[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary":3,"summaries-facets-categories":148,"summary-related-37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary":3770},{"id":4,"title":5,"ai":6,"body":13,"categories":103,"created_at":104,"date_modified":104,"description":97,"extension":105,"faq":104,"featured":106,"kicker_label":104,"meta":107,"navigation":128,"path":129,"published_at":130,"question":104,"scraped_at":131,"seo":132,"sitemap":133,"source_id":134,"source_name":135,"source_type":136,"source_url":137,"stem":138,"tags":139,"thumbnail_url":143,"tldr":144,"tweet":145,"unknown_tags":146,"__hash__":147},"summaries\u002Fsummaries\u002F37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary.md","3 Advanced Patterns Fix AI Agent Memory Gaps",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5262,1788,21481,0.00192375,{"type":14,"value":15,"toc":96},"minimark",[16,21,25,45,49,52,73,76,80,87,93],[17,18,20],"h2",{"id":19},"auto-update-memory-with-callbacks","Auto-Update Memory with Callbacks",[22,23,24],"p",{},"Callbacks intercept the agent's lifecycle—before\u002Fafter agent runs, model calls, or tool executions—to inject custom logic that updates memory without complicating the agent's core instructions. This creates a 'spy' that tracks conversation details in real-time, like categorizing activities in a trip planner (cultural for museums, food for restaurants, outdoor for parks).",[22,26,27,28,32,33,36,37,40,41,44],{},"Implementation: Use an ",[29,30,31],"code",{},"after_tool"," callback to detect the tool called (e.g., museum tool sets ",[29,34,35],{},"activity_type: 'cultural'","), then write it to ",[29,38,39],{},"tool_context",". The planner's instructions read ",[29,42,43],{},"last_activities"," from context and ban repeats, e.g., \"If last was cultural (museum), suggest food or outdoor instead.\" This keeps plans diverse without the agent managing state itself, reducing token usage and complexity for dynamic nudges like avoiding duplicate attractions.",[17,46,48],{"id":47},"structured-data-via-custom-tools","Structured Data via Custom Tools",[22,50,51],{},"Shift from unstructured chat logs to structured storage like databases for key facts (e.g., dietary preferences), enabling proactive recall across sessions. Agents call tools to read\u002Fwrite profiles, making interactions feel personalized without re-asking known info.",[22,53,54,55,58,59,62,63,66,67,69,70,72],{},"Build two tools: ",[29,56,57],{},"save_user_preference"," (input: dict like ",[29,60,61],{},"{'diet': 'vegan'}","; saves as DB record) and ",[29,64,65],{},"recall_user_preferences"," (reads and returns DB record). Instruct the agent: \"Always call ",[29,68,65],{}," first; call ",[29,71,57],{}," when user states a preference.\"",[22,74,75],{},"User flow: First dinner request prompts preference question; user says \"vegan,\" tool saves it. Restart script, request dinner again—agent recalls vegan status, skips question, suggests vegan restaurant directly. This scales for profiles (allergies, budget) and persists beyond single sessions, outperforming text-only memory for queryable facts.",[17,77,79],{"id":78},"multimodal-memory-for-non-text-inputs","Multimodal Memory for Non-Text Inputs",[22,81,82,83,86],{},"Extend memory beyond text to photos, videos, and audio by storing media in a 'memory bank' and providing a ",[29,84,85],{},"preload_memory"," tool for agents to load relevant files into conversations. This lets agents infer preferences from 'vibes' like a beach photo implying relaxation travel.",[22,88,89,90,92],{},"Code stores session media (picture\u002Fvideo\u002Faudio) directly in the bank. Agent uses ",[29,91,85],{}," to fetch and analyze, e.g., after uploads, query \"Based on the picture, video, and audio I shared, where should I travel?\"—agent connects dots across modalities for tailored suggestions like beach destinations. Trade-off: Increases storage costs but enables richer context than text summaries, mimicking human multi-sensory recall for travel, shopping, or creative apps.",[22,94,95],{},"These patterns build on basics (session\u002Fmulti-agent\u002Fpersistent state) for production agents that impress by remembering conversations, profiles, and media—try via linked codelab\u002Frepo using Agent Development Kit.",{"title":97,"searchDepth":98,"depth":98,"links":99},"",2,[100,101,102],{"id":19,"depth":98,"text":20},{"id":47,"depth":98,"text":48},{"id":78,"depth":98,"text":79},[],null,"md",false,{"content_references":108,"triage":123},[109,114,117,120],{"type":110,"title":111,"url":112,"context":113},"other","Annie’s codelab","https:\u002F\u002Fgoo.gle\u002F4wA3kpd","mentioned",{"type":110,"title":115,"url":116,"context":113},"Annie's code repo","https:\u002F\u002Fgoo.gle\u002F3R39eyR",{"type":110,"title":118,"url":119,"context":113},"Part 1 of the series","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=b9Dx7uGxwsg",{"type":121,"title":122,"context":113},"tool","Agent Development Kit",{"relevance":124,"novelty":125,"quality":125,"actionability":124,"composite":126,"reasoning":127},5,4,4.55,"Category: AI & LLMs. The article provides advanced techniques for enhancing AI agent memory, addressing a specific pain point for developers looking to implement persistent memory in their products. It includes concrete implementation details, such as using callbacks and structured data tools, making it highly actionable for the target audience.",true,"\u002Fsummaries\u002F37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary","2026-05-14 16:00:16","2026-05-14 19:00:30",{"title":5,"description":97},{"loc":129},"37fefb1b3ffe8229","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9ebzuW5PMW4","summaries\u002F37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary",[140,141,142],"agents","ai-tools","ai-automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F9ebzuW5PMW4\u002Fhqdefault.jpg","Add persistent memory to AI agents using callbacks for auto-updates during conversations, custom tools for structured user data like profiles, and multimodal storage for images\u002Fvideos\u002Faudio to make agents feel personalized and smart.","Google Cloud devs demo three code patterns for agent memory—callbacks to auto-update context, custom tools for structured prefs like vegan diets, and multimodal storage for images\u002Fvideos\u002Faudio—via [Annie's codelab](https:\u002F\u002Fgoo.gle\u002F4wA3kpd) and [code repo](https:\u002F\u002Fgoo.gle\u002F3R39eyR). Builds on their part 1 basics.",[142],"0yeLTgg08Zz1VvaMsZsMdgFucH2KOFOtBEJbKjzjXuU",[149,152,155,158,161,164,166,168,170,172,174,176,179,181,183,185,187,189,191,193,195,197,200,203,205,207,210,212,214,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768],{"categories":150},[151],"Developer Productivity",{"categories":153},[154],"Business & SaaS",{"categories":156},[157],"AI & LLMs",{"categories":159},[160],"AI Automation",{"categories":162},[163],"Product Strategy",{"categories":165},[157],{"categories":167},[151],{"categories":169},[154],{"categories":171},[],{"categories":173},[157],{"categories":175},[],{"categories":177},[178],"AI News & Trends",{"categories":180},[160],{"categories":182},[178],{"categories":184},[160],{"categories":186},[160],{"categories":188},[157],{"categories":190},[157],{"categories":192},[178],{"categories":194},[157],{"categories":196},[],{"categories":198},[199],"Design & Frontend",{"categories":201},[202],"Data Science & Visualization",{"categories":204},[178],{"categories":206},[],{"categories":208},[209],"Software Engineering",{"categories":211},[157],{"categories":213},[160],{"categories":215},[216],"Marketing & Growth",{"categories":218},[157],{"categories":220},[160],{"categories":222},[],{"categories":224},[],{"categories":226},[199],{"categories":228},[160],{"categories":230},[151],{"categories":232},[199],{"categories":234},[157],{"categories":236},[160],{"categories":238},[178],{"categories":240},[],{"categories":242},[],{"categories":244},[160],{"categories":246},[209],{"categories":248},[],{"categories":250},[154],{"categories":252},[],{"categories":254},[],{"categories":256},[160],{"categories":258},[160],{"categories":260},[157],{"categories":262},[],{"categories":264},[209],{"categories":266},[],{"categories":268},[],{"categories":270},[],{"categories":272},[157],{"categories":274},[216],{"categories":276},[199],{"categories":278},[199],{"categories":280},[157],{"categories":282},[160],{"categories":284},[157],{"categories":286},[157],{"categories":288},[160],{"categories":290},[160],{"categories":292},[202],{"categories":294},[178],{"categories":296},[160],{"categories":298},[216],{"categories":300},[160],{"categories":302},[163],{"categories":304},[],{"categories":306},[160],{"categories":308},[],{"categories":310},[160],{"categories":312},[209],{"categories":314},[315],"DevOps & Cloud",{"categories":317},[199],{"categories":319},[157],{"categories":321},[],{"categories":323},[],{"categories":325},[160],{"categories":327},[],{"categories":329},[157],{"categories":331},[],{"categories":333},[151],{"categories":335},[209],{"categories":337},[154],{"categories":339},[178],{"categories":341},[157],{"categories":343},[],{"categories":345},[157],{"categories":347},[],{"categories":349},[209],{"categories":351},[202],{"categories":353},[],{"categories":355},[157],{"categories":357},[199],{"categories":359},[],{"categories":361},[199],{"categories":363},[160],{"categories":365},[],{"categories":367},[160],{"categories":369},[178],{"categories":371},[154],{"categories":373},[157],{"categories":375},[],{"categories":377},[160],{"categories":379},[157],{"categories":381},[163],{"categories":383},[],{"categories":385},[157],{"categories":387},[160],{"categories":389},[160],{"categories":391},[],{"categories":393},[202],{"categories":395},[157],{"categories":397},[],{"categories":399},[151],{"categories":401},[154],{"categories":403},[157],{"categories":405},[160],{"categories":407},[209],{"categories":409},[157],{"categories":411},[],{"categories":413},[],{"categories":415},[157],{"categories":417},[],{"categories":419},[199],{"categories":421},[],{"categories":423},[157],{"categories":425},[],{"categories":427},[160],{"categories":429},[157],{"categories":431},[199],{"categories":433},[],{"categories":435},[157],{"categories":437},[157],{"categories":439},[154],{"categories":441},[160],{"categories":443},[157],{"categories":445},[199],{"categories":447},[160],{"categories":449},[],{"categories":451},[],{"categories":453},[178],{"categories":455},[],{"categories":457},[157],{"categories":459},[154,216],{"categories":461},[],{"categories":463},[157],{"categories":465},[160],{"categories":467},[],{"categories":469},[],{"categories":471},[157],{"categories":473},[],{"categories":475},[157],{"categories":477},[315],{"categories":479},[],{"categories":481},[178],{"categories":483},[199],{"categories":485},[],{"categories":487},[178],{"categories":489},[178],{"categories":491},[157],{"categories":493},[216],{"categories":495},[],{"categories":497},[154],{"categories":499},[],{"categories":501},[157,315],{"categories":503},[157],{"categories":505},[157],{"categories":507},[160],{"categories":509},[157,209],{"categories":511},[202],{"categories":513},[157],{"categories":515},[216],{"categories":517},[160],{"categories":519},[160],{"categories":521},[],{"categories":523},[160],{"categories":525},[157,154],{"categories":527},[],{"categories":529},[199],{"categories":531},[199],{"categories":533},[],{"categories":535},[],{"categories":537},[178],{"categories":539},[],{"categories":541},[151],{"categories":543},[209],{"categories":545},[157],{"categories":547},[199],{"categories":549},[160],{"categories":551},[209],{"categories":553},[178],{"categories":555},[199],{"categories":557},[],{"categories":559},[157],{"categories":561},[157],{"categories":563},[157],{"categories":565},[178],{"categories":567},[151],{"categories":569},[157],{"categories":571},[160],{"categories":573},[315],{"categories":575},[199],{"categories":577},[160],{"categories":579},[],{"categories":581},[],{"categories":583},[199],{"categories":585},[178],{"categories":587},[202],{"categories":589},[],{"categories":591},[157],{"categories":593},[157],{"categories":595},[154],{"categories":597},[157],{"categories":599},[157],{"categories":601},[178],{"categories":603},[],{"categories":605},[160],{"categories":607},[209],{"categories":609},[],{"categories":611},[157],{"categories":613},[157],{"categories":615},[160],{"categories":617},[],{"categories":619},[],{"categories":621},[157],{"categories":623},[],{"categories":625},[154],{"categories":627},[160],{"categories":629},[],{"categories":631},[151],{"categories":633},[157],{"categories":635},[154],{"categories":637},[178],{"categories":639},[151],{"categories":641},[],{"categories":643},[],{"categories":645},[],{"categories":647},[178],{"categories":649},[178],{"categories":651},[],{"categories":653},[],{"categories":655},[154],{"categories":657},[],{"categories":659},[],{"categories":661},[151],{"categories":663},[],{"categories":665},[216],{"categories":667},[160],{"categories":669},[154],{"categories":671},[160],{"categories":673},[209],{"categories":675},[],{"categories":677},[163],{"categories":679},[199],{"categories":681},[209],{"categories":683},[157],{"categories":685},[160],{"categories":687},[154],{"categories":689},[157],{"categories":691},[],{"categories":693},[],{"categories":695},[209],{"categories":697},[202],{"categories":699},[163],{"categories":701},[160],{"categories":703},[157],{"categories":705},[],{"categories":707},[315],{"categories":709},[],{"categories":711},[160],{"categories":713},[],{"categories":715},[],{"categories":717},[157],{"categories":719},[199],{"categories":721},[216],{"categories":723},[160],{"categories":725},[],{"categories":727},[151],{"categories":729},[],{"categories":731},[178],{"categories":733},[157,315],{"categories":735},[178],{"categories":737},[157],{"categories":739},[154],{"categories":741},[157],{"categories":743},[],{"categories":745},[154],{"categories":747},[],{"categories":749},[209],{"categories":751},[199],{"categories":753},[178],{"categories":755},[202],{"categories":757},[151],{"categories":759},[157],{"categories":761},[209],{"categories":763},[],{"categories":765},[],{"categories":767},[163],{"categories":769},[],{"categories":771},[157],{"categories":773},[],{"categories":775},[199],{"categories":777},[199],{"categories":779},[199],{"categories":781},[],{"categories":783},[],{"categories":785},[178],{"categories":787},[160],{"categories":789},[157],{"categories":791},[157],{"categories":793},[157],{"categories":795},[154],{"categories":797},[157],{"categories":799},[],{"categories":801},[209],{"categories":803},[209],{"categories":805},[154],{"categories":807},[],{"categories":809},[157],{"categories":811},[157],{"categories":813},[154],{"categories":815},[178],{"categories":817},[216],{"categories":819},[160],{"categories":821},[],{"categories":823},[199],{"categories":825},[],{"categories":827},[157],{"categories":829},[],{"categories":831},[154],{"categories":833},[160],{"categories":835},[],{"categories":837},[315],{"categories":839},[202],{"categories":841},[209],{"categories":843},[216],{"categories":845},[209],{"categories":847},[160],{"categories":849},[],{"categories":851},[],{"categories":853},[160],{"categories":855},[151],{"categories":857},[160],{"categories":859},[163],{"categories":861},[154],{"categories":863},[],{"categories":865},[157],{"categories":867},[163],{"categories":869},[157],{"categories":871},[157],{"categories":873},[216],{"categories":875},[199],{"categories":877},[160],{"categories":879},[],{"categories":881},[],{"categories":883},[315],{"categories":885},[209],{"categories":887},[],{"categories":889},[160],{"categories":891},[157],{"categories":893},[199,157],{"categories":895},[151],{"categories":897},[],{"categories":899},[157],{"categories":901},[151],{"categories":903},[199],{"categories":905},[160],{"categories":907},[209],{"categories":909},[],{"categories":911},[157],{"categories":913},[],{"categories":915},[],{"categories":917},[151],{"categories":919},[],{"categories":921},[160],{"categories":923},[163],{"categories":925},[157],{"categories":927},[157],{"categories":929},[199],{"categories":931},[160],{"categories":933},[315],{"categories":935},[199],{"categories":937},[160],{"categories":939},[157],{"categories":941},[157],{"categories":943},[157],{"categories":945},[209],{"categories":947},[],{"categories":949},[178],{"categories":951},[],{"categories":953},[163],{"categories":955},[160],{"categories":957},[199],{"categories":959},[160],{"categories":961},[209],{"categories":963},[199],{"categories":965},[160],{"categories":967},[178],{"categories":969},[],{"categories":971},[157],{"categories":973},[199],{"categories":975},[157],{"categories":977},[151],{"categories":979},[178],{"categories":981},[157],{"categories":983},[216],{"categories":985},[157],{"categories":987},[157],{"categories":989},[160],{"categories":991},[160],{"categories":993},[157],{"categories":995},[160],{"categories":997},[199],{"categories":999},[157],{"categories":1001},[],{"categories":1003},[],{"categories":1005},[209],{"categories":1007},[],{"categories":1009},[151],{"categories":1011},[315],{"categories":1013},[],{"categories":1015},[151],{"categories":1017},[154],{"categories":1019},[216],{"categories":1021},[],{"categories":1023},[154],{"categories":1025},[],{"categories":1027},[],{"categories":1029},[],{"categories":1031},[],{"categories":1033},[],{"categories":1035},[157],{"categories":1037},[160],{"categories":1039},[315],{"categories":1041},[151],{"categories":1043},[157],{"categories":1045},[209],{"categories":1047},[163],{"categories":1049},[157],{"categories":1051},[216],{"categories":1053},[157],{"categories":1055},[157],{"categories":1057},[157],{"categories":1059},[157,151],{"categories":1061},[209],{"categories":1063},[209],{"categories":1065},[199],{"categories":1067},[157],{"categories":1069},[],{"categories":1071},[],{"categories":1073},[],{"categories":1075},[209],{"categories":1077},[202],{"categories":1079},[178],{"categories":1081},[199],{"categories":1083},[],{"categories":1085},[157],{"categories":1087},[157],{"categories":1089},[],{"categories":1091},[],{"categories":1093},[160],{"categories":1095},[157],{"categories":1097},[154],{"categories":1099},[],{"categories":1101},[151],{"categories":1103},[157],{"categories":1105},[151],{"categories":1107},[157],{"categories":1109},[209],{"categories":1111},[216],{"categories":1113},[157,199],{"categories":1115},[178],{"categories":1117},[199],{"categories":1119},[],{"categories":1121},[315],{"categories":1123},[199],{"categories":1125},[160],{"categories":1127},[],{"categories":1129},[],{"categories":1131},[],{"categories":1133},[],{"categories":1135},[209],{"categories":1137},[160],{"categories":1139},[160],{"categories":1141},[315],{"categories":1143},[157],{"categories":1145},[157],{"categories":1147},[157],{"categories":1149},[],{"categories":1151},[199],{"categories":1153},[],{"categories":1155},[],{"categories":1157},[160],{"categories":1159},[],{"categories":1161},[],{"categories":1163},[216],{"categories":1165},[216],{"categories":1167},[160],{"categories":1169},[],{"categories":1171},[157],{"categories":1173},[157],{"categories":1175},[209],{"categories":1177},[199],{"categories":1179},[199],{"categories":1181},[160],{"categories":1183},[151],{"categories":1185},[157],{"categories":1187},[199],{"categories":1189},[199],{"categories":1191},[160],{"categories":1193},[160],{"categories":1195},[157],{"categories":1197},[],{"categories":1199},[],{"categories":1201},[157],{"categories":1203},[160],{"categories":1205},[178],{"categories":1207},[209],{"categories":1209},[151],{"categories":1211},[157],{"categories":1213},[],{"categories":1215},[160],{"categories":1217},[160],{"categories":1219},[],{"categories":1221},[151],{"categories":1223},[157],{"categories":1225},[151],{"categories":1227},[151],{"categories":1229},[],{"categories":1231},[],{"categories":1233},[160],{"categories":1235},[160],{"categories":1237},[157],{"categories":1239},[157],{"categories":1241},[178],{"categories":1243},[202],{"categories":1245},[163],{"categories":1247},[178],{"categories":1249},[199],{"categories":1251},[],{"categories":1253},[],{"categories":1255},[178],{"categories":1257},[],{"categories":1259},[],{"categories":1261},[],{"categories":1263},[],{"categories":1265},[209],{"categories":1267},[202],{"categories":1269},[],{"categories":1271},[157],{"categories":1273},[157],{"categories":1275},[202],{"categories":1277},[209],{"categories":1279},[],{"categories":1281},[],{"categories":1283},[160],{"categories":1285},[178],{"categories":1287},[178],{"categories":1289},[160],{"categories":1291},[151],{"categories":1293},[157,315],{"categories":1295},[],{"categories":1297},[199],{"categories":1299},[151],{"categories":1301},[160],{"categories":1303},[199],{"categories":1305},[],{"categories":1307},[160],{"categories":1309},[160],{"categories":1311},[157],{"categories":1313},[216],{"categories":1315},[209],{"categories":1317},[199],{"categories":1319},[],{"categories":1321},[160],{"categories":1323},[157],{"categories":1325},[160],{"categories":1327},[160],{"categories":1329},[160],{"categories":1331},[216],{"categories":1333},[160],{"categories":1335},[157],{"categories":1337},[],{"categories":1339},[216],{"categories":1341},[178],{"categories":1343},[160],{"categories":1345},[],{"categories":1347},[],{"categories":1349},[157],{"categories":1351},[160],{"categories":1353},[178],{"categories":1355},[160],{"categories":1357},[],{"categories":1359},[],{"categories":1361},[],{"categories":1363},[160],{"categories":1365},[],{"categories":1367},[],{"categories":1369},[202],{"categories":1371},[157],{"categories":1373},[202],{"categories":1375},[178],{"categories":1377},[157],{"categories":1379},[157],{"categories":1381},[160],{"categories":1383},[157],{"categories":1385},[],{"categories":1387},[],{"categories":1389},[315],{"categories":1391},[],{"categories":1393},[],{"categories":1395},[151],{"categories":1397},[],{"categories":1399},[],{"categories":1401},[],{"categories":1403},[],{"categories":1405},[209],{"categories":1407},[178],{"categories":1409},[216],{"categories":1411},[154],{"categories":1413},[157],{"categories":1415},[157],{"categories":1417},[154],{"categories":1419},[],{"categories":1421},[199],{"categories":1423},[160],{"categories":1425},[154],{"categories":1427},[157],{"categories":1429},[157],{"categories":1431},[151],{"categories":1433},[],{"categories":1435},[151],{"categories":1437},[157],{"categories":1439},[216],{"categories":1441},[160],{"categories":1443},[178],{"categories":1445},[154],{"categories":1447},[157],{"categories":1449},[160],{"categories":1451},[],{"categories":1453},[157],{"categories":1455},[151],{"categories":1457},[157],{"categories":1459},[],{"categories":1461},[178],{"categories":1463},[157],{"categories":1465},[],{"categories":1467},[154],{"categories":1469},[154],{"categories":1471},[157],{"categories":1473},[],{"categories":1475},[],{"categories":1477},[],{"categories":1479},[157],{"categories":1481},[],{"categories":1483},[315],{"categories":1485},[157],{"categories":1487},[],{"categories":1489},[157],{"categories":1491},[157],{"categories":1493},[157],{"categories":1495},[157,315],{"categories":1497},[157],{"categories":1499},[157],{"categories":1501},[199],{"categories":1503},[160],{"categories":1505},[],{"categories":1507},[160],{"categories":1509},[157],{"categories":1511},[157],{"categories":1513},[157],{"categories":1515},[151],{"categories":1517},[151],{"categories":1519},[209],{"categories":1521},[199],{"categories":1523},[160],{"categories":1525},[],{"categories":1527},[157],{"categories":1529},[178],{"categories":1531},[157],{"categories":1533},[154],{"categories":1535},[],{"categories":1537},[315],{"categories":1539},[199],{"categories":1541},[199],{"categories":1543},[160],{"categories":1545},[178],{"categories":1547},[160],{"categories":1549},[157],{"categories":1551},[],{"categories":1553},[157],{"categories":1555},[],{"categories":1557},[],{"categories":1559},[157],{"categories":1561},[157],{"categories":1563},[157],{"categories":1565},[160],{"categories":1567},[157],{"categories":1569},[],{"categories":1571},[202],{"categories":1573},[160],{"categories":1575},[],{"categories":1577},[],{"categories":1579},[157],{"categories":1581},[178],{"categories":1583},[],{"categories":1585},[199],{"categories":1587},[315],{"categories":1589},[178],{"categories":1591},[209],{"categories":1593},[209],{"categories":1595},[178],{"categories":1597},[178],{"categories":1599},[315],{"categories":1601},[],{"categories":1603},[178],{"categories":1605},[157],{"categories":1607},[151],{"categories":1609},[178],{"categories":1611},[],{"categories":1613},[202],{"categories":1615},[178],{"categories":1617},[209],{"categories":1619},[178],{"categories":1621},[315],{"categories":1623},[157],{"categories":1625},[157],{"categories":1627},[],{"categories":1629},[154],{"categories":1631},[],{"categories":1633},[],{"categories":1635},[157],{"categories":1637},[157],{"categories":1639},[157],{"categories":1641},[157],{"categories":1643},[],{"categories":1645},[202],{"categories":1647},[151],{"categories":1649},[],{"categories":1651},[157],{"categories":1653},[157],{"categories":1655},[315],{"categories":1657},[315],{"categories":1659},[],{"categories":1661},[160],{"categories":1663},[178],{"categories":1665},[178],{"categories":1667},[157],{"categories":1669},[160],{"categories":1671},[],{"categories":1673},[199],{"categories":1675},[157],{"categories":1677},[157],{"categories":1679},[],{"categories":1681},[],{"categories":1683},[315],{"categories":1685},[157],{"categories":1687},[209],{"categories":1689},[154],{"categories":1691},[157],{"categories":1693},[],{"categories":1695},[160],{"categories":1697},[151],{"categories":1699},[151],{"categories":1701},[],{"categories":1703},[157],{"categories":1705},[199],{"categories":1707},[160],{"categories":1709},[],{"categories":1711},[157],{"categories":1713},[157],{"categories":1715},[160],{"categories":1717},[],{"categories":1719},[160],{"categories":1721},[209],{"categories":1723},[],{"categories":1725},[157],{"categories":1727},[],{"categories":1729},[157],{"categories":1731},[],{"categories":1733},[157],{"categories":1735},[157],{"categories":1737},[],{"categories":1739},[157],{"categories":1741},[178],{"categories":1743},[157],{"categories":1745},[157],{"categories":1747},[151],{"categories":1749},[157],{"categories":1751},[178],{"categories":1753},[160],{"categories":1755},[],{"categories":1757},[157],{"categories":1759},[216],{"categories":1761},[],{"categories":1763},[],{"categories":1765},[],{"categories":1767},[151],{"categories":1769},[178],{"categories":1771},[160],{"categories":1773},[157],{"categories":1775},[199],{"categories":1777},[160],{"categories":1779},[],{"categories":1781},[160],{"categories":1783},[],{"categories":1785},[157],{"categories":1787},[160],{"categories":1789},[157],{"categories":1791},[],{"categories":1793},[157],{"categories":1795},[157],{"categories":1797},[178],{"categories":1799},[199],{"categories":1801},[160],{"categories":1803},[199],{"categories":1805},[154],{"categories":1807},[],{"categories":1809},[],{"categories":1811},[157],{"categories":1813},[151],{"categories":1815},[178],{"categories":1817},[],{"categories":1819},[],{"categories":1821},[209],{"categories":1823},[199],{"categories":1825},[],{"categories":1827},[157],{"categories":1829},[],{"categories":1831},[216],{"categories":1833},[157],{"categories":1835},[315],{"categories":1837},[209],{"categories":1839},[],{"categories":1841},[160],{"categories":1843},[157],{"categories":1845},[160],{"categories":1847},[160],{"categories":1849},[157],{"categories":1851},[],{"categories":1853},[151],{"categories":1855},[157],{"categories":1857},[154],{"categories":1859},[209],{"categories":1861},[199],{"categories":1863},[],{"categories":1865},[],{"categories":1867},[],{"categories":1869},[160],{"categories":1871},[199],{"categories":1873},[178],{"categories":1875},[157],{"categories":1877},[178],{"categories":1879},[199],{"categories":1881},[],{"categories":1883},[199],{"categories":1885},[178],{"categories":1887},[154],{"categories":1889},[157],{"categories":1891},[178],{"categories":1893},[216],{"categories":1895},[],{"categories":1897},[],{"categories":1899},[202],{"categories":1901},[157,209],{"categories":1903},[178],{"categories":1905},[157],{"categories":1907},[160],{"categories":1909},[160],{"categories":1911},[157],{"categories":1913},[],{"categories":1915},[209],{"categories":1917},[157],{"categories":1919},[202],{"categories":1921},[160],{"categories":1923},[216],{"categories":1925},[315],{"categories":1927},[],{"categories":1929},[151],{"categories":1931},[160],{"categories":1933},[160],{"categories":1935},[209],{"categories":1937},[157],{"categories":1939},[157],{"categories":1941},[],{"categories":1943},[],{"categories":1945},[],{"categories":1947},[315],{"categories":1949},[178],{"categories":1951},[157],{"categories":1953},[157],{"categories":1955},[157],{"categories":1957},[],{"categories":1959},[202],{"categories":1961},[154],{"categories":1963},[],{"categories":1965},[160],{"categories":1967},[315],{"categories":1969},[],{"categories":1971},[199],{"categories":1973},[199],{"categories":1975},[],{"categories":1977},[209],{"categories":1979},[199],{"categories":1981},[157],{"categories":1983},[],{"categories":1985},[178],{"categories":1987},[157],{"categories":1989},[199],{"categories":1991},[160],{"categories":1993},[178],{"categories":1995},[],{"categories":1997},[160],{"categories":1999},[199],{"categories":2001},[157],{"categories":2003},[],{"categories":2005},[157],{"categories":2007},[157],{"categories":2009},[315],{"categories":2011},[178],{"categories":2013},[202],{"categories":2015},[202],{"categories":2017},[],{"categories":2019},[],{"categories":2021},[],{"categories":2023},[160],{"categories":2025},[209],{"categories":2027},[209],{"categories":2029},[],{"categories":2031},[],{"categories":2033},[157],{"categories":2035},[],{"categories":2037},[160],{"categories":2039},[157],{"categories":2041},[],{"categories":2043},[157],{"categories":2045},[154],{"categories":2047},[157],{"categories":2049},[216],{"categories":2051},[160],{"categories":2053},[157],{"categories":2055},[209],{"categories":2057},[],{"categories":2059},[178],{"categories":2061},[160],{"categories":2063},[],{"categories":2065},[178],{"categories":2067},[160],{"categories":2069},[160],{"categories":2071},[],{"categories":2073},[154],{"categories":2075},[160],{"categories":2077},[],{"categories":2079},[157],{"categories":2081},[151],{"categories":2083},[178],{"categories":2085},[315],{"categories":2087},[160],{"categories":2089},[160],{"categories":2091},[151],{"categories":2093},[],{"categories":2095},[157],{"categories":2097},[],{"categories":2099},[],{"categories":2101},[199],{"categories":2103},[157,154],{"categories":2105},[],{"categories":2107},[151],{"categories":2109},[202],{"categories":2111},[157],{"categories":2113},[209],{"categories":2115},[157],{"categories":2117},[160],{"categories":2119},[157],{"categories":2121},[157],{"categories":2123},[178],{"categories":2125},[160],{"categories":2127},[],{"categories":2129},[],{"categories":2131},[160],{"categories":2133},[157],{"categories":2135},[315],{"categories":2137},[],{"categories":2139},[157],{"categories":2141},[160],{"categories":2143},[],{"categories":2145},[157],{"categories":2147},[216],{"categories":2149},[202],{"categories":2151},[160],{"categories":2153},[157],{"categories":2155},[315],{"categories":2157},[],{"categories":2159},[157],{"categories":2161},[216],{"categories":2163},[199],{"categories":2165},[157],{"categories":2167},[],{"categories":2169},[216],{"categories":2171},[178],{"categories":2173},[157],{"categories":2175},[157],{"categories":2177},[151],{"categories":2179},[],{"categories":2181},[],{"categories":2183},[199],{"categories":2185},[157],{"categories":2187},[202],{"categories":2189},[216],{"categories":2191},[216],{"categories":2193},[178],{"categories":2195},[],{"categories":2197},[],{"categories":2199},[157],{"categories":2201},[],{"categories":2203},[157,209],{"categories":2205},[178],{"categories":2207},[160],{"categories":2209},[209],{"categories":2211},[157],{"categories":2213},[151],{"categories":2215},[],{"categories":2217},[],{"categories":2219},[151],{"categories":2221},[216],{"categories":2223},[157],{"categories":2225},[],{"categories":2227},[199,157],{"categories":2229},[315],{"categories":2231},[151],{"categories":2233},[],{"categories":2235},[154],{"categories":2237},[154],{"categories":2239},[157],{"categories":2241},[209],{"categories":2243},[160],{"categories":2245},[178],{"categories":2247},[216],{"categories":2249},[199],{"categories":2251},[157],{"categories":2253},[157],{"categories":2255},[157],{"categories":2257},[151],{"categories":2259},[157],{"categories":2261},[160],{"categories":2263},[178],{"categories":2265},[],{"categories":2267},[],{"categories":2269},[202],{"categories":2271},[209],{"categories":2273},[157],{"categories":2275},[199],{"categories":2277},[202],{"categories":2279},[157],{"categories":2281},[157],{"categories":2283},[160],{"categories":2285},[160],{"categories":2287},[157,154],{"categories":2289},[],{"categories":2291},[199],{"categories":2293},[],{"categories":2295},[157],{"categories":2297},[178],{"categories":2299},[151],{"categories":2301},[151],{"categories":2303},[160],{"categories":2305},[157],{"categories":2307},[154],{"categories":2309},[209],{"categories":2311},[216],{"categories":2313},[157],{"categories":2315},[],{"categories":2317},[178],{"categories":2319},[157],{"categories":2321},[157],{"categories":2323},[178],{"categories":2325},[209],{"categories":2327},[157],{"categories":2329},[160],{"categories":2331},[178],{"categories":2333},[157],{"categories":2335},[199],{"categories":2337},[157],{"categories":2339},[157],{"categories":2341},[315],{"categories":2343},[163],{"categories":2345},[160],{"categories":2347},[157],{"categories":2349},[178],{"categories":2351},[160],{"categories":2353},[216],{"categories":2355},[157],{"categories":2357},[],{"categories":2359},[157],{"categories":2361},[],{"categories":2363},[],{"categories":2365},[],{"categories":2367},[154],{"categories":2369},[157],{"categories":2371},[160],{"categories":2373},[178],{"categories":2375},[178],{"categories":2377},[178],{"categories":2379},[178],{"categories":2381},[],{"categories":2383},[151],{"categories":2385},[160],{"categories":2387},[178],{"categories":2389},[151],{"categories":2391},[160],{"categories":2393},[157],{"categories":2395},[157,160],{"categories":2397},[160],{"categories":2399},[315],{"categories":2401},[178],{"categories":2403},[178],{"categories":2405},[160],{"categories":2407},[157],{"categories":2409},[],{"categories":2411},[178],{"categories":2413},[216],{"categories":2415},[151],{"categories":2417},[157],{"categories":2419},[157],{"categories":2421},[],{"categories":2423},[209],{"categories":2425},[],{"categories":2427},[151],{"categories":2429},[160],{"categories":2431},[178],{"categories":2433},[157],{"categories":2435},[178],{"categories":2437},[151],{"categories":2439},[178],{"categories":2441},[178],{"categories":2443},[],{"categories":2445},[154],{"categories":2447},[160],{"categories":2449},[178],{"categories":2451},[178],{"categories":2453},[178],{"categories":2455},[178],{"categories":2457},[178],{"categories":2459},[178],{"categories":2461},[178],{"categories":2463},[178],{"categories":2465},[178],{"categories":2467},[178],{"categories":2469},[202],{"categories":2471},[151],{"categories":2473},[157],{"categories":2475},[157],{"categories":2477},[],{"categories":2479},[157,151],{"categories":2481},[],{"categories":2483},[160],{"categories":2485},[178],{"categories":2487},[160],{"categories":2489},[157],{"categories":2491},[157],{"categories":2493},[157],{"categories":2495},[157],{"categories":2497},[157],{"categories":2499},[160],{"categories":2501},[154],{"categories":2503},[199],{"categories":2505},[178],{"categories":2507},[157],{"categories":2509},[],{"categories":2511},[],{"categories":2513},[160],{"categories":2515},[199],{"categories":2517},[157],{"categories":2519},[],{"categories":2521},[],{"categories":2523},[216],{"categories":2525},[157],{"categories":2527},[],{"categories":2529},[],{"categories":2531},[151],{"categories":2533},[154],{"categories":2535},[157],{"categories":2537},[154],{"categories":2539},[199],{"categories":2541},[],{"categories":2543},[178],{"categories":2545},[],{"categories":2547},[199],{"categories":2549},[157],{"categories":2551},[216],{"categories":2553},[],{"categories":2555},[216],{"categories":2557},[],{"categories":2559},[],{"categories":2561},[160],{"categories":2563},[],{"categories":2565},[154],{"categories":2567},[151],{"categories":2569},[199],{"categories":2571},[209],{"categories":2573},[],{"categories":2575},[],{"categories":2577},[157],{"categories":2579},[151],{"categories":2581},[216],{"categories":2583},[],{"categories":2585},[160],{"categories":2587},[160],{"categories":2589},[178],{"categories":2591},[157],{"categories":2593},[160],{"categories":2595},[157],{"categories":2597},[160],{"categories":2599},[157],{"categories":2601},[163],{"categories":2603},[178],{"categories":2605},[],{"categories":2607},[216],{"categories":2609},[],{"categories":2611},[209],{"categories":2613},[160],{"categories":2615},[],{"categories":2617},[157],{"categories":2619},[160],{"categories":2621},[154],{"categories":2623},[151],{"categories":2625},[157],{"categories":2627},[199],{"categories":2629},[209],{"categories":2631},[209],{"categories":2633},[157],{"categories":2635},[202],{"categories":2637},[157],{"categories":2639},[160],{"categories":2641},[154],{"categories":2643},[160],{"categories":2645},[157],{"categories":2647},[157],{"categories":2649},[160],{"categories":2651},[178],{"categories":2653},[],{"categories":2655},[151],{"categories":2657},[157],{"categories":2659},[160],{"categories":2661},[157],{"categories":2663},[157],{"categories":2665},[],{"categories":2667},[199],{"categories":2669},[154],{"categories":2671},[178],{"categories":2673},[157],{"categories":2675},[157],{"categories":2677},[199],{"categories":2679},[216],{"categories":2681},[202],{"categories":2683},[157],{"categories":2685},[178],{"categories":2687},[157],{"categories":2689},[160],{"categories":2691},[315],{"categories":2693},[157],{"categories":2695},[160],{"categories":2697},[202],{"categories":2699},[],{"categories":2701},[160],{"categories":2703},[209],{"categories":2705},[199],{"categories":2707},[157],{"categories":2709},[151],{"categories":2711},[154],{"categories":2713},[209],{"categories":2715},[157],{"categories":2717},[],{"categories":2719},[160],{"categories":2721},[157],{"categories":2723},[],{"categories":2725},[178],{"categories":2727},[],{"categories":2729},[178],{"categories":2731},[157],{"categories":2733},[160],{"categories":2735},[160],{"categories":2737},[160],{"categories":2739},[],{"categories":2741},[],{"categories":2743},[157],{"categories":2745},[157],{"categories":2747},[],{"categories":2749},[199],{"categories":2751},[160],{"categories":2753},[216],{"categories":2755},[151],{"categories":2757},[],{"categories":2759},[],{"categories":2761},[178],{"categories":2763},[209],{"categories":2765},[157],{"categories":2767},[157],{"categories":2769},[157],{"categories":2771},[209],{"categories":2773},[178],{"categories":2775},[199],{"categories":2777},[157],{"categories":2779},[157],{"categories":2781},[157],{"categories":2783},[178],{"categories":2785},[157],{"categories":2787},[178],{"categories":2789},[178],{"categories":2791},[160],{"categories":2793},[160],{"categories":2795},[209],{"categories":2797},[178],{"categories":2799},[160],{"categories":2801},[157],{"categories":2803},[209],{"categories":2805},[199],{"categories":2807},[],{"categories":2809},[160],{"categories":2811},[],{"categories":2813},[],{"categories":2815},[],{"categories":2817},[154],{"categories":2819},[157],{"categories":2821},[160],{"categories":2823},[151],{"categories":2825},[160],{"categories":2827},[216],{"categories":2829},[],{"categories":2831},[160],{"categories":2833},[],{"categories":2835},[151],{"categories":2837},[160],{"categories":2839},[],{"categories":2841},[160],{"categories":2843},[157],{"categories":2845},[178],{"categories":2847},[157],{"categories":2849},[160],{"categories":2851},[178],{"categories":2853},[160],{"categories":2855},[209],{"categories":2857},[199],{"categories":2859},[151],{"categories":2861},[],{"categories":2863},[160],{"categories":2865},[199],{"categories":2867},[315],{"categories":2869},[178],{"categories":2871},[157],{"categories":2873},[199],{"categories":2875},[151],{"categories":2877},[],{"categories":2879},[160],{"categories":2881},[160],{"categories":2883},[157],{"categories":2885},[],{"categories":2887},[160],{"categories":2889},[163],{"categories":2891},[178],{"categories":2893},[160],{"categories":2895},[154],{"categories":2897},[],{"categories":2899},[157],{"categories":2901},[163],{"categories":2903},[157],{"categories":2905},[160],{"categories":2907},[178],{"categories":2909},[151],{"categories":2911},[315],{"categories":2913},[157],{"categories":2915},[157],{"categories":2917},[157],{"categories":2919},[178],{"categories":2921},[154],{"categories":2923},[157],{"categories":2925},[199],{"categories":2927},[178],{"categories":2929},[315],{"categories":2931},[157],{"categories":2933},[],{"categories":2935},[],{"categories":2937},[315],{"categories":2939},[202],{"categories":2941},[160],{"categories":2943},[160],{"categories":2945},[178],{"categories":2947},[157],{"categories":2949},[151],{"categories":2951},[199],{"categories":2953},[160],{"categories":2955},[157],{"categories":2957},[216],{"categories":2959},[157],{"categories":2961},[160],{"categories":2963},[],{"categories":2965},[157],{"categories":2967},[157],{"categories":2969},[178],{"categories":2971},[151],{"categories":2973},[],{"categories":2975},[157],{"categories":2977},[157],{"categories":2979},[209],{"categories":2981},[199],{"categories":2983},[157,160],{"categories":2985},[216,154],{"categories":2987},[157],{"categories":2989},[],{"categories":2991},[160],{"categories":2993},[],{"categories":2995},[209],{"categories":2997},[],{"categories":2999},[157],{"categories":3001},[178],{"categories":3003},[],{"categories":3005},[160],{"categories":3007},[],{"categories":3009},[199],{"categories":3011},[160],{"categories":3013},[151],{"categories":3015},[160],{"categories":3017},[157],{"categories":3019},[315],{"categories":3021},[216],{"categories":3023},[154],{"categories":3025},[154],{"categories":3027},[151],{"categories":3029},[151],{"categories":3031},[157],{"categories":3033},[160],{"categories":3035},[157],{"categories":3037},[157],{"categories":3039},[151],{"categories":3041},[157],{"categories":3043},[216],{"categories":3045},[178],{"categories":3047},[157],{"categories":3049},[160],{"categories":3051},[157],{"categories":3053},[],{"categories":3055},[209],{"categories":3057},[],{"categories":3059},[160],{"categories":3061},[151],{"categories":3063},[],{"categories":3065},[315],{"categories":3067},[157],{"categories":3069},[],{"categories":3071},[178],{"categories":3073},[160],{"categories":3075},[209],{"categories":3077},[157],{"categories":3079},[160],{"categories":3081},[209],{"categories":3083},[160],{"categories":3085},[178],{"categories":3087},[151],{"categories":3089},[178],{"categories":3091},[209],{"categories":3093},[157],{"categories":3095},[199],{"categories":3097},[157],{"categories":3099},[157],{"categories":3101},[157],{"categories":3103},[157],{"categories":3105},[160],{"categories":3107},[157],{"categories":3109},[160],{"categories":3111},[157],{"categories":3113},[151],{"categories":3115},[157],{"categories":3117},[160],{"categories":3119},[199],{"categories":3121},[151],{"categories":3123},[160],{"categories":3125},[199],{"categories":3127},[],{"categories":3129},[157],{"categories":3131},[157],{"categories":3133},[209],{"categories":3135},[],{"categories":3137},[160],{"categories":3139},[216],{"categories":3141},[157],{"categories":3143},[178],{"categories":3145},[216],{"categories":3147},[160],{"categories":3149},[154],{"categories":3151},[154],{"categories":3153},[157],{"categories":3155},[151],{"categories":3157},[],{"categories":3159},[157],{"categories":3161},[],{"categories":3163},[151],{"categories":3165},[157],{"categories":3167},[160],{"categories":3169},[160],{"categories":3171},[],{"categories":3173},[209],{"categories":3175},[209],{"categories":3177},[216],{"categories":3179},[199],{"categories":3181},[],{"categories":3183},[157],{"categories":3185},[151],{"categories":3187},[157],{"categories":3189},[209],{"categories":3191},[151],{"categories":3193},[178],{"categories":3195},[178],{"categories":3197},[],{"categories":3199},[178],{"categories":3201},[160],{"categories":3203},[199],{"categories":3205},[202],{"categories":3207},[157],{"categories":3209},[],{"categories":3211},[178],{"categories":3213},[209],{"categories":3215},[154],{"categories":3217},[157],{"categories":3219},[151],{"categories":3221},[315],{"categories":3223},[151],{"categories":3225},[],{"categories":3227},[],{"categories":3229},[178],{"categories":3231},[],{"categories":3233},[160],{"categories":3235},[160],{"categories":3237},[160],{"categories":3239},[],{"categories":3241},[157],{"categories":3243},[],{"categories":3245},[178],{"categories":3247},[151],{"categories":3249},[199],{"categories":3251},[157],{"categories":3253},[178],{"categories":3255},[178],{"categories":3257},[],{"categories":3259},[178],{"categories":3261},[151],{"categories":3263},[157],{"categories":3265},[],{"categories":3267},[160],{"categories":3269},[160],{"categories":3271},[151],{"categories":3273},[],{"categories":3275},[],{"categories":3277},[],{"categories":3279},[199],{"categories":3281},[160],{"categories":3283},[157],{"categories":3285},[],{"categories":3287},[],{"categories":3289},[],{"categories":3291},[199],{"categories":3293},[],{"categories":3295},[151],{"categories":3297},[],{"categories":3299},[],{"categories":3301},[199],{"categories":3303},[157],{"categories":3305},[178],{"categories":3307},[],{"categories":3309},[216],{"categories":3311},[178],{"categories":3313},[216],{"categories":3315},[157],{"categories":3317},[],{"categories":3319},[],{"categories":3321},[160],{"categories":3323},[],{"categories":3325},[],{"categories":3327},[160],{"categories":3329},[157],{"categories":3331},[],{"categories":3333},[160],{"categories":3335},[178],{"categories":3337},[216],{"categories":3339},[202],{"categories":3341},[160],{"categories":3343},[160],{"categories":3345},[],{"categories":3347},[],{"categories":3349},[],{"categories":3351},[178],{"categories":3353},[],{"categories":3355},[],{"categories":3357},[199],{"categories":3359},[151],{"categories":3361},[],{"categories":3363},[154],{"categories":3365},[216],{"categories":3367},[157],{"categories":3369},[209],{"categories":3371},[151],{"categories":3373},[202],{"categories":3375},[154],{"categories":3377},[209],{"categories":3379},[],{"categories":3381},[],{"categories":3383},[160],{"categories":3385},[151],{"categories":3387},[199],{"categories":3389},[151],{"categories":3391},[160],{"categories":3393},[315],{"categories":3395},[157],{"categories":3397},[151],{"categories":3399},[160],{"categories":3401},[],{"categories":3403},[157],{"categories":3405},[178],{"categories":3407},[209],{"categories":3409},[],{"categories":3411},[199],{"categories":3413},[178],{"categories":3415},[151],{"categories":3417},[160],{"categories":3419},[157],{"categories":3421},[154],{"categories":3423},[160,315],{"categories":3425},[160],{"categories":3427},[209],{"categories":3429},[157],{"categories":3431},[202],{"categories":3433},[216],{"categories":3435},[160],{"categories":3437},[],{"categories":3439},[160],{"categories":3441},[157],{"categories":3443},[154],{"categories":3445},[],{"categories":3447},[],{"categories":3449},[157],{"categories":3451},[202],{"categories":3453},[157],{"categories":3455},[],{"categories":3457},[178],{"categories":3459},[],{"categories":3461},[178],{"categories":3463},[209],{"categories":3465},[160],{"categories":3467},[157],{"categories":3469},[216],{"categories":3471},[209],{"categories":3473},[],{"categories":3475},[178],{"categories":3477},[157],{"categories":3479},[],{"categories":3481},[157],{"categories":3483},[160],{"categories":3485},[157],{"categories":3487},[160],{"categories":3489},[157],{"categories":3491},[157],{"categories":3493},[157],{"categories":3495},[157],{"categories":3497},[154],{"categories":3499},[],{"categories":3501},[163],{"categories":3503},[178],{"categories":3505},[157],{"categories":3507},[],{"categories":3509},[209],{"categories":3511},[157],{"categories":3513},[157],{"categories":3515},[160],{"categories":3517},[178],{"categories":3519},[157],{"categories":3521},[157],{"categories":3523},[154],{"categories":3525},[160],{"categories":3527},[199],{"categories":3529},[],{"categories":3531},[202],{"categories":3533},[157],{"categories":3535},[],{"categories":3537},[178],{"categories":3539},[216],{"categories":3541},[],{"categories":3543},[],{"categories":3545},[178],{"categories":3547},[178],{"categories":3549},[216],{"categories":3551},[151],{"categories":3553},[160],{"categories":3555},[160],{"categories":3557},[157],{"categories":3559},[154],{"categories":3561},[],{"categories":3563},[],{"categories":3565},[178],{"categories":3567},[202],{"categories":3569},[209],{"categories":3571},[160],{"categories":3573},[199],{"categories":3575},[202],{"categories":3577},[202],{"categories":3579},[],{"categories":3581},[178],{"categories":3583},[157],{"categories":3585},[157],{"categories":3587},[209],{"categories":3589},[],{"categories":3591},[178],{"categories":3593},[178],{"categories":3595},[178],{"categories":3597},[],{"categories":3599},[160],{"categories":3601},[157],{"categories":3603},[],{"categories":3605},[151],{"categories":3607},[154],{"categories":3609},[],{"categories":3611},[157],{"categories":3613},[157],{"categories":3615},[],{"categories":3617},[209],{"categories":3619},[],{"categories":3621},[],{"categories":3623},[],{"categories":3625},[],{"categories":3627},[157],{"categories":3629},[178],{"categories":3631},[],{"categories":3633},[],{"categories":3635},[157],{"categories":3637},[157],{"categories":3639},[157],{"categories":3641},[202],{"categories":3643},[157],{"categories":3645},[202],{"categories":3647},[],{"categories":3649},[202],{"categories":3651},[202],{"categories":3653},[315],{"categories":3655},[160],{"categories":3657},[209],{"categories":3659},[],{"categories":3661},[],{"categories":3663},[202],{"categories":3665},[209],{"categories":3667},[209],{"categories":3669},[209],{"categories":3671},[],{"categories":3673},[151],{"categories":3675},[209],{"categories":3677},[209],{"categories":3679},[151],{"categories":3681},[209],{"categories":3683},[154],{"categories":3685},[209],{"categories":3687},[209],{"categories":3689},[209],{"categories":3691},[202],{"categories":3693},[178],{"categories":3695},[178],{"categories":3697},[157],{"categories":3699},[209],{"categories":3701},[202],{"categories":3703},[315],{"categories":3705},[202],{"categories":3707},[202],{"categories":3709},[202],{"categories":3711},[],{"categories":3713},[154],{"categories":3715},[],{"categories":3717},[315],{"categories":3719},[209],{"categories":3721},[209],{"categories":3723},[209],{"categories":3725},[160],{"categories":3727},[178,154],{"categories":3729},[202],{"categories":3731},[],{"categories":3733},[],{"categories":3735},[202],{"categories":3737},[],{"categories":3739},[202],{"categories":3741},[178],{"categories":3743},[160],{"categories":3745},[],{"categories":3747},[209],{"categories":3749},[157],{"categories":3751},[199],{"categories":3753},[],{"categories":3755},[157],{"categories":3757},[],{"categories":3759},[178],{"categories":3761},[151],{"categories":3763},[202],{"categories":3765},[],{"categories":3767},[209],{"categories":3769},[178],[3771,3850,3939,4007],{"id":3772,"title":3773,"ai":3774,"body":3779,"categories":3816,"created_at":104,"date_modified":104,"description":97,"extension":105,"faq":104,"featured":106,"kicker_label":104,"meta":3817,"navigation":128,"path":3835,"published_at":3836,"question":104,"scraped_at":3837,"seo":3838,"sitemap":3839,"source_id":3840,"source_name":3841,"source_type":136,"source_url":3842,"stem":3843,"tags":3844,"thumbnail_url":3845,"tldr":3846,"tweet":3847,"unknown_tags":3848,"__hash__":3849},"summaries\u002Fsummaries\u002Ff17b97307e63982c-coding-agents-target-all-computer-work-beyond-devs-summary.md","Coding Agents Target All Computer Work Beyond Devs",{"provider":7,"model":8,"input_tokens":3775,"output_tokens":3776,"processing_time_ms":3777,"cost_usd":3778},5282,1673,26574,0.00187025,{"type":14,"value":3780,"toc":3811},[3781,3785,3788,3791,3795,3798,3801,3805,3808],[17,3782,3784],{"id":3783},"code-unlocks-automation-for-non-coders","Code Unlocks Automation for Non-Coders",[22,3786,3787],{},"AI companies like OpenAI and Anthropic treat coding agents—Codex, Claude Code—as gateways to broader computer control because most tasks reduce to code or command-line operations. In Codex, switch modes to generate images via GPTImage1 (or GPTImage2), run data analytics on sales data, or start chat sessions without coding knowledge. This works since developers know code underpins these actions, but non-devs (the larger market) don't need to. Result: Automate Excel crunching, Word editing, or PDF handling via natural language prompts, bypassing manual interfaces.",[22,3789,3790],{},"OpenAI's 'computer use' feature (unavailable in EU) lets Codex control any desktop app directly, handling UIs not accessible via code alone. Anthropic's Claude desktop app mirrors this: CLI for Claude Code (dev-focused), chat for general use, and Cowork mode optimized for non-coding tasks like document work. Trade-off: Non-devs gain speed on repetitive tasks, but outputs require verification to avoid errors, similar to dev code reviews.",[17,3792,3794],{"id":3793},"contrasting-paths-to-super-apps","Contrasting Paths to Super Apps",[22,3796,3797],{},"OpenAI pushes a single 'super app' in Codex: One interface toggles coding\u002Fnon-coding modes, blending image gen, analytics, and app control. Set 'work mode' for non-tech users to hide code complexity. Anthropic splits: Claude Code CLI\u002Fapp for devs, separate Cowork for others. Both capture white-collar work (Excel\u002FWord\u002FPDF users) over devs, who are just pioneers.",[22,3799,3800],{},"Third-party tools like PyAgent (open-source) extend this: Primarily coding but usable for any CLI-accessible task, e.g., Excel\u002FPDF manipulation. Outcome: Devs multiply productivity; non-devs automate 80% of desk work, shrinking the dev market share for these firms.",[17,3802,3804],{"id":3803},"evolving-developer-role-amid-risks","Evolving Developer Role Amid Risks",[22,3806,3807],{},"Coding isn't 'solved'—AI introduces bugs, bloat, errors needing human oversight. Devs must master these (e.g., via targeted courses on Claude Code\u002FCodex\u002FCowork) to stay ahead as roles shift to agent orchestration. For all users, laziness is the pitfall: Blind trust skips checks, amplifying mistakes in outputs like Excel sheets.",[22,3809,3810],{},"OpenAI's unified app risks confusing non-devs with visible code elements; Anthropic's split may fragment UX. Test in production: Use Codex for image\u002Fdata tasks to cut manual time 10x, but always audit. Devs evolve from writers to verifiers\u002Fsupervisors, targeting the full work pie.",{"title":97,"searchDepth":98,"depth":98,"links":3812},[3813,3814,3815],{"id":3783,"depth":98,"text":3784},{"id":3793,"depth":98,"text":3794},{"id":3803,"depth":98,"text":3804},[157],{"content_references":3818,"triage":3831},[3819,3821,3825,3828],{"type":121,"title":3820,"context":113},"PyAgent",{"type":110,"title":3822,"url":3823,"context":3824},"Claude Cowork: The Practical Guide","https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-cowork-the-practical-guide","recommended",{"type":110,"title":3826,"url":3827,"context":3824},"Claude Code: The Practical Guide","https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-code-the-practical-guide",{"type":110,"title":3829,"url":3830,"context":3824},"Codex: The Practical Guide","https:\u002F\u002Facademind.com\u002Fcourses\u002Fcodex-the-practical-guide",{"relevance":3832,"novelty":3832,"quality":125,"actionability":98,"composite":3833,"reasoning":3834},3,3.05,"Category: AI Automation. The article discusses how AI tools like Codex and Claude are expanding automation capabilities beyond coding, which is relevant to the audience interested in AI-powered product development. However, while it presents some new insights on the evolution of these tools, it lacks specific actionable steps for implementation.","\u002Fsummaries\u002Ff17b97307e63982c-coding-agents-target-all-computer-work-beyond-devs-summary","2026-05-14 12:00:34","2026-05-14 15:00:28",{"title":3773,"description":97},{"loc":3835},"f17b97307e63982c","Maximilian Schwarzmuller","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=nLgmTis9uM0","summaries\u002Ff17b97307e63982c-coding-agents-target-all-computer-work-beyond-devs-summary",[140,141,142],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FnLgmTis9uM0\u002Fhqdefault.jpg","OpenAI's Codex and Anthropic's Claude tools expand from code to automate Excel, PDFs, images, and app control, aiming at white-collar workers while devs remain early adopters.","Creator speculates that OpenAI's Codex and Anthropic's Claude Code\u002FCowork are evolving into general desktop agents for non-coding tasks like data analysis and app control, while plugging paid courses on using them: [Claude Cowork](https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-cowork-the-practical-guide), [Claude Code](https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-code-the-practical-guide), [Codex](https:\u002F\u002Facademind.com\u002Fcourses\u002Fcodex-the-practical-guide).",[142],"DkIoZNnhq3diVdj2Xn7-m73Wz3dqJfLS9IQeXxcdkWo",{"id":3851,"title":3852,"ai":3853,"body":3858,"categories":3906,"created_at":104,"date_modified":104,"description":97,"extension":105,"faq":104,"featured":106,"kicker_label":104,"meta":3907,"navigation":128,"path":3925,"published_at":3926,"question":104,"scraped_at":3927,"seo":3928,"sitemap":3929,"source_id":3930,"source_name":3931,"source_type":3932,"source_url":3933,"stem":3934,"tags":3935,"thumbnail_url":104,"tldr":3936,"tweet":104,"unknown_tags":3937,"__hash__":3938},"summaries\u002Fsummaries\u002F0b9fa40b6f494a7b-local-sovereign-memory-outshines-cloud-for-ai-agen-summary.md","Local Sovereign Memory Outshines Cloud for AI Agents",{"provider":7,"model":8,"input_tokens":3854,"output_tokens":3855,"processing_time_ms":3856,"cost_usd":3857},8793,1908,26488,0.00220575,{"type":14,"value":3859,"toc":3901},[3860,3864,3867,3870,3874,3877,3884,3888,3891,3894],[17,3861,3863],{"id":3862},"cloud-embeddings-lock-you-in-sovereign-keeps-you-free","Cloud Embeddings Lock You In, Sovereign Keeps You Free",[22,3865,3866],{},"Cloud memory services like Pinecone, Mem0 cloud, and Supermemory offer zero-ops scaling to billions of vectors and managed compliance (SOC2, HIPAA), but force all data egress, incur per-query costs that compound at scale, add 100-400ms network latency, and trap intelligence in proprietary formats. Sovereign alternatives (local SQLite\u002FDuckDB) deliver sub-10ms recall offline, flat pricing (e.g., VEKTOR's $9\u002Fmo unlimited), and true ownership—no lock-in means your agent's months of memories migrate freely. The market's $7.84B in 2025 growing to $52.62B by 2030 (46.3% CAGR) amplifies this: Gartner forecasts 40% of enterprise apps embedding agents by 2026, making memory sovereignty essential to avoid restarting intelligence post-migration or shutdown.",[22,3868,3869],{},"Full-context hacks like LangChain buffer fail production: ECAI 2025 benchmark (arXiv:2504.19413) shows 9.87s median latency, 17.12s p95, and 14x token costs vs. selective retrieval. Vector DBs (Pinecone, Weaviate, Qdrant) excel at storage but lack curation—conflicts accumulate without native deduplication or lifecycle management.",[17,3871,3873],{"id":3872},"sovereign-tools-solve-all-four-memory-dimensions","Sovereign Tools Solve All Four Memory Dimensions",[22,3875,3876],{},"Real memory stacks handle storage\u002Findexing, curation (dedup\u002Fcontradictions), retrieval (semantic\u002Ftemporal precision), and lifecycle (consolidation\u002Fforgetting). Letta (MemGPT) tiers core\u002Frecall\u002Farchival memories for 3.4x long-horizon gains (MemGPT paper), self-hosts sovereignly, but adds ops complexity without native MCP servers. Cognee builds entity-deduplicated knowledge graphs for richer reasoning, prioritizing local setups. Zep adds temporal decay—recent memories outweigh old ones semantically. Mem0 leads user personalization with cloud-first dedup but offers OSS self-host escape.",[22,3878,3879,3880,3883],{},"VEKTOR maximizes sovereign impact: Local SQLite yields 8ms avg\u002F50ms p95 recall. AUDN curation (ADD new info, UPDATE superseding facts, DELETE invalids, NO_OP duplicates) prevents contradictions at write-time. REM consolidation idles to compress 50 fragments into 3 insights. Four-layer graph (semantic cosine, causal chains, temporal order, entity co-occurrence) boosts recall precision to 97.3%—e.g., ",[29,3881,3882],{},"memory.recall(\"Q3 strategy\")"," prioritizes project-tied, recent causal matches over pure similarity. Native MCP for Claude Desktop\u002FCursor\u002FVS Code, Node.js\u002FTS focus. Trade-offs: no Python\u002Fmulti-user\u002Fbrowser ext yet.",[17,3885,3887],{"id":3886},"vex-and-vek-sync-break-cloud-dependencies","Vex and Vek-Sync Break Cloud Dependencies",[22,3889,3890],{},"Cloud lock-in kills portability—Pinecone vectors don't import to Weaviate. Vex (github.com\u002FVektor-Memory\u002FVex) migrates between Pinecone\u002FWeaviate\u002FQdrant\u002FChroma\u002FMilvus\u002FVEKTOR, preserving metadata\u002Fnamespaces\u002Frelations, enabling cloud-to-sovereign shifts post-validation.",[22,3892,3893],{},"MCP fragmentation (Claude\u002FCursor\u002FWindsurf\u002FVS Code\u002FCline) demands manual configs. Vek-Sync (github.com\u002FVektor-Memory\u002FVek-Sync) syncs from one versioned source, treating MCP as infrastructure—like .env for AI editors.",[22,3895,3896,3900],{},[3897,3898,3899],"strong",{},"Decision rule:"," Prototype on cloud (Mem0\u002FSupermemory for MCP ease), migrate via Vex to sovereign (VEKTOR\u002FLetta) for production. Sovereign scores: VEKTOR 10\u002F10, Letta\u002FCognee\u002FQdrant 7\u002F10, Mem0 3\u002F10, Pinecone 1\u002F10.",{"title":97,"searchDepth":98,"depth":98,"links":3902},[3903,3904,3905],{"id":3862,"depth":98,"text":3863},{"id":3872,"depth":98,"text":3873},{"id":3886,"depth":98,"text":3887},[157],{"content_references":3908,"triage":3922},[3909,3914,3916,3919],{"type":3910,"title":3911,"url":3912,"context":3913},"paper","ECAI 2025 benchmark","arXiv:2504.19413","cited",{"type":3910,"title":3915,"context":3913},"MemGPT paper",{"type":121,"title":3917,"url":3918,"context":3824},"Vex","https:\u002F\u002Fgithub.com\u002FVektor-Memory\u002FVex",{"type":121,"title":3920,"url":3921,"context":3824},"Vek-Sync","https:\u002F\u002Fgithub.com\u002FVektor-Memory\u002FVek-Sync",{"relevance":124,"novelty":125,"quality":125,"actionability":125,"composite":3923,"reasoning":3924},4.35,"Category: AI Automation. The article provides a detailed comparison between cloud and local sovereign memory for AI agents, addressing a specific pain point regarding vendor lock-in and performance. It offers actionable insights on memory management strategies and tools like VEKTOR and MemGPT, which can be directly applied by product builders.","\u002Fsummaries\u002F0b9fa40b6f494a7b-local-sovereign-memory-outshines-cloud-for-ai-agen-summary","2026-05-09 12:37:07","2026-05-09 15:36:51",{"title":3852,"description":97},{"loc":3925},"0b9fa40b6f494a7b","Towards AI","article","https:\u002F\u002Fpub.towardsai.net\u002Fcloud-embeddings-vs-local-sovereign-memory-ai-agent-memory-layer-compared-2026-21461bf8a4aa?source=rss----98111c9905da---4","summaries\u002F0b9fa40b6f494a7b-local-sovereign-memory-outshines-cloud-for-ai-agen-summary",[140,141,142],"AI agent memory splits into cloud (fast setup, lock-in risks) vs. local sovereign (zero egress, flat costs, full ownership). Sovereign wins long-term with sub-10ms recall and no vendor dependency, as in VEKTOR's 8ms graph-based system.",[142],"__LVBx_ARCxaz-ZzlHT4QoT5yVZxpynZymNNc8sAqD8",{"id":3940,"title":3941,"ai":3942,"body":3947,"categories":3978,"created_at":104,"date_modified":104,"description":97,"extension":105,"faq":104,"featured":106,"kicker_label":104,"meta":3979,"navigation":128,"path":3993,"published_at":3994,"question":104,"scraped_at":3995,"seo":3996,"sitemap":3997,"source_id":3998,"source_name":3999,"source_type":3932,"source_url":4000,"stem":4001,"tags":4002,"thumbnail_url":104,"tldr":4003,"tweet":4004,"unknown_tags":4005,"__hash__":4006},"summaries\u002Fsummaries\u002F57196811b5e73d47-pair-openclaw-hermes-to-halve-ai-costs-summary.md","Pair OpenClaw + Hermes to Halve AI Costs",{"provider":7,"model":8,"input_tokens":3943,"output_tokens":3944,"processing_time_ms":3945,"cost_usd":3946},6732,1817,26337,0.00174805,{"type":14,"value":3948,"toc":3973},[3949,3953,3956,3959,3963,3966,3970],[17,3950,3952],{"id":3951},"match-agent-strengths-to-tasks-for-massive-savings","Match Agent Strengths to Tasks for Massive Savings",[22,3954,3955],{},"Single agents force premium models like Opus ($75+\u002Fmil tokens) on all tasks, inflating bills and creating bottlenecks—one failure halts everything. Dual agents fix this: OpenClaw excels as a stable workhorse for complex, long tasks via daily updates and integrations (Gmail, Slack, Notion, Calendar); pair it with Opus 4.7 (upgrade from 4.6 yields real performance jumps) for client-facing work, multi-step reasoning, or high-stakes output. Hermes shines as a lightweight specialist: token-efficient, self-improving (auto-writes skills for repeat tasks), cron-ready, runs on cheap\u002Flocal models (e.g., Sonnet 4.6). Route high-stakes to OpenClaw (proposals, competitive research); volume\u002Frepeatable to Hermes (summaries, quick research, content repurposing, scheduled jobs). Result: parallel processing, backups, and 50% bill cut by avoiding Opus on low-intelligence needs—labs like OpenAI\u002FAnthropic validate this via cross-tool integrations (e.g., OpenAI plugin in Claude Code for mutual error-checking).",[22,3957,3958],{},"Adopt the \"Does this need Opus?\" habit: For client follow-ups, proposals, or error-costly tasks, use OpenClaw (worth every token). For transcripts, web searches, note cleanups, Slack drafts, or morning summaries, Hermes delivers identical (often faster) output at fraction of cost. Internalize this to exponentially drop spend without guilt.",[17,3960,3962],{"id":3961},"plan-execute-review-workflow-delivers-opus-quality-cheaply","Plan-Execute-Review Workflow Delivers Opus Quality Cheaply",[22,3964,3965],{},"Split token-heavy builds: OpenClaw plans (Opus thinks hard—good plans prevent 15 bad executions); Hermes executes on cheap model; OpenClaw reviews (catches misses like edge cases, missing fields). Demo: Prompt OpenClaw to plan HTML\u002FTailwind sponsor deal tracker (pull real deals from list, flag stuck ones, stages\u002Fcolumns\u002Fstatus logic)—outputs detailed spec in ~2min. Paste to Hermes (\"Build this plan\"): generates full page with real names, badges, values, dates, red flags. Review in OpenClaw flags 2-3 issues (e.g., blast contact visibility, status rendering). Total: 2min build, Opus strategy\u002FQA, cheap execution—same quality, fraction cost. V2: Wire Gmail for auto-triage\u002Fupdates.",[17,3967,3969],{"id":3968},"shared-workspace-unifies-agents-for-collective-improvement","Shared Workspace Unifies Agents for Collective Improvement",[22,3971,3972],{},"Use one Notion workspace (or ClickUp, Obsidian, Google Drive): OpenClaw folder (its logs\u002Fdecisions), Hermes folder (its logs), shared folder (cross-learnings: fixed mistakes, task decisions, client context). Agents read shared first, write to it post-task—Hermes video repurposing trick informs OpenClaw; OpenClaw proposal structure aids Hermes. Prevents silos\u002Frepeated errors; agents evolve together. Full 4-part setup: (1) Split heavy\u002Fvolume tasks; (2) Plan (OpenClaw)-Execute (Hermes)-Review (OpenClaw); (3) Delegate via \"needs Opus?\"; (4) Shared memory.",{"title":97,"searchDepth":98,"depth":98,"links":3974},[3975,3976,3977],{"id":3951,"depth":98,"text":3952},{"id":3961,"depth":98,"text":3962},{"id":3968,"depth":98,"text":3969},[160],{"content_references":3980,"triage":3991},[3981,3983,3985,3988],{"type":121,"title":3982,"context":3824},"OpenClaw",{"type":121,"title":3984,"context":3824},"Hermes",{"type":121,"title":3986,"url":3987,"context":113},"salesdone.ai","https:\u002F\u002Fsalesdone.ai",{"type":110,"title":3989,"url":3990,"context":113},"Systems to Scale Skool Community","https:\u002F\u002Fwww.skool.com\u002Fsystems-to-scale-9517\u002Fabout",{"relevance":124,"novelty":125,"quality":125,"actionability":124,"composite":126,"reasoning":3992},"Category: AI Automation. The article provides a practical framework for using dual agents, OpenClaw and Hermes, to optimize AI costs and improve efficiency, addressing a specific pain point of cost management in AI deployment. It offers actionable steps for implementing this strategy, such as adopting the 'Does this need Opus?' habit to evaluate task requirements.","\u002Fsummaries\u002F57196811b5e73d47-pair-openclaw-hermes-to-halve-ai-costs-summary","2026-05-08 13:45:03","2026-05-09 15:10:58",{"title":3941,"description":97},{"loc":3993},"af392afcadc44f1c","Nick Puru | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=qk0yiCS2nv0","summaries\u002F57196811b5e73d47-pair-openclaw-hermes-to-halve-ai-costs-summary",[140,141,142],"Run OpenClaw on Opus for high-stakes planning\u002Freview and Hermes on cheap models for execution\u002Fvolume tasks in a shared workspace—delivers Opus-quality output at 50% lower cost via parallel work and task matching.","Explains routing tasks between [OpenClaw](https:\u002F\u002Fsalesdone.ai) on Opus for high-stakes planning\u002Freview and Hermes on cheap models for routine execution, with a live demo building an HTML sponsor deal tracker via plan-execute-review. Builds to shared workspaces and task triage habits for cost savings.",[142],"q5_cPQ9LI-UB83daecEPGZ7YVoHyfv2fsMJivQ6KDa4",{"id":4008,"title":4009,"ai":4010,"body":4015,"categories":4047,"created_at":104,"date_modified":104,"description":97,"extension":105,"faq":104,"featured":106,"kicker_label":104,"meta":4048,"navigation":128,"path":4058,"published_at":4059,"question":104,"scraped_at":4060,"seo":4061,"sitemap":4062,"source_id":4063,"source_name":135,"source_type":3932,"source_url":119,"stem":4064,"tags":4065,"thumbnail_url":104,"tldr":4066,"tweet":104,"unknown_tags":4067,"__hash__":4068},"summaries\u002Fsummaries\u002F2c70bb0d5bf8cf3b-fix-ai-agent-forgetting-with-3-memory-patterns-summary.md","Fix AI Agent Forgetting with 3 Memory Patterns",{"provider":7,"model":8,"input_tokens":4011,"output_tokens":4012,"processing_time_ms":4013,"cost_usd":4014},4697,1350,14046,0.00159175,{"type":14,"value":4016,"toc":4042},[4017,4021,4024,4028,4035,4039],[17,4018,4020],{"id":4019},"session-state-retain-conversation-history-within-a-single-interaction","Session State: Retain Conversation History Within a Single Interaction",[22,4022,4023],{},"AI agents forget user details mid-conversation without session state, mimicking a 'goldfish memory problem' where brilliance fails due to amnesia. Implement session state in Google Agent Development Kit (ADK) by creating a session object that holds full conversation history. This ensures the agent recalls prior inputs, like user preferences for historic sites in Tokyo, to generate coherent multi-day itineraries. Demo shows agent planning Day 1 (Imperial Palace), confirming it, then building a full 3-day plan without repetition—directly fixing short-term forgetfulness for natural, human-like interactions.",[17,4025,4027],{"id":4026},"multi-agent-state-share-context-across-collaborating-agents","Multi-Agent State: Share Context Across Collaborating Agents",[22,4029,4030,4031,4034],{},"In team-based agent apps, individual agents can't coordinate without shared state, a digital folder storing key-value pairs accessible session-wide. Foodie agent saves restaurant 'destination' (e.g., best sushi in Palado), which navigation agent reads via prompt curly braces ",[29,4032,4033],{},"{destination}",". Orchestrate via root sequential agent calling foodie first, then navigation. ADK web UI visualizes state values, enabling seamless handoffs—agents 'talk' indirectly, producing directions post-restaurant selection. Trade-off: in-memory only, lost on restarts.",[17,4036,4038],{"id":4037},"persistence-survive-restarts-with-database-backed-sessions","Persistence: Survive Restarts with Database-Backed Sessions",[22,4040,4041],{},"In-memory sessions vanish on app closure or reboots, erasing all progress. Swap ADK's in-memory service for database session service to persist conversations across days, weeks, or months, enabling personalized recall of preferences. Retrieve prior session, build context from it, and prepend to new queries. This delivers 'personal assistant' feel, remembering long-term user history despite system interruptions—essential for production reliability over ephemeral demos.",{"title":97,"searchDepth":98,"depth":98,"links":4043},[4044,4045,4046],{"id":4019,"depth":98,"text":4020},{"id":4026,"depth":98,"text":4027},{"id":4037,"depth":98,"text":4038},[157],{"content_references":4049,"triage":4056},[4050,4051,4054],{"type":121,"title":122,"context":113},{"type":110,"title":4052,"url":4053,"context":3824},"Annie's Codelab","https:\u002F\u002Fgoo.gle\u002F4erMfXP",{"type":110,"title":115,"url":4055,"context":3824},"https:\u002F\u002Fgoo.gle\u002F4nbjrVE",{"relevance":124,"novelty":125,"quality":125,"actionability":124,"composite":126,"reasoning":4057},"Category: AI & LLMs. The article provides practical solutions to a common issue in AI agents—forgetting user context—by detailing three memory patterns that can be implemented using the Google ADK. It offers actionable steps for developers to enhance AI agent functionality, making it highly relevant for those building AI-powered products.","\u002Fsummaries\u002F2c70bb0d5bf8cf3b-fix-ai-agent-forgetting-with-3-memory-patterns-summary","2026-05-07 16:00:56","2026-05-07 16:42:04",{"title":4009,"description":97},{"loc":4058},"d50768b4e4966937","summaries\u002F2c70bb0d5bf8cf3b-fix-ai-agent-forgetting-with-3-memory-patterns-summary",[140,141,142],"Combat AI agents' 'goldfish memory' using session state for conversations, multi-agent state for collaboration, and persistence for restarts—implemented via Google ADK.",[142],"ZDmEErdA1h32wc3AzhnRqwYzfndsyfwWPLFZn4P6aDM"]