8DiY3nzmR3-gc",{"id":3959,"title":3960,"ai":3961,"body":3966,"categories":3997,"created_at":284,"date_modified":284,"description":274,"extension":286,"faq":284,"featured":287,"kicker_label":284,"meta":3998,"navigation":289,"path":4014,"published_at":4015,"question":284,"scraped_at":4016,"seo":4017,"sitemap":4018,"source_id":4019,"source_name":4020,"source_type":3951,"source_url":4021,"stem":4022,"tags":4023,"thumbnail_url":284,"tldr":4024,"tweet":284,"unknown_tags":4025,"__hash__":4026},"summaries\u002Fsummaries\u002Ff8315d283428aeb1-daybreak-ai-agents-for-proactive-vuln-patching-summary.md","Daybreak: AI Agents for Proactive Vuln Patching",{"provider":7,"model":8,"input_tokens":3962,"output_tokens":3963,"processing_time_ms":3964,"cost_usd":3965},8221,2469,27470,0.0028562,{"type":14,"value":3967,"toc":3992},[3968,3972,3975,3979,3982,3986,3989],[17,3969,3971],{"id":3970},"codex-security-workflow-shifts-remediation-to-design-phase","Codex Security Workflow Shifts Remediation to Design Phase",[22,3973,3974],{},"Integrate Daybreak into development to make software resilient by proactively addressing vulnerabilities before exploits emerge. Ingest your full repository; Codex Security—a coding agent launched March 2026—builds codebase-specific threat models mapping realistic attack paths, bypassing generic checklists. It surfaces high-risk areas like injection points or auth bypasses, performs dependency risk analysis on third-party packages, and validates issues in isolated environments without risking production. Generate patches for human review, ensuring scoped access and monitoring before application. Export audit-ready evidence to your systems for remediation tracking. This cuts flaw-to-fix time, prioritizing high-impact issues and shrinking analysis from hours to minutes with efficient token use—ideal for developers, security teams, researchers, and government defenders.",[17,3976,3978],{"id":3977},"tiered-gpt-55-models-balance-power-and-safeguards","Tiered GPT-5.5 Models Balance Power and Safeguards",[22,3980,3981],{},"Daybreak leverages OpenAI's Trusted Access for Cyber framework with three access levels to mitigate dual-use risks, as advanced vuln reasoning can aid attackers. Use standard GPT-5.5 for general tasks under default safeguards. Verified defenders access GPT-5.5 with Trusted Access for secure code review, vuln triage, malware analysis, detection engineering, and patch validation. Limited-preview GPT-5.5-Cyber enables red teaming, pentesting, and controlled workflows, gated by verification, scoped controls, account monitoring, and human review. Restrictions apply across tiers to prevent misuse in exploit creation or malware dev.",[17,3983,3985],{"id":3984},"_20-partners-enable-stack-wide-integration","20+ Partners Enable Stack-Wide Integration",[22,3987,3988],{},"Daybreak outputs—vuln reports, patches, evidence—feed into existing tools via partners spanning the security chain: edge\u002Fnetwork (Cloudflare, Akamai, Zscaler, Netskope), endpoint\u002Fdetection (CrowdStrike, SentinelOne, Palo Alto Networks, Fortinet), SAST\u002Fsupply chain (Snyk, Semgrep, Socket, Qualys, Tenable), offensive research (Trail of Bits, SpecterOps), infrastructure\u002Fidentity (Oracle, Intel, Cisco, Okta), and incident response (Rapid7, Gen Digital). This positions Daybreak centrally for vuln discovery to monitoring.",[22,3990,3991],{},"Launched amid competition like Anthropic's Project Glasswing and Claude Mythos—which Mozilla used to uncover 271 unknown Firefox vulnerabilities—Daybreak emphasizes verification over raw capability. Access now via vulnerability scan requests or sales contact; broader rollout with partners imminent.",{"title":274,"searchDepth":275,"depth":275,"links":3993},[3994,3995,3996],{"id":3970,"depth":275,"text":3971},{"id":3977,"depth":275,"text":3978},{"id":3984,"depth":275,"text":3985},[337],{"content_references":3999,"triage":4010},[4000,4005,4008],{"type":3932,"title":4001,"author":4002,"url":4003,"context":4004},"Daybreak","OpenAI","https:\u002F\u002Fopenai.com\u002Fdaybreak\u002F","recommended",{"type":3936,"title":4006,"author":4007,"context":3926},"Project Glasswing","Anthropic",{"type":3936,"title":4009,"author":4007,"context":3926},"Claude Mythos",{"relevance":4011,"novelty":3940,"quality":3940,"actionability":3940,"composite":4012,"reasoning":4013},5,4.35,"Category: AI & LLMs. The article discusses the integration of AI agents in vulnerability patching, addressing a specific pain point for developers and security teams by providing a proactive approach to vulnerability management. It offers actionable insights on how to implement the Daybreak system into existing workflows, making it relevant and practical for the target audience.","\u002Fsummaries\u002Ff8315d283428aeb1-daybreak-ai-agents-for-proactive-vuln-patching-summary","2026-05-12 05:47:54","2026-05-12 15:01:24",{"title":3960,"description":274},{"loc":4014},"f8315d283428aeb1","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F11\u002Fopenai-introduces-daybreak-a-cybersecurity-initiative-that-puts-codex-security-at-the-center-of-vulnerability-detection-and-patch-validation\u002F","summaries\u002Ff8315d283428aeb1-daybreak-ai-agents-for-proactive-vuln-patching-summary",[301,302,303],"OpenAI's Daybreak expands Codex Security (launched March 2026) to ingest repos, build threat models, validate patches in isolation, and propose fixes with human review—reducing analysis from hours to minutes via tiered GPT-5.5 models gated by Trusted Access for Cyber.",[],"_P5t56aVq0voso1UY00_rkRSTxNN-2IR7vVo-I4dPLU",{"id":4028,"title":4029,"ai":4030,"body":4035,"categories":4071,"created_at":284,"date_modified":284,"description":274,"extension":286,"faq":284,"featured":287,"kicker_label":284,"meta":4072,"navigation":289,"path":4085,"published_at":4086,"question":284,"scraped_at":4086,"seo":4087,"sitemap":4088,"source_id":4089,"source_name":4090,"source_type":3951,"source_url":4091,"stem":4092,"tags":4093,"thumbnail_url":284,"tldr":4094,"tweet":284,"unknown_tags":4095,"__hash__":4096},"summaries\u002Fsummaries\u002F24a3c172de484200-openai-s-realtime-voice-models-add-reasoning-trans-summary.md","OpenAI's Realtime Voice Models Add Reasoning, Translation, Transcription",{"provider":7,"model":8,"input_tokens":4031,"output_tokens":4032,"processing_time_ms":4033,"cost_usd":4034},8967,1662,18436,0.0026019,{"type":14,"value":4036,"toc":4065},[4037,4041,4044,4048,4051,4055,4058,4062],[17,4038,4040],{"id":4039},"gpt-realtime-2-enables-voice-agents-to-reason-use-tools-and-recover-gracefully","GPT-Realtime-2 Enables Voice Agents to Reason, Use Tools, and Recover Gracefully",[22,4042,4043],{},"Build voice-to-action agents that handle complex requests by reasoning with GPT-5-class intelligence while maintaining natural conversation flow. Increase context from 32K to 128K tokens for longer sessions supporting agentic workflows like Zillow's home search (\"find homes within BuyAbility, avoid busy streets, schedule tour\"). Key upgrades include preambles (e.g., \"let me check that\") to signal tool use, parallel tool calls with audible transparency (\"checking calendar\"), and adjustable reasoning levels (minimal to xhigh, default low) to balance latency and depth—low for quick chats, xhigh for puzzles. Stronger recovery says \"I’m having trouble\" instead of failing silently, better tone control (calm for issues, upbeat for wins), and domain retention for terms like healthcare vocab. On evals, GPT-Realtime-2 (high) scores 15.2% higher than GPT-Realtime-1.5 on Big Bench Audio for reasoning; (xhigh) 13.8% higher on Audio MultiChallenge for instruction following\u002Fcontext. Zillow reports 26-point call success lift (95% vs 69%) and better Fair Housing compliance.",[17,4045,4047],{"id":4046},"live-multilingual-translation-preserves-natural-speech-pace","Live Multilingual Translation Preserves Natural Speech Pace",[22,4049,4050],{},"Use GPT-Realtime-Translate for voice-to-voice across languages, supporting 70+ inputs to 13 outputs, ideal for support (Deutsche Telekom), sales, education. It keeps up with speakers' natural pace, regional accents, and domain terms without losing meaning—BolnaAI saw 12.5% lower Word Error Rates on Hindi\u002FTamil\u002FTelugu vs competitors, plus lower fallbacks\u002Fhigher completion. Combine with transcripts for global events\u002Fmedia; Vimeo demo translates product videos live.",[17,4052,4054],{"id":4053},"low-latency-transcription-powers-real-time-workflows","Low-Latency Transcription Powers Real-Time Workflows",[22,4056,4057],{},"GPT-Realtime-Whisper streams speech-to-text as spoken, enabling instant captions, in-progress meeting notes\u002Fsummaries, continuous voice agent input, and fast follow-ups in support\u002Fhealthcare\u002Fsales. Reduces perceived latency for responsive apps.",[17,4059,4061],{"id":4060},"production-trade-offs-safety-pricing-availability","Production Trade-offs: Safety, Pricing, Availability",[22,4063,4064],{},"Active classifiers halt harmful sessions per usage policies; add custom guardrails via Agents SDK. Supports EU data residency\u002Fenterprise privacy. Pricing: GPT-Realtime-2 at $32\u002F1M input tokens ($0.40 cached), $64\u002F1M output; Translate $0.034\u002Fmin; Whisper $0.017\u002Fmin. Test in Playground; build via Codex prompt for WebRTC agent with sample check_calendar tool.",{"title":274,"searchDepth":275,"depth":275,"links":4066},[4067,4068,4069,4070],{"id":4039,"depth":275,"text":4040},{"id":4046,"depth":275,"text":4047},{"id":4053,"depth":275,"text":4054},{"id":4060,"depth":275,"text":4061},[],{"content_references":4073,"triage":4083},[4074,4077,4080],{"type":3936,"title":4075,"url":4076,"context":3930},"Big Bench Audio","https:\u002F\u002Fartificialanalysis.ai\u002Fmethodology\u002Fspeech-to-speech-benchmarking",{"type":3936,"title":4078,"url":4079,"context":3930},"Audio MultiChallenge","https:\u002F\u002Flabs.scale.com\u002Fleaderboard\u002Faudiomc-audio",{"type":3932,"title":4081,"url":4082,"context":4004},"Agents SDK","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-js\u002Fguides\u002Fguardrails\u002F",{"relevance":4011,"novelty":3940,"quality":3940,"actionability":3940,"composite":4012,"reasoning":4084},"Category: AI & LLMs. The article discusses new voice models from OpenAI that enhance AI-powered voice agents, addressing practical applications like real-time translation and transcription, which are directly relevant to product builders. It provides specific examples of use cases and performance improvements, making it actionable for developers looking to integrate these features.","\u002Fsummaries\u002F24a3c172de484200-openai-s-realtime-voice-models-add-reasoning-trans-summary","2026-05-11 15:04:23",{"title":4029,"description":274},{"loc":4085},"24a3c172de484200","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fadvancing-voice-intelligence-with-new-models-in-the-api","summaries\u002F24a3c172de484200-openai-s-realtime-voice-models-add-reasoning-trans-summary",[301,302,303],"OpenAI's new API models—GPT-Realtime-2 for GPT-5-class voice reasoning with tools, GPT-Realtime-Translate for 70+ input to 13 output languages, and GPT-Realtime-Whisper for streaming transcription—enable natural voice agents that reason, act, and handle multilingual convos in real time.",[],"QXJqJTB1OxOQoGt5_RPp5GlLbXrCQVCopewazvAufQs",{"id":4098,"title":4099,"ai":4100,"body":4105,"categories":4133,"created_at":284,"date_modified":284,"description":274,"extension":286,"faq":284,"featured":287,"kicker_label":284,"meta":4134,"navigation":289,"path":4147,"published_at":4148,"question":284,"scraped_at":4148,"seo":4149,"sitemap":4150,"source_id":4151,"source_name":4152,"source_type":3951,"source_url":4153,"stem":4154,"tags":4155,"thumbnail_url":284,"tldr":4156,"tweet":284,"unknown_tags":4157,"__hash__":4158},"summaries\u002Fsummaries\u002F96e54259bb02b0f7-ai-agents-surge-in-finance-and-productivity-tools-summary.md","AI Agents Surge in Finance and Productivity Tools",{"provider":7,"model":8,"input_tokens":4101,"output_tokens":4102,"processing_time_ms":4103,"cost_usd":4104},5032,1906,21192,0.00193675,{"type":14,"value":4106,"toc":4128},[4107,4111,4114,4118,4121,4125],[17,4108,4110],{"id":4109},"finance-ai-agents-accelerate-workflows","Finance AI Agents Accelerate Workflows",[22,4112,4113],{},"Anthropic released Agent Templates for financial services, providing 10 ready-to-run Claude workflows for tasks like pitch prep and KYC screening—deployable immediately to cut manual effort in compliance and sales. Perplexity's Computer for Professional Finance integrates licensed data from Morningstar and runs pre-built analyst workflows in Microsoft Teams, pulling real-time market data without custom setup. These tools shift finance teams from data gathering to decision-making, with Perplexity also adding Premium Health Sources for peer-reviewed journals to ensure accurate, sourced insights.",[17,4115,4117],{"id":4116},"multi-agent-orchestration-handles-complexity","Multi-Agent Orchestration Handles Complexity",[22,4119,4120],{},"Cursor's \u002Forchestrate spawns specialist subagents to tackle complex tasks in parallel, ideal for breaking down large coding or analysis jobs without sequential bottlenecks. Anthropic's Managed Agents now include Dreaming for automatic memory review between sessions, Multiagent Orchestration for coordinated agent teams, and Outcomes rubrics to measure task success against goals—reducing errors in long-running automations. LTX Studio's Flows enable node-based visual generation workflows in batches, streamlining asset creation for creators by chaining prompts visually rather than linearly.",[17,4122,4124],{"id":4123},"integrations-boost-everyday-tools","Integrations Boost Everyday Tools",[22,4126,4127],{},"Claude integrates into Microsoft 365 for all paid plans, embedding in Excel, PowerPoint, Word, and Outlook beta to analyze spreadsheets or draft slides directly. Code limits for Claude Code doubled with no peak-hour restrictions for Pro\u002FMax, enabling sustained high-volume coding sessions. Perplexity's Personal Computer macOS app runs agentic tasks across local files, apps, web, and 400+ connectors. Adobe's Acrobat Express Productivity Agent converts PDFs into interactive AI workspaces; ElevenLabs Studio Agent embeds in timelines for seamless audio\u002Fvideo edits; Unity AI beta generates scenes, scripts, and assets in-editor. Google’s Gemini 3.1 Flash-Lite prioritizes ultra-low latency for real-time apps, while AI search now quotes Reddit\u002Fforums with source links for verifiable advice.",{"title":274,"searchDepth":275,"depth":275,"links":4129},[4130,4131,4132],{"id":4109,"depth":275,"text":4110},{"id":4116,"depth":275,"text":4117},{"id":4123,"depth":275,"text":4124},[337],{"content_references":4135,"triage":4144},[4136,4140],{"type":4137,"title":4138,"author":4007,"url":4139,"context":3926},"paper","Turning Claude’s Thoughts Into Text","https:\u002F\u002Fwww.anthropic.com\u002Fresearch\u002Fnatural-language-autoencoders",{"type":3932,"title":4141,"author":4142,"url":4143,"context":3926},"SubQ","Subquadratic","https:\u002F\u002Fsubq.ai\u002Fintroducing-subq",{"relevance":3940,"novelty":3941,"quality":3940,"actionability":3940,"composite":4145,"reasoning":4146},3.8,"Category: AI & LLMs. The article discusses practical applications of AI agents in finance and productivity tools, addressing the audience's need for actionable insights on integrating AI into workflows. It provides specific examples of tools and their functionalities, which can help product builders understand how to implement these solutions.","\u002Fsummaries\u002F96e54259bb02b0f7-ai-agents-surge-in-finance-and-productivity-tools-summary","2026-05-10 15:26:40",{"title":4099,"description":274},{"loc":4147},"96e54259bb02b0f7","Why Try AI","https:\u002F\u002Fwww.whytryai.com\u002Fp\u002Fsunday-rundown-140-finance-ai","summaries\u002F96e54259bb02b0f7-ai-agents-surge-in-finance-and-productivity-tools-summary",[303,302,301],"Anthropic offers 10 finance agent templates for Claude; Perplexity launches finance workflows; Cursor spawns parallel subagents; Claude code limits double for faster dev workflows.",[],"mo1re0teqvp1f-_mbFlYwGNPMnLrXe3ArIQjB83thuI"]