[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-80302e840549bc2f-solving-race-conditions-in-voice-ai-with-deferred-summary":3,"summaries-facets-categories":134,"summary-related-80302e840549bc2f-solving-race-conditions-in-voice-ai-with-deferred-summary":4013},{"id":4,"title":5,"ai":6,"body":13,"categories":99,"created_at":101,"date_modified":101,"description":93,"extension":102,"faq":101,"featured":103,"kicker_label":101,"meta":104,"navigation":115,"path":116,"published_at":117,"question":101,"scraped_at":118,"seo":119,"sitemap":120,"source_id":121,"source_name":122,"source_type":123,"source_url":124,"stem":125,"tags":126,"thumbnail_url":101,"tldr":131,"tweet":101,"unknown_tags":132,"__hash__":133},"summaries\u002Fsummaries\u002F80302e840549bc2f-solving-race-conditions-in-voice-ai-with-deferred--summary.md","Solving Race Conditions in Voice AI with Deferred Dispatch",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7387,651,3592,0.00282325,{"type":14,"value":15,"toc":92},"minimark",[16,21,30,34,37,60,63,67],[17,18,20],"h2",{"id":19},"the-failure-of-synchronous-assumptions","The Failure of Synchronous Assumptions",[22,23,24,25,29],"p",{},"In voice AI pipelines, developers often compose a fast, cheap detector (e.g., Voice Activity Detection\u002FVAD) with a slower, deep recognizer (e.g., ASR\u002FVosk). A race condition occurs because the VAD fires its 'end-of-speech' event significantly earlier (344ms in this case) than the ASR finishes decoding. Attempting to fix this with boolean flags fails because the flag is set after the routing decision has already been made. Conversely, blocking the audio thread with a ",[26,27,28],"code",{},"CountDownLatch"," to wait for the ASR result causes audio buffer drops, degrading recognition quality.",[17,31,33],{"id":32},"the-deferred-dispatch-pattern","The Deferred Dispatch Pattern",[22,35,36],{},"Instead of deciding immediately, the system should defer the routing decision. The implementation follows a three-step pattern:",[38,39,40,48,54],"ol",{},[41,42,43,47],"li",{},[44,45,46],"strong",{},"Buffer",": When the VAD fires, hold the audio data in a slot rather than sending it to the server.",[41,49,50,53],{},[44,51,52],{},"Race",": Start a timer (e.g., 400ms) on the main thread.",[41,55,56,59],{},[44,57,58],{},"Resolve",": If the ASR returns a command first, cancel the timer and execute the command. If the timer expires first, assume no command was detected and send the buffered audio as a new question.",[22,61,62],{},"This approach avoids blocking latency-critical threads and ensures the decision is made with full information. The 400ms deadline is not arbitrary; it is calibrated based on the measured distribution of the VAD-to-ASR latency (250–400ms) to ensure the system remains responsive while capturing all valid commands.",[17,64,66],{"id":65},"critical-implementation-details","Critical Implementation Details",[68,69,70,80,86],"ul",{},[41,71,72,75,76,79],{},[44,73,74],{},"Symmetric Cleanup",": Deferred work must be explicitly canceled at every possible state transition (e.g., returning to wake-word mode, re-entering follow-up, or service destruction). Failing to clean up the ",[26,77,78],{},"Runnable"," can lead to memory leaks or logic corruption where old audio is processed in a new context.",[41,81,82,85],{},[44,83,84],{},"Avoid Thread Blocking",": Never block the audio capture thread to wait for secondary components. The audio thread's sole responsibility is maintaining the microphone buffer.",[41,87,88,91],{},[44,89,90],{},"Generalization",": This pattern applies to any multi-modal or multi-component pipeline where a routing decision requires inputs from both a fast detector and a slow classifier, such as sensor fusion (GPS vs. IMU) or multi-modal LLM inputs (image vs. text classification).",{"title":93,"searchDepth":94,"depth":94,"links":95},"",2,[96,97,98],{"id":19,"depth":94,"text":20},{"id":32,"depth":94,"text":33},{"id":65,"depth":94,"text":66},[100],"Software Engineering",null,"md",false,{"content_references":105,"triage":110},[106],{"type":107,"title":108,"context":109},"other","Deferred Dispatch","mentioned",{"relevance":111,"novelty":112,"quality":112,"actionability":112,"composite":113,"reasoning":114},5,4,4.35,"Category: AI Automation. The article provides a detailed solution to a specific technical problem (race conditions in voice AI) that directly addresses a pain point for developers working with AI-powered products. The 'Deferred Dispatch' pattern is actionable and includes a clear implementation framework that developers can adopt.",true,"\u002Fsummaries\u002F80302e840549bc2f-solving-race-conditions-in-voice-ai-with-deferred-summary","2026-05-15 15:34:28","2026-05-18 03:00:17",{"title":5,"description":93},{"loc":116},"80302e840549bc2f","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fa-344ms-race-condition-between-two-audio-components-almost-killed-my-voice-ais-repeat-command-b03e0923e9b0?source=rss----5517fd7b58a6---4","summaries\u002F80302e840549bc2f-solving-race-conditions-in-voice-ai-with-deferred--summary",[127,128,129,130],"ai-tools","automation","coding","product-management","When async components like VAD and ASR fire out of order, boolean flags fail. The solution is 'Deferred Dispatch': buffer the input and race the result against a calibrated timeout to ensure deterministic routing.",[],"2zUCDO_mLfP2DZSwo5xDnOadC-rRE9xEDERHZtInh9A",[135,138,141,144,147,150,152,154,156,158,160,162,165,167,169,171,173,175,177,179,181,183,185,187,189,192,195,197,199,201,203,205,208,210,212,214,216,218,220,222,224,226,228,230,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011],{"categories":136},[137],"Developer Productivity",{"categories":139},[140],"Business & SaaS",{"categories":142},[143],"AI & LLMs",{"categories":145},[146],"AI Automation",{"categories":148},[149],"Product Strategy",{"categories":151},[143],{"categories":153},[137],{"categories":155},[140],{"categories":157},[],{"categories":159},[143],{"categories":161},[],{"categories":163},[164],"AI News & Trends",{"categories":166},[146],{"categories":168},[146],{"categories":170},[164],{"categories":172},[146],{"categories":174},[146],{"categories":176},[143],{"categories":178},[143],{"categories":180},[143],{"categories":182},[164],{"categories":184},[143],{"categories":186},[143],{"categories":188},[],{"categories":190},[191],"Design & Frontend",{"categories":193},[194],"Data Science & Visualization",{"categories":196},[164],{"categories":198},[],{"categories":200},[100],{"categories":202},[143],{"categories":204},[146],{"categories":206},[207],"Marketing & Growth",{"categories":209},[191],{"categories":211},[143],{"categories":213},[146],{"categories":215},[],{"categories":217},[],{"categories":219},[191],{"categories":221},[146],{"categories":223},[137],{"categories":225},[100],{"categories":227},[191],{"categories":229},[143],{"categories":231},[232],"DevOps & Cloud",{"categories":234},[146],{"categories":236},[164],{"categories":238},[],{"categories":240},[],{"categories":242},[146],{"categories":244},[100],{"categories":246},[],{"categories":248},[140],{"categories":250},[],{"categories":252},[],{"categories":254},[146],{"categories":256},[143],{"categories":258},[146],{"categories":260},[143],{"categories":262},[143],{"categories":264},[],{"categories":266},[100],{"categories":268},[],{"categories":270},[],{"categories":272},[100],{"categories":274},[],{"categories":276},[100],{"categories":278},[143],{"categories":280},[143],{"categories":282},[207],{"categories":284},[191],{"categories":286},[191],{"categories":288},[143],{"categories":290},[146],{"categories":292},[100],{"categories":294},[143],{"categories":296},[143],{"categories":298},[146],{"categories":300},[146],{"categories":302},[194],{"categories":304},[164],{"categories":306},[146],{"categories":308},[207],{"categories":310},[146],{"categories":312},[149],{"categories":314},[100],{"categories":316},[],{"categories":318},[146],{"categories":320},[],{"categories":322},[146],{"categories":324},[100],{"categories":326},[232],{"categories":328},[191],{"categories":330},[143],{"categories":332},[],{"categories":334},[],{"categories":336},[146],{"categories":338},[],{"categories":340},[143],{"categories":342},[],{"categories":344},[137],{"categories":346},[100],{"categories":348},[140],{"categories":350},[143],{"categories":352},[164],{"categories":354},[143],{"categories":356},[],{"categories":358},[143],{"categories":360},[],{"categories":362},[100],{"categories":364},[194],{"categories":366},[],{"categories":368},[143],{"categories":370},[191],{"categories":372},[],{"categories":374},[191],{"categories":376},[146],{"categories":378},[],{"categories":380},[143],{"categories":382},[146],{"categories":384},[164],{"categories":386},[140],{"categories":388},[143],{"categories":390},[],{"categories":392},[146],{"categories":394},[143],{"categories":396},[149],{"categories":398},[],{"categories":400},[143],{"categories":402},[146],{"categories":404},[146],{"categories":406},[],{"categories":408},[194],{"categories":410},[143],{"categories":412},[],{"categories":414},[137],{"categories":416},[140],{"categories":418},[143],{"categories":420},[146],{"categories":422},[100],{"categories":424},[143],{"categories":426},[],{"categories":428},[],{"categories":430},[143],{"categories":432},[143],{"categories":434},[],{"categories":436},[191],{"categories":438},[],{"categories":440},[143],{"categories":442},[],{"categories":444},[146],{"categories":446},[143],{"categories":448},[191],{"categories":450},[],{"categories":452},[143],{"categories":454},[143],{"categories":456},[140],{"categories":458},[146],{"categories":460},[143],{"categories":462},[191],{"categories":464},[146],{"categories":466},[],{"categories":468},[],{"categories":470},[164],{"categories":472},[],{"categories":474},[143],{"categories":476},[140,207],{"categories":478},[],{"categories":480},[143],{"categories":482},[146],{"categories":484},[],{"categories":486},[],{"categories":488},[143],{"categories":490},[],{"categories":492},[143],{"categories":494},[232],{"categories":496},[],{"categories":498},[164],{"categories":500},[191],{"categories":502},[],{"categories":504},[164],{"categories":506},[164],{"categories":508},[143],{"categories":510},[207],{"categories":512},[],{"categories":514},[140],{"categories":516},[146],{"categories":518},[],{"categories":520},[143,232],{"categories":522},[143],{"categories":524},[143],{"categories":526},[143],{"categories":528},[146],{"categories":530},[143,100],{"categories":532},[194],{"categories":534},[143],{"categories":536},[207],{"categories":538},[146],{"categories":540},[146],{"categories":542},[],{"categories":544},[146],{"categories":546},[143],{"categories":548},[143,140],{"categories":550},[],{"categories":552},[191],{"categories":554},[191],{"categories":556},[],{"categories":558},[],{"categories":560},[164],{"categories":562},[],{"categories":564},[137],{"categories":566},[100],{"categories":568},[143],{"categories":570},[191],{"categories":572},[146],{"categories":574},[100],{"categories":576},[164],{"categories":578},[191],{"categories":580},[],{"categories":582},[143],{"categories":584},[143],{"categories":586},[143],{"categories":588},[143],{"categories":590},[164],{"categories":592},[137],{"categories":594},[143],{"categories":596},[146],{"categories":598},[232],{"categories":600},[191],{"categories":602},[146],{"categories":604},[],{"categories":606},[],{"categories":608},[191],{"categories":610},[164],{"categories":612},[194],{"categories":614},[],{"categories":616},[143],{"categories":618},[143],{"categories":620},[140],{"categories":622},[143],{"categories":624},[143],{"categories":626},[164],{"categories":628},[],{"categories":630},[146],{"categories":632},[100],{"categories":634},[],{"categories":636},[143],{"categories":638},[143],{"categories":640},[146],{"categories":642},[],{"categories":644},[],{"categories":646},[143],{"categories":648},[],{"categories":650},[140],{"categories":652},[146],{"categories":654},[146],{"categories":656},[],{"categories":658},[137],{"categories":660},[143],{"categories":662},[140],{"categories":664},[164],{"categories":666},[137],{"categories":668},[],{"categories":670},[],{"categories":672},[],{"categories":674},[164],{"categories":676},[164],{"categories":678},[],{"categories":680},[],{"categories":682},[140],{"categories":684},[],{"categories":686},[],{"categories":688},[137],{"categories":690},[],{"categories":692},[207],{"categories":694},[146],{"categories":696},[140],{"categories":698},[146],{"categories":700},[100],{"categories":702},[],{"categories":704},[149],{"categories":706},[191],{"categories":708},[100],{"categories":710},[143],{"categories":712},[146],{"categories":714},[140],{"categories":716},[143],{"categories":718},[],{"categories":720},[],{"categories":722},[100],{"categories":724},[194],{"categories":726},[149],{"categories":728},[146],{"categories":730},[143],{"categories":732},[],{"categories":734},[232],{"categories":736},[],{"categories":738},[146],{"categories":740},[],{"categories":742},[137],{"categories":744},[],{"categories":746},[143],{"categories":748},[143],{"categories":750},[191],{"categories":752},[207],{"categories":754},[146],{"categories":756},[],{"categories":758},[137],{"categories":760},[],{"categories":762},[164],{"categories":764},[143,232],{"categories":766},[143],{"categories":768},[164],{"categories":770},[143],{"categories":772},[140],{"categories":774},[143],{"categories":776},[],{"categories":778},[143],{"categories":780},[140],{"categories":782},[],{"categories":784},[100],{"categories":786},[191],{"categories":788},[164],{"categories":790},[194],{"categories":792},[137],{"categories":794},[143],{"categories":796},[146],{"categories":798},[100],{"categories":800},[],{"categories":802},[],{"categories":804},[149],{"categories":806},[],{"categories":808},[143],{"categories":810},[],{"categories":812},[191],{"categories":814},[100],{"categories":816},[191],{"categories":818},[143],{"categories":820},[191],{"categories":822},[],{"categories":824},[],{"categories":826},[164],{"categories":828},[146],{"categories":830},[143],{"categories":832},[143],{"categories":834},[143],{"categories":836},[140],{"categories":838},[143],{"categories":840},[],{"categories":842},[100],{"categories":844},[100],{"categories":846},[140],{"categories":848},[],{"categories":850},[143],{"categories":852},[143],{"categories":854},[140],{"categories":856},[164],{"categories":858},[207],{"categories":860},[143],{"categories":862},[146],{"categories":864},[],{"categories":866},[191],{"categories":868},[],{"categories":870},[143],{"categories":872},[143],{"categories":874},[],{"categories":876},[140],{"categories":878},[146],{"categories":880},[],{"categories":882},[232],{"categories":884},[194],{"categories":886},[100],{"categories":888},[207],{"categories":890},[143],{"categories":892},[100],{"categories":894},[146],{"categories":896},[],{"categories":898},[],{"categories":900},[146],{"categories":902},[137],{"categories":904},[146],{"categories":906},[149],{"categories":908},[140],{"categories":910},[],{"categories":912},[143],{"categories":914},[149],{"categories":916},[143],{"categories":918},[143],{"categories":920},[207],{"categories":922},[143],{"categories":924},[191],{"categories":926},[146],{"categories":928},[],{"categories":930},[],{"categories":932},[232],{"categories":934},[100],{"categories":936},[],{"categories":938},[146],{"categories":940},[143],{"categories":942},[191,143],{"categories":944},[137],{"categories":946},[],{"categories":948},[143],{"categories":950},[137],{"categories":952},[191],{"categories":954},[146],{"categories":956},[100],{"categories":958},[],{"categories":960},[143],{"categories":962},[],{"categories":964},[],{"categories":966},[143],{"categories":968},[137],{"categories":970},[],{"categories":972},[146],{"categories":974},[149],{"categories":976},[143],{"categories":978},[143],{"categories":980},[143],{"categories":982},[191],{"categories":984},[146],{"categories":986},[232],{"categories":988},[191],{"categories":990},[146],{"categories":992},[143],{"categories":994},[143],{"categories":996},[143],{"categories":998},[100],{"categories":1000},[],{"categories":1002},[164],{"categories":1004},[],{"categories":1006},[149],{"categories":1008},[146],{"categories":1010},[191],{"categories":1012},[143],{"categories":1014},[146],{"categories":1016},[100],{"categories":1018},[191],{"categories":1020},[146],{"categories":1022},[164],{"categories":1024},[],{"categories":1026},[143],{"categories":1028},[191],{"categories":1030},[143],{"categories":1032},[137],{"categories":1034},[164],{"categories":1036},[143],{"categories":1038},[207],{"categories":1040},[143],{"categories":1042},[146],{"categories":1044},[143],{"categories":1046},[146],{"categories":1048},[146],{"categories":1050},[143],{"categories":1052},[146],{"categories":1054},[191],{"categories":1056},[143],{"categories":1058},[],{"categories":1060},[],{"categories":1062},[100],{"categories":1064},[],{"categories":1066},[137],{"categories":1068},[232],{"categories":1070},[143],{"categories":1072},[],{"categories":1074},[137],{"categories":1076},[140],{"categories":1078},[207],{"categories":1080},[],{"categories":1082},[140],{"categories":1084},[],{"categories":1086},[143],{"categories":1088},[],{"categories":1090},[],{"categories":1092},[],{"categories":1094},[],{"categories":1096},[143],{"categories":1098},[146],{"categories":1100},[232],{"categories":1102},[137],{"categories":1104},[100],{"categories":1106},[143],{"categories":1108},[100],{"categories":1110},[149],{"categories":1112},[143],{"categories":1114},[207],{"categories":1116},[140],{"categories":1118},[143],{"categories":1120},[143],{"categories":1122},[143],{"categories":1124},[143,137],{"categories":1126},[100],{"categories":1128},[100],{"categories":1130},[191],{"categories":1132},[143],{"categories":1134},[],{"categories":1136},[],{"categories":1138},[],{"categories":1140},[100],{"categories":1142},[194],{"categories":1144},[164],{"categories":1146},[191],{"categories":1148},[],{"categories":1150},[143],{"categories":1152},[143],{"categories":1154},[],{"categories":1156},[146],{"categories":1158},[143],{"categories":1160},[],{"categories":1162},[146],{"categories":1164},[143],{"categories":1166},[140],{"categories":1168},[],{"categories":1170},[137],{"categories":1172},[143],{"categories":1174},[137],{"categories":1176},[143],{"categories":1178},[100],{"categories":1180},[207],{"categories":1182},[146],{"categories":1184},[143,191],{"categories":1186},[164],{"categories":1188},[143],{"categories":1190},[191],{"categories":1192},[],{"categories":1194},[100],{"categories":1196},[232],{"categories":1198},[191],{"categories":1200},[146],{"categories":1202},[],{"categories":1204},[],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[100],{"categories":1212},[146],{"categories":1214},[146],{"categories":1216},[232],{"categories":1218},[143],{"categories":1220},[143],{"categories":1222},[146],{"categories":1224},[143],{"categories":1226},[143],{"categories":1228},[],{"categories":1230},[191],{"categories":1232},[],{"categories":1234},[],{"categories":1236},[146],{"categories":1238},[],{"categories":1240},[],{"categories":1242},[207],{"categories":1244},[207],{"categories":1246},[146],{"categories":1248},[100],{"categories":1250},[],{"categories":1252},[143],{"categories":1254},[143],{"categories":1256},[100],{"categories":1258},[191],{"categories":1260},[191],{"categories":1262},[146],{"categories":1264},[137],{"categories":1266},[143],{"categories":1268},[191],{"categories":1270},[191],{"categories":1272},[146],{"categories":1274},[146],{"categories":1276},[143],{"categories":1278},[],{"categories":1280},[],{"categories":1282},[143],{"categories":1284},[146],{"categories":1286},[164],{"categories":1288},[100],{"categories":1290},[143],{"categories":1292},[137],{"categories":1294},[143],{"categories":1296},[],{"categories":1298},[146],{"categories":1300},[146],{"categories":1302},[],{"categories":1304},[143],{"categories":1306},[137],{"categories":1308},[143],{"categories":1310},[137],{"categories":1312},[137],{"categories":1314},[],{"categories":1316},[],{"categories":1318},[146],{"categories":1320},[164],{"categories":1322},[146],{"categories":1324},[143],{"categories":1326},[143],{"categories":1328},[164],{"categories":1330},[194],{"categories":1332},[149],{"categories":1334},[164],{"categories":1336},[191],{"categories":1338},[],{"categories":1340},[],{"categories":1342},[164],{"categories":1344},[],{"categories":1346},[],{"categories":1348},[],{"categories":1350},[],{"categories":1352},[100],{"categories":1354},[194],{"categories":1356},[],{"categories":1358},[143],{"categories":1360},[143],{"categories":1362},[194],{"categories":1364},[100],{"categories":1366},[],{"categories":1368},[],{"categories":1370},[146],{"categories":1372},[164],{"categories":1374},[164],{"categories":1376},[146],{"categories":1378},[137],{"categories":1380},[143,232],{"categories":1382},[],{"categories":1384},[191],{"categories":1386},[137],{"categories":1388},[146],{"categories":1390},[191],{"categories":1392},[],{"categories":1394},[146],{"categories":1396},[146],{"categories":1398},[143],{"categories":1400},[207],{"categories":1402},[100],{"categories":1404},[191],{"categories":1406},[],{"categories":1408},[146],{"categories":1410},[143],{"categories":1412},[146],{"categories":1414},[146],{"categories":1416},[146],{"categories":1418},[207],{"categories":1420},[143],{"categories":1422},[146],{"categories":1424},[143],{"categories":1426},[],{"categories":1428},[207],{"categories":1430},[164],{"categories":1432},[146],{"categories":1434},[],{"categories":1436},[],{"categories":1438},[143],{"categories":1440},[146],{"categories":1442},[164],{"categories":1444},[146],{"categories":1446},[146],{"categories":1448},[],{"categories":1450},[143],{"categories":1452},[],{"categories":1454},[],{"categories":1456},[146],{"categories":1458},[],{"categories":1460},[],{"categories":1462},[194],{"categories":1464},[143],{"categories":1466},[194],{"categories":1468},[164],{"categories":1470},[143],{"categories":1472},[143],{"categories":1474},[146],{"categories":1476},[143],{"categories":1478},[],{"categories":1480},[],{"categories":1482},[232],{"categories":1484},[143],{"categories":1486},[],{"categories":1488},[],{"categories":1490},[137],{"categories":1492},[],{"categories":1494},[],{"categories":1496},[143],{"categories":1498},[],{"categories":1500},[],{"categories":1502},[100],{"categories":1504},[164],{"categories":1506},[207],{"categories":1508},[140],{"categories":1510},[143],{"categories":1512},[143],{"categories":1514},[140],{"categories":1516},[],{"categories":1518},[191],{"categories":1520},[146],{"categories":1522},[140],{"categories":1524},[143],{"categories":1526},[143],{"categories":1528},[137],{"categories":1530},[],{"categories":1532},[137],{"categories":1534},[143],{"categories":1536},[207],{"categories":1538},[146],{"categories":1540},[164],{"categories":1542},[140],{"categories":1544},[143],{"categories":1546},[143],{"categories":1548},[146],{"categories":1550},[],{"categories":1552},[143],{"categories":1554},[137],{"categories":1556},[143],{"categories":1558},[143],{"categories":1560},[],{"categories":1562},[164],{"categories":1564},[143],{"categories":1566},[],{"categories":1568},[140],{"categories":1570},[140],{"categories":1572},[143],{"categories":1574},[],{"categories":1576},[],{"categories":1578},[],{"categories":1580},[143],{"categories":1582},[164],{"categories":1584},[],{"categories":1586},[232],{"categories":1588},[143],{"categories":1590},[],{"categories":1592},[143],{"categories":1594},[143],{"categories":1596},[143],{"categories":1598},[143,232],{"categories":1600},[143],{"categories":1602},[143],{"categories":1604},[191],{"categories":1606},[146],{"categories":1608},[],{"categories":1610},[146],{"categories":1612},[146],{"categories":1614},[143],{"categories":1616},[143],{"categories":1618},[143],{"categories":1620},[137],{"categories":1622},[137],{"categories":1624},[100],{"categories":1626},[191],{"categories":1628},[146],{"categories":1630},[],{"categories":1632},[143],{"categories":1634},[164],{"categories":1636},[143],{"categories":1638},[140],{"categories":1640},[],{"categories":1642},[232],{"categories":1644},[191],{"categories":1646},[191],{"categories":1648},[146],{"categories":1650},[164],{"categories":1652},[146],{"categories":1654},[143],{"categories":1656},[],{"categories":1658},[143],{"categories":1660},[],{"categories":1662},[],{"categories":1664},[143],{"categories":1666},[143],{"categories":1668},[143],{"categories":1670},[146],{"categories":1672},[143],{"categories":1674},[143],{"categories":1676},[],{"categories":1678},[194],{"categories":1680},[146],{"categories":1682},[],{"categories":1684},[],{"categories":1686},[143],{"categories":1688},[164],{"categories":1690},[],{"categories":1692},[191],{"categories":1694},[232],{"categories":1696},[164],{"categories":1698},[100],{"categories":1700},[100],{"categories":1702},[164],{"categories":1704},[164],{"categories":1706},[232],{"categories":1708},[],{"categories":1710},[164],{"categories":1712},[143],{"categories":1714},[137],{"categories":1716},[143],{"categories":1718},[164],{"categories":1720},[],{"categories":1722},[100],{"categories":1724},[194],{"categories":1726},[143],{"categories":1728},[164],{"categories":1730},[100],{"categories":1732},[146],{"categories":1734},[164],{"categories":1736},[232],{"categories":1738},[146],{"categories":1740},[143],{"categories":1742},[143],{"categories":1744},[143],{"categories":1746},[],{"categories":1748},[140],{"categories":1750},[],{"categories":1752},[],{"categories":1754},[143],{"categories":1756},[143],{"categories":1758},[143],{"categories":1760},[143],{"categories":1762},[],{"categories":1764},[194],{"categories":1766},[137],{"categories":1768},[],{"categories":1770},[143],{"categories":1772},[143],{"categories":1774},[232],{"categories":1776},[232],{"categories":1778},[],{"categories":1780},[146],{"categories":1782},[164],{"categories":1784},[164],{"categories":1786},[143],{"categories":1788},[146],{"categories":1790},[],{"categories":1792},[191],{"categories":1794},[143],{"categories":1796},[143],{"categories":1798},[],{"categories":1800},[143],{"categories":1802},[],{"categories":1804},[100],{"categories":1806},[232],{"categories":1808},[143],{"categories":1810},[100],{"categories":1812},[140],{"categories":1814},[143],{"categories":1816},[],{"categories":1818},[146],{"categories":1820},[137],{"categories":1822},[137],{"categories":1824},[],{"categories":1826},[143],{"categories":1828},[191],{"categories":1830},[146],{"categories":1832},[],{"categories":1834},[143],{"categories":1836},[143],{"categories":1838},[146],{"categories":1840},[],{"categories":1842},[146],{"categories":1844},[100],{"categories":1846},[],{"categories":1848},[143],{"categories":1850},[],{"categories":1852},[143],{"categories":1854},[],{"categories":1856},[143],{"categories":1858},[143],{"categories":1860},[],{"categories":1862},[143],{"categories":1864},[164],{"categories":1866},[143],{"categories":1868},[143],{"categories":1870},[137],{"categories":1872},[143],{"categories":1874},[164],{"categories":1876},[146],{"categories":1878},[],{"categories":1880},[143],{"categories":1882},[191],{"categories":1884},[207],{"categories":1886},[143],{"categories":1888},[],{"categories":1890},[],{"categories":1892},[],{"categories":1894},[137],{"categories":1896},[164],{"categories":1898},[146],{"categories":1900},[143],{"categories":1902},[191],{"categories":1904},[146],{"categories":1906},[],{"categories":1908},[146],{"categories":1910},[],{"categories":1912},[143],{"categories":1914},[146],{"categories":1916},[143],{"categories":1918},[],{"categories":1920},[143],{"categories":1922},[143],{"categories":1924},[164],{"categories":1926},[191],{"categories":1928},[146],{"categories":1930},[191],{"categories":1932},[140],{"categories":1934},[],{"categories":1936},[],{"categories":1938},[143],{"categories":1940},[137],{"categories":1942},[164],{"categories":1944},[],{"categories":1946},[191],{"categories":1948},[],{"categories":1950},[100],{"categories":1952},[100],{"categories":1954},[191],{"categories":1956},[],{"categories":1958},[143],{"categories":1960},[],{"categories":1962},[207],{"categories":1964},[143],{"categories":1966},[232],{"categories":1968},[100],{"categories":1970},[],{"categories":1972},[146],{"categories":1974},[143],{"categories":1976},[137],{"categories":1978},[146],{"categories":1980},[146],{"categories":1982},[143],{"categories":1984},[],{"categories":1986},[137],{"categories":1988},[143],{"categories":1990},[140],{"categories":1992},[100],{"categories":1994},[191],{"categories":1996},[],{"categories":1998},[],{"categories":2000},[],{"categories":2002},[146],{"categories":2004},[191],{"categories":2006},[164],{"categories":2008},[143],{"categories":2010},[164],{"categories":2012},[191],{"categories":2014},[],{"categories":2016},[191],{"categories":2018},[164],{"categories":2020},[140],{"categories":2022},[100],{"categories":2024},[143],{"categories":2026},[164],{"categories":2028},[207],{"categories":2030},[],{"categories":2032},[],{"categories":2034},[194],{"categories":2036},[143,100],{"categories":2038},[164],{"categories":2040},[143],{"categories":2042},[146],{"categories":2044},[143],{"categories":2046},[146],{"categories":2048},[143],{"categories":2050},[143],{"categories":2052},[],{"categories":2054},[100],{"categories":2056},[143],{"categories":2058},[194],{"categories":2060},[146],{"categories":2062},[207],{"categories":2064},[232],{"categories":2066},[],{"categories":2068},[137],{"categories":2070},[146],{"categories":2072},[146],{"categories":2074},[100],{"categories":2076},[143],{"categories":2078},[143],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[],{"categories":2086},[232],{"categories":2088},[164],{"categories":2090},[143],{"categories":2092},[143],{"categories":2094},[143],{"categories":2096},[],{"categories":2098},[194],{"categories":2100},[140],{"categories":2102},[],{"categories":2104},[146],{"categories":2106},[232],{"categories":2108},[],{"categories":2110},[191],{"categories":2112},[191],{"categories":2114},[],{"categories":2116},[100],{"categories":2118},[143],{"categories":2120},[191],{"categories":2122},[143],{"categories":2124},[],{"categories":2126},[164],{"categories":2128},[143],{"categories":2130},[143],{"categories":2132},[191],{"categories":2134},[146],{"categories":2136},[164],{"categories":2138},[],{"categories":2140},[146],{"categories":2142},[191],{"categories":2144},[143],{"categories":2146},[],{"categories":2148},[143],{"categories":2150},[143],{"categories":2152},[232],{"categories":2154},[164],{"categories":2156},[194],{"categories":2158},[194],{"categories":2160},[],{"categories":2162},[],{"categories":2164},[],{"categories":2166},[146],{"categories":2168},[100],{"categories":2170},[100],{"categories":2172},[143],{"categories":2174},[],{"categories":2176},[],{"categories":2178},[143],{"categories":2180},[],{"categories":2182},[146],{"categories":2184},[143],{"categories":2186},[],{"categories":2188},[143],{"categories":2190},[140],{"categories":2192},[143],{"categories":2194},[207],{"categories":2196},[146],{"categories":2198},[143],{"categories":2200},[143],{"categories":2202},[143],{"categories":2204},[100],{"categories":2206},[],{"categories":2208},[164],{"categories":2210},[146],{"categories":2212},[],{"categories":2214},[164],{"categories":2216},[146],{"categories":2218},[146],{"categories":2220},[],{"categories":2222},[140],{"categories":2224},[146],{"categories":2226},[],{"categories":2228},[143],{"categories":2230},[137],{"categories":2232},[164],{"categories":2234},[232],{"categories":2236},[146],{"categories":2238},[146],{"categories":2240},[137],{"categories":2242},[],{"categories":2244},[143],{"categories":2246},[],{"categories":2248},[],{"categories":2250},[191],{"categories":2252},[143,140],{"categories":2254},[143],{"categories":2256},[],{"categories":2258},[137],{"categories":2260},[194],{"categories":2262},[143],{"categories":2264},[100],{"categories":2266},[143],{"categories":2268},[146],{"categories":2270},[143],{"categories":2272},[143],{"categories":2274},[164],{"categories":2276},[146],{"categories":2278},[],{"categories":2280},[],{"categories":2282},[146],{"categories":2284},[143],{"categories":2286},[232],{"categories":2288},[],{"categories":2290},[143],{"categories":2292},[146],{"categories":2294},[],{"categories":2296},[146],{"categories":2298},[143],{"categories":2300},[207],{"categories":2302},[194],{"categories":2304},[146],{"categories":2306},[143],{"categories":2308},[232],{"categories":2310},[],{"categories":2312},[143],{"categories":2314},[207],{"categories":2316},[191],{"categories":2318},[143],{"categories":2320},[143],{"categories":2322},[],{"categories":2324},[207],{"categories":2326},[164],{"categories":2328},[143],{"categories":2330},[143],{"categories":2332},[137],{"categories":2334},[],{"categories":2336},[],{"categories":2338},[191],{"categories":2340},[143],{"categories":2342},[194],{"categories":2344},[207],{"categories":2346},[207],{"categories":2348},[164],{"categories":2350},[],{"categories":2352},[],{"categories":2354},[143],{"categories":2356},[143],{"categories":2358},[143],{"categories":2360},[],{"categories":2362},[143,100],{"categories":2364},[164],{"categories":2366},[146],{"categories":2368},[100],{"categories":2370},[143],{"categories":2372},[137],{"categories":2374},[],{"categories":2376},[],{"categories":2378},[137],{"categories":2380},[100],{"categories":2382},[207],{"categories":2384},[143],{"categories":2386},[],{"categories":2388},[191,143],{"categories":2390},[232],{"categories":2392},[137],{"categories":2394},[],{"categories":2396},[140],{"categories":2398},[140],{"categories":2400},[143],{"categories":2402},[143],{"categories":2404},[100],{"categories":2406},[146],{"categories":2408},[164],{"categories":2410},[207],{"categories":2412},[191],{"categories":2414},[143],{"categories":2416},[143],{"categories":2418},[143],{"categories":2420},[137],{"categories":2422},[143],{"categories":2424},[146],{"categories":2426},[164],{"categories":2428},[],{"categories":2430},[],{"categories":2432},[194],{"categories":2434},[100],{"categories":2436},[143],{"categories":2438},[191],{"categories":2440},[143],{"categories":2442},[194],{"categories":2444},[143],{"categories":2446},[143],{"categories":2448},[143],{"categories":2450},[146],{"categories":2452},[146],{"categories":2454},[143,140],{"categories":2456},[],{"categories":2458},[191],{"categories":2460},[],{"categories":2462},[143],{"categories":2464},[164],{"categories":2466},[137],{"categories":2468},[137],{"categories":2470},[146],{"categories":2472},[143],{"categories":2474},[143],{"categories":2476},[140],{"categories":2478},[100],{"categories":2480},[207],{"categories":2482},[143],{"categories":2484},[],{"categories":2486},[164],{"categories":2488},[143],{"categories":2490},[143],{"categories":2492},[143],{"categories":2494},[143],{"categories":2496},[164],{"categories":2498},[100],{"categories":2500},[100],{"categories":2502},[143],{"categories":2504},[143],{"categories":2506},[146],{"categories":2508},[164],{"categories":2510},[143],{"categories":2512},[191],{"categories":2514},[143],{"categories":2516},[143],{"categories":2518},[232],{"categories":2520},[143],{"categories":2522},[149],{"categories":2524},[146],{"categories":2526},[143],{"categories":2528},[164],{"categories":2530},[146],{"categories":2532},[207],{"categories":2534},[143],{"categories":2536},[],{"categories":2538},[143],{"categories":2540},[],{"categories":2542},[],{"categories":2544},[],{"categories":2546},[140],{"categories":2548},[143],{"categories":2550},[146],{"categories":2552},[164],{"categories":2554},[164],{"categories":2556},[164],{"categories":2558},[164],{"categories":2560},[],{"categories":2562},[137],{"categories":2564},[146],{"categories":2566},[164],{"categories":2568},[143],{"categories":2570},[137],{"categories":2572},[146],{"categories":2574},[143],{"categories":2576},[143,146],{"categories":2578},[146],{"categories":2580},[232],{"categories":2582},[164],{"categories":2584},[164],{"categories":2586},[146],{"categories":2588},[143],{"categories":2590},[],{"categories":2592},[164],{"categories":2594},[207],{"categories":2596},[137],{"categories":2598},[143],{"categories":2600},[143],{"categories":2602},[],{"categories":2604},[100],{"categories":2606},[],{"categories":2608},[137],{"categories":2610},[146],{"categories":2612},[164],{"categories":2614},[143],{"categories":2616},[164],{"categories":2618},[137],{"categories":2620},[164],{"categories":2622},[164],{"categories":2624},[],{"categories":2626},[140],{"categories":2628},[146],{"categories":2630},[164],{"categories":2632},[164],{"categories":2634},[164],{"categories":2636},[164],{"categories":2638},[164],{"categories":2640},[164],{"categories":2642},[164],{"categories":2644},[164],{"categories":2646},[164],{"categories":2648},[164],{"categories":2650},[194],{"categories":2652},[137],{"categories":2654},[143],{"categories":2656},[143],{"categories":2658},[],{"categories":2660},[143,137],{"categories":2662},[],{"categories":2664},[146],{"categories":2666},[164],{"categories":2668},[146],{"categories":2670},[143],{"categories":2672},[143],{"categories":2674},[143],{"categories":2676},[143],{"categories":2678},[143],{"categories":2680},[146],{"categories":2682},[140],{"categories":2684},[],{"categories":2686},[191],{"categories":2688},[164],{"categories":2690},[143],{"categories":2692},[],{"categories":2694},[],{"categories":2696},[146],{"categories":2698},[191],{"categories":2700},[143],{"categories":2702},[],{"categories":2704},[143],{"categories":2706},[],{"categories":2708},[207],{"categories":2710},[143],{"categories":2712},[],{"categories":2714},[],{"categories":2716},[164],{"categories":2718},[137],{"categories":2720},[143],{"categories":2722},[140],{"categories":2724},[143],{"categories":2726},[140],{"categories":2728},[191],{"categories":2730},[],{"categories":2732},[164],{"categories":2734},[],{"categories":2736},[191],{"categories":2738},[143],{"categories":2740},[207],{"categories":2742},[],{"categories":2744},[207],{"categories":2746},[],{"categories":2748},[],{"categories":2750},[146],{"categories":2752},[],{"categories":2754},[140],{"categories":2756},[137],{"categories":2758},[191],{"categories":2760},[100],{"categories":2762},[],{"categories":2764},[],{"categories":2766},[143],{"categories":2768},[137],{"categories":2770},[207],{"categories":2772},[],{"categories":2774},[146],{"categories":2776},[146],{"categories":2778},[164],{"categories":2780},[100],{"categories":2782},[143],{"categories":2784},[146],{"categories":2786},[143],{"categories":2788},[146],{"categories":2790},[143],{"categories":2792},[149],{"categories":2794},[164],{"categories":2796},[],{"categories":2798},[207],{"categories":2800},[],{"categories":2802},[100],{"categories":2804},[146],{"categories":2806},[],{"categories":2808},[143],{"categories":2810},[146],{"categories":2812},[140],{"categories":2814},[137],{"categories":2816},[143],{"categories":2818},[191],{"categories":2820},[100],{"categories":2822},[100],{"categories":2824},[143],{"categories":2826},[194],{"categories":2828},[143],{"categories":2830},[146],{"categories":2832},[140],{"categories":2834},[191],{"categories":2836},[146],{"categories":2838},[143],{"categories":2840},[143],{"categories":2842},[146],{"categories":2844},[164],{"categories":2846},[],{"categories":2848},[137],{"categories":2850},[143],{"categories":2852},[146],{"categories":2854},[143],{"categories":2856},[143],{"categories":2858},[],{"categories":2860},[191],{"categories":2862},[140],{"categories":2864},[164],{"categories":2866},[143],{"categories":2868},[143],{"categories":2870},[191],{"categories":2872},[143],{"categories":2874},[207],{"categories":2876},[194],{"categories":2878},[143],{"categories":2880},[164],{"categories":2882},[143],{"categories":2884},[146],{"categories":2886},[232],{"categories":2888},[143],{"categories":2890},[146],{"categories":2892},[194],{"categories":2894},[],{"categories":2896},[146],{"categories":2898},[100],{"categories":2900},[191],{"categories":2902},[143],{"categories":2904},[137],{"categories":2906},[140],{"categories":2908},[100],{"categories":2910},[143],{"categories":2912},[],{"categories":2914},[146],{"categories":2916},[146],{"categories":2918},[143],{"categories":2920},[194],{"categories":2922},[],{"categories":2924},[164],{"categories":2926},[],{"categories":2928},[164],{"categories":2930},[143],{"categories":2932},[146],{"categories":2934},[146],{"categories":2936},[146],{"categories":2938},[],{"categories":2940},[164],{"categories":2942},[],{"categories":2944},[143],{"categories":2946},[143],{"categories":2948},[],{"categories":2950},[191],{"categories":2952},[146],{"categories":2954},[207],{"categories":2956},[137],{"categories":2958},[],{"categories":2960},[143],{"categories":2962},[],{"categories":2964},[137],{"categories":2966},[164],{"categories":2968},[100],{"categories":2970},[143],{"categories":2972},[143],{"categories":2974},[143],{"categories":2976},[100],{"categories":2978},[164],{"categories":2980},[191],{"categories":2982},[143],{"categories":2984},[143],{"categories":2986},[143],{"categories":2988},[164],{"categories":2990},[143],{"categories":2992},[164],{"categories":2994},[164],{"categories":2996},[146],{"categories":2998},[146],{"categories":3000},[100],{"categories":3002},[164],{"categories":3004},[146],{"categories":3006},[143],{"categories":3008},[100],{"categories":3010},[191],{"categories":3012},[],{"categories":3014},[146],{"categories":3016},[],{"categories":3018},[],{"categories":3020},[],{"categories":3022},[140],{"categories":3024},[143],{"categories":3026},[146],{"categories":3028},[137],{"categories":3030},[146],{"categories":3032},[207],{"categories":3034},[],{"categories":3036},[146],{"categories":3038},[],{"categories":3040},[137],{"categories":3042},[146],{"categories":3044},[],{"categories":3046},[146],{"categories":3048},[143],{"categories":3050},[164],{"categories":3052},[143],{"categories":3054},[146],{"categories":3056},[164],{"categories":3058},[146],{"categories":3060},[100],{"categories":3062},[191],{"categories":3064},[137],{"categories":3066},[],{"categories":3068},[146],{"categories":3070},[191],{"categories":3072},[232],{"categories":3074},[164],{"categories":3076},[143],{"categories":3078},[191],{"categories":3080},[137],{"categories":3082},[],{"categories":3084},[146],{"categories":3086},[143],{"categories":3088},[146],{"categories":3090},[143],{"categories":3092},[],{"categories":3094},[146],{"categories":3096},[149],{"categories":3098},[164],{"categories":3100},[146],{"categories":3102},[140],{"categories":3104},[],{"categories":3106},[143],{"categories":3108},[149],{"categories":3110},[143],{"categories":3112},[146],{"categories":3114},[164],{"categories":3116},[137],{"categories":3118},[232],{"categories":3120},[143],{"categories":3122},[143],{"categories":3124},[143],{"categories":3126},[164],{"categories":3128},[140],{"categories":3130},[143],{"categories":3132},[191],{"categories":3134},[164],{"categories":3136},[232],{"categories":3138},[143],{"categories":3140},[],{"categories":3142},[],{"categories":3144},[143],{"categories":3146},[232],{"categories":3148},[194],{"categories":3150},[146],{"categories":3152},[146],{"categories":3154},[164],{"categories":3156},[143],{"categories":3158},[137],{"categories":3160},[191],{"categories":3162},[146],{"categories":3164},[143],{"categories":3166},[207],{"categories":3168},[143],{"categories":3170},[146],{"categories":3172},[],{"categories":3174},[143],{"categories":3176},[143],{"categories":3178},[164],{"categories":3180},[137],{"categories":3182},[],{"categories":3184},[143],{"categories":3186},[143],{"categories":3188},[100],{"categories":3190},[191],{"categories":3192},[143,146],{"categories":3194},[207,140],{"categories":3196},[143],{"categories":3198},[],{"categories":3200},[146],{"categories":3202},[],{"categories":3204},[100],{"categories":3206},[143],{"categories":3208},[],{"categories":3210},[143],{"categories":3212},[164],{"categories":3214},[],{"categories":3216},[146],{"categories":3218},[143],{"categories":3220},[],{"categories":3222},[191],{"categories":3224},[146],{"categories":3226},[143],{"categories":3228},[137],{"categories":3230},[146],{"categories":3232},[143],{"categories":3234},[],{"categories":3236},[232],{"categories":3238},[207],{"categories":3240},[140],{"categories":3242},[140],{"categories":3244},[137],{"categories":3246},[137],{"categories":3248},[143],{"categories":3250},[146],{"categories":3252},[143],{"categories":3254},[143],{"categories":3256},[137],{"categories":3258},[143],{"categories":3260},[207],{"categories":3262},[164],{"categories":3264},[143],{"categories":3266},[146],{"categories":3268},[143],{"categories":3270},[],{"categories":3272},[100],{"categories":3274},[],{"categories":3276},[100],{"categories":3278},[146],{"categories":3280},[137],{"categories":3282},[],{"categories":3284},[232],{"categories":3286},[143],{"categories":3288},[],{"categories":3290},[164],{"categories":3292},[146],{"categories":3294},[100],{"categories":3296},[143],{"categories":3298},[146],{"categories":3300},[100],{"categories":3302},[146],{"categories":3304},[164],{"categories":3306},[137],{"categories":3308},[164],{"categories":3310},[100],{"categories":3312},[143],{"categories":3314},[191],{"categories":3316},[143],{"categories":3318},[143],{"categories":3320},[143],{"categories":3322},[143],{"categories":3324},[143],{"categories":3326},[146],{"categories":3328},[143],{"categories":3330},[146],{"categories":3332},[143],{"categories":3334},[137],{"categories":3336},[143],{"categories":3338},[146],{"categories":3340},[191],{"categories":3342},[137],{"categories":3344},[146],{"categories":3346},[191],{"categories":3348},[],{"categories":3350},[143],{"categories":3352},[143],{"categories":3354},[100],{"categories":3356},[],{"categories":3358},[146],{"categories":3360},[207],{"categories":3362},[143],{"categories":3364},[164],{"categories":3366},[207],{"categories":3368},[146],{"categories":3370},[140],{"categories":3372},[140],{"categories":3374},[143],{"categories":3376},[137],{"categories":3378},[],{"categories":3380},[146],{"categories":3382},[143],{"categories":3384},[],{"categories":3386},[137],{"categories":3388},[143],{"categories":3390},[146],{"categories":3392},[146],{"categories":3394},[],{"categories":3396},[100],{"categories":3398},[100],{"categories":3400},[207],{"categories":3402},[191],{"categories":3404},[],{"categories":3406},[143],{"categories":3408},[146],{"categories":3410},[137],{"categories":3412},[143],{"categories":3414},[100],{"categories":3416},[137],{"categories":3418},[164],{"categories":3420},[164],{"categories":3422},[],{"categories":3424},[164],{"categories":3426},[146],{"categories":3428},[191],{"categories":3430},[194],{"categories":3432},[143],{"categories":3434},[],{"categories":3436},[164],{"categories":3438},[100],{"categories":3440},[140],{"categories":3442},[143],{"categories":3444},[137],{"categories":3446},[232],{"categories":3448},[137],{"categories":3450},[],{"categories":3452},[],{"categories":3454},[164],{"categories":3456},[],{"categories":3458},[146],{"categories":3460},[146],{"categories":3462},[146],{"categories":3464},[],{"categories":3466},[143],{"categories":3468},[],{"categories":3470},[164],{"categories":3472},[137],{"categories":3474},[191],{"categories":3476},[143],{"categories":3478},[164],{"categories":3480},[164],{"categories":3482},[],{"categories":3484},[164],{"categories":3486},[137],{"categories":3488},[143],{"categories":3490},[],{"categories":3492},[146],{"categories":3494},[146],{"categories":3496},[137],{"categories":3498},[],{"categories":3500},[],{"categories":3502},[],{"categories":3504},[191],{"categories":3506},[146],{"categories":3508},[143],{"categories":3510},[],{"categories":3512},[],{"categories":3514},[],{"categories":3516},[191],{"categories":3518},[],{"categories":3520},[143],{"categories":3522},[137],{"categories":3524},[],{"categories":3526},[],{"categories":3528},[191],{"categories":3530},[143],{"categories":3532},[164],{"categories":3534},[],{"categories":3536},[207],{"categories":3538},[164],{"categories":3540},[207],{"categories":3542},[143],{"categories":3544},[],{"categories":3546},[],{"categories":3548},[146],{"categories":3550},[],{"categories":3552},[],{"categories":3554},[146],{"categories":3556},[143],{"categories":3558},[],{"categories":3560},[146],{"categories":3562},[164],{"categories":3564},[143],{"categories":3566},[207],{"categories":3568},[194],{"categories":3570},[146],{"categories":3572},[146],{"categories":3574},[],{"categories":3576},[],{"categories":3578},[],{"categories":3580},[164],{"categories":3582},[],{"categories":3584},[],{"categories":3586},[191],{"categories":3588},[137],{"categories":3590},[],{"categories":3592},[140],{"categories":3594},[207],{"categories":3596},[143],{"categories":3598},[100],{"categories":3600},[137],{"categories":3602},[194],{"categories":3604},[140],{"categories":3606},[100],{"categories":3608},[100],{"categories":3610},[],{"categories":3612},[],{"categories":3614},[146],{"categories":3616},[137],{"categories":3618},[191],{"categories":3620},[137],{"categories":3622},[146],{"categories":3624},[232],{"categories":3626},[143],{"categories":3628},[137],{"categories":3630},[146],{"categories":3632},[],{"categories":3634},[143],{"categories":3636},[164],{"categories":3638},[100],{"categories":3640},[],{"categories":3642},[191],{"categories":3644},[164],{"categories":3646},[137],{"categories":3648},[146],{"categories":3650},[143],{"categories":3652},[140],{"categories":3654},[146,232],{"categories":3656},[146],{"categories":3658},[100],{"categories":3660},[143],{"categories":3662},[143],{"categories":3664},[194],{"categories":3666},[207],{"categories":3668},[146],{"categories":3670},[],{"categories":3672},[146],{"categories":3674},[143],{"categories":3676},[140],{"categories":3678},[],{"categories":3680},[],{"categories":3682},[143],{"categories":3684},[194],{"categories":3686},[143],{"categories":3688},[],{"categories":3690},[164],{"categories":3692},[],{"categories":3694},[164],{"categories":3696},[137],{"categories":3698},[100],{"categories":3700},[143],{"categories":3702},[146],{"categories":3704},[143],{"categories":3706},[143],{"categories":3708},[207],{"categories":3710},[100],{"categories":3712},[],{"categories":3714},[164],{"categories":3716},[143],{"categories":3718},[],{"categories":3720},[143],{"categories":3722},[146],{"categories":3724},[143],{"categories":3726},[146],{"categories":3728},[143],{"categories":3730},[143],{"categories":3732},[143],{"categories":3734},[143],{"categories":3736},[140],{"categories":3738},[],{"categories":3740},[149],{"categories":3742},[164],{"categories":3744},[143],{"categories":3746},[],{"categories":3748},[100],{"categories":3750},[143],{"categories":3752},[143],{"categories":3754},[143],{"categories":3756},[146],{"categories":3758},[164],{"categories":3760},[143],{"categories":3762},[143],{"categories":3764},[143],{"categories":3766},[140],{"categories":3768},[146],{"categories":3770},[191],{"categories":3772},[],{"categories":3774},[194],{"categories":3776},[143],{"categories":3778},[],{"categories":3780},[164],{"categories":3782},[207],{"categories":3784},[],{"categories":3786},[],{"categories":3788},[164],{"categories":3790},[164],{"categories":3792},[207],{"categories":3794},[137],{"categories":3796},[146],{"categories":3798},[146],{"categories":3800},[143],{"categories":3802},[140],{"categories":3804},[],{"categories":3806},[],{"categories":3808},[164],{"categories":3810},[194],{"categories":3812},[100],{"categories":3814},[146],{"categories":3816},[191],{"categories":3818},[194],{"categories":3820},[194],{"categories":3822},[],{"categories":3824},[164],{"categories":3826},[143],{"categories":3828},[143],{"categories":3830},[100],{"categories":3832},[],{"categories":3834},[164],{"categories":3836},[164],{"categories":3838},[164],{"categories":3840},[],{"categories":3842},[146],{"categories":3844},[143],{"categories":3846},[],{"categories":3848},[137],{"categories":3850},[140],{"categories":3852},[],{"categories":3854},[143],{"categories":3856},[143],{"categories":3858},[],{"categories":3860},[100],{"categories":3862},[],{"categories":3864},[],{"categories":3866},[],{"categories":3868},[],{"categories":3870},[143],{"categories":3872},[164],{"categories":3874},[],{"categories":3876},[],{"categories":3878},[143],{"categories":3880},[143],{"categories":3882},[143],{"categories":3884},[194],{"categories":3886},[143],{"categories":3888},[194],{"categories":3890},[],{"categories":3892},[194],{"categories":3894},[194],{"categories":3896},[232],{"categories":3898},[146],{"categories":3900},[100],{"categories":3902},[],{"categories":3904},[],{"categories":3906},[194],{"categories":3908},[100],{"categories":3910},[100],{"categories":3912},[100],{"categories":3914},[],{"categories":3916},[137],{"categories":3918},[100],{"categories":3920},[100],{"categories":3922},[137],{"categories":3924},[100],{"categories":3926},[140],{"categories":3928},[100],{"categories":3930},[100],{"categories":3932},[100],{"categories":3934},[194],{"categories":3936},[164],{"categories":3938},[164],{"categories":3940},[143],{"categories":3942},[100],{"categories":3944},[194],{"categories":3946},[232],{"categories":3948},[194],{"categories":3950},[194],{"categories":3952},[194],{"categories":3954},[],{"categories":3956},[140],{"categories":3958},[],{"categories":3960},[232],{"categories":3962},[100],{"categories":3964},[100],{"categories":3966},[100],{"categories":3968},[146],{"categories":3970},[164,140],{"categories":3972},[194],{"categories":3974},[],{"categories":3976},[],{"categories":3978},[194],{"categories":3980},[],{"categories":3982},[194],{"categories":3984},[164],{"categories":3986},[146],{"categories":3988},[],{"categories":3990},[100],{"categories":3992},[143],{"categories":3994},[191],{"categories":3996},[],{"categories":3998},[143],{"categories":4000},[],{"categories":4002},[164],{"categories":4004},[137],{"categories":4006},[194],{"categories":4008},[],{"categories":4010},[100],{"categories":4012},[164],[4014,4082,4166,4317],{"id":4015,"title":4016,"ai":4017,"body":4023,"categories":4046,"created_at":101,"date_modified":101,"description":93,"extension":102,"faq":101,"featured":103,"kicker_label":101,"meta":4047,"navigation":115,"path":4070,"published_at":4071,"question":101,"scraped_at":4072,"seo":4073,"sitemap":4074,"source_id":4075,"source_name":122,"source_type":123,"source_url":4076,"stem":4077,"tags":4078,"thumbnail_url":101,"tldr":4079,"tweet":101,"unknown_tags":4080,"__hash__":4081},"summaries\u002Fsummaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary.md","Claude Code's CI Auto-Fix Closes PR Review Loop at $25 Each",{"provider":7,"model":4018,"input_tokens":4019,"output_tokens":4020,"processing_time_ms":4021,"cost_usd":4022},"x-ai\u002Fgrok-4.1-fast",3988,1844,52262,0.00169695,{"type":14,"value":4024,"toc":4042},[4025,4029,4032,4035,4039],[17,4026,4028],{"id":4027},"ci-auto-fix-turns-reviews-into-patches","CI Auto-Fix Turns Reviews into Patches",[22,4030,4031],{},"Anthropic's Claude Code Review, previously limited to commenting on PR issues, now deploys CI auto-fix to directly edit code. Agents first verify findings to cut false positives, rank them by severity, and post inline comments—then automatically apply patches in the cloud while PRs remain open. This closed-loop process handles continuous monitoring post-PR opening, freeing developers from manual fixes. Result: PRs ship faster without human intervention on routine issues, justifying the unchanged $15-25 per PR cost through direct productivity gains.",[22,4033,4034],{},"Trade-offs include reliance on agent accuracy (despite verification) and fixed pricing that scales with PR volume—high for frequent small changes but viable for teams prioritizing speed over cost per edit.",[17,4036,4038],{"id":4037},"backlash-to-buy-in-at-code-w-claude-2026","Backlash to Buy-In at Code w\u002F Claude 2026",[22,4040,4041],{},"Launched two months prior, Code Review drew outrage on Reddit, Hacker News, and r\u002FAnthropic over its $15-25\u002FPR tag, seen as overpriced for read-only feedback. At the May 6, 2026, Code w\u002F Claude conference in San Francisco, Anthropic responded not with cuts but enhancement: auto-fix makes the tool output actionable code changes. Keynote demos (per Simon Willison and InfoQ coverage) showed seamless integration, shifting perception from expensive critic to autonomous contributor. For small teams or indie builders, this means one agent swarm replaces junior reviewer hours, but test on non-critical repos first to validate fix quality.",{"title":93,"searchDepth":94,"depth":94,"links":4043},[4044,4045],{"id":4027,"depth":94,"text":4028},{"id":4037,"depth":94,"text":4038},[137],{"content_references":4048,"triage":4066},[4049,4053,4057,4060,4063],{"type":107,"title":4050,"url":4051,"context":4052},"Anthropic wants $25 per pull request devs are losing their minds over Claude Code Review","https:\u002F\u002Fmedium.com\u002Fgitconnected\u002Fanthropic-wants-25-per-pull-request-devs-are-losing-their-minds-over-claude-code-review-55dbbaca4996","cited",{"type":107,"title":4054,"author":4055,"url":4056,"context":4052},"Code w\u002F Claude 2026 live blog","Simon Willison","https:\u002F\u002Fsimonwillison.net\u002F2026\u002FMay\u002F6\u002Fcode-w-claude-2026\u002F",{"type":107,"title":4058,"url":4059,"context":4052},"Anthropic Claude Code Auto Mode","https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2026\u002F05\u002Fanthropic-claude-code-auto-mode\u002F",{"type":4061,"title":4062,"context":109},"event","Code w\u002F Claude 2026",{"type":107,"title":4064,"url":4065,"context":109},"Code Review","https:\u002F\u002Fclaude.com\u002Fblog\u002Fcode-review",{"relevance":112,"novelty":4067,"quality":112,"actionability":112,"composite":4068,"reasoning":4069},3,3.8,"Category: AI Automation. The article discusses a new feature in Anthropic's Code Review that automates code fixes in pull requests, addressing a specific pain point for developers who want to streamline their CI processes. It provides insights into the tool's functionality and trade-offs, making it actionable for teams looking to improve their code review efficiency.","\u002Fsummaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary","2026-05-11 14:28:42","2026-05-11 15:04:05",{"title":4016,"description":93},{"loc":4070},"c449c2de9818978f","https:\u002F\u002Flevelup.gitconnected.com\u002Fanthropic-code-review-auto-fix-pr-911571780aa3?source=rss----5517fd7b58a6---4","summaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary",[127,128,129],"Anthropic's Code Review now auto-patches code issues in open PRs via CI, eliminating manual fixes after agent-verified findings ranked by severity—upgrading the $15-25\u002FPR tool amid past backlash.",[],"nMaWKosRvis90Rh0naJI_m9Vletxg58TNUI-HBEj0XI",{"id":4083,"title":4084,"ai":4085,"body":4090,"categories":4138,"created_at":101,"date_modified":101,"description":93,"extension":102,"faq":101,"featured":103,"kicker_label":101,"meta":4139,"navigation":115,"path":4152,"published_at":4153,"question":101,"scraped_at":4154,"seo":4155,"sitemap":4156,"source_id":4157,"source_name":4158,"source_type":123,"source_url":4159,"stem":4160,"tags":4161,"thumbnail_url":101,"tldr":4162,"tweet":4163,"unknown_tags":4164,"__hash__":4165},"summaries\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary.md","VS Code April 2026: Agents Window and Copilot CLI Upgrades",{"provider":7,"model":4018,"input_tokens":4086,"output_tokens":4087,"processing_time_ms":4088,"cost_usd":4089},4553,1634,34357,0.00170495,{"type":14,"value":4091,"toc":4132},[4092,4096,4106,4110,4113,4117,4120,4124],[17,4093,4095],{"id":4094},"streamline-agent-first-workflows-with-agents-window","Streamline Agent-First Workflows with Agents Window",[22,4097,4098,4099,4105],{},"The new Agents Window (preview, ships with VS Code Insiders) creates a dedicated environment for agent development. Open it via the icon. It organizes sessions list (past\u002Fcurrent tasks by project with stats) on upper left, customization controls (edit skills, instructions, hooks, MCP servers, plugins) on bottom left, main agent chat (prompts, progress, results, task continuation) in center, and changes view (edited files, diffs, merge updates) on right. Use it to manage agent tasks without cluttering the main editor; docs at ",[4100,4101,4102],"a",{"href":4102,"rel":4103},"https:\u002F\u002Faka.ms\u002Fagent-window",[4104],"nofollow",".",[17,4107,4109],{"id":4108},"analyze-and-fix-chat-customizations-automatically","Analyze and Fix Chat Customizations Automatically",[22,4111,4112],{},"Install the Chat Customizations Evaluations extension to evaluate prompt files, custom agents, instructions. Click Analyze button in customization files (e.g., prompt file) for assessments and optimization suggestions. Yellow squiggly lines highlight issues like high cognitive load; hover for explanations, apply quick fixes to adjust phrasing. This reduces manual trial-and-error, improving custom chat performance directly in VS Code.",[17,4114,4116],{"id":4115},"balance-speed-and-quality-in-copilot-cli","Balance Speed and Quality in Copilot CLI",[22,4118,4119],{},"Configure thinking effort in Copilot CLI to control model reasoning per request, trading latency for response quality based on task needs. Remote control lets you monitor progress, approve, steer sessions from GitHub.com or mobile app while the CLI runs on the original machine. This enables hands-off long-running tasks without being tied to one device.",[17,4121,4123],{"id":4122},"build-agent-skills-via-vs-code-learn-courses","Build Agent Skills via VS Code Learn Courses",[22,4125,4126,4127,4131],{},"New docs section at ",[4100,4128,4129],{"href":4129,"rel":4130},"https:\u002F\u002Faka.ms\u002FVSCode\u002FLearn",[4104]," offers video courses: Agent Foundations (intro to agent-first dev, build your first agent, review\u002Fcontrol changes); Customization (UI for instructions, skills, custom agents, hooks). Use these to ramp up on agents quickly; more content planned.",{"title":93,"searchDepth":94,"depth":94,"links":4133},[4134,4135,4136,4137],{"id":4094,"depth":94,"text":4095},{"id":4108,"depth":94,"text":4109},{"id":4115,"depth":94,"text":4116},{"id":4122,"depth":94,"text":4123},[137],{"content_references":4140,"triage":4149},[4141,4145,4147],{"type":107,"title":4142,"url":4143,"context":4144},"VS Code Release Notes","https:\u002F\u002Faka.ms\u002Fvscode\u002Frelease","recommended",{"type":107,"title":4146,"url":4102,"context":4144},"Agent Window Docs",{"type":107,"title":4148,"url":4129,"context":4144},"VS Code Learn",{"relevance":111,"novelty":4067,"quality":112,"actionability":112,"composite":4150,"reasoning":4151},4.15,"Category: AI & LLMs. The article provides detailed insights into new features in VS Code that enhance agent workflows, which is highly relevant for developers building AI-powered products. It includes actionable steps for using the Agents Window and Copilot CLI, making it practical for the audience.","\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary","2026-05-07 17:28:41","2026-05-08 11:12:06",{"title":4084,"description":93},{"loc":4152},"954508abf26f2fb8","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JiMap1t4okA","summaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary",[127,129,128],"April 2026 VS Code releases add Agents Window for agent workflows, a chat customizations evaluator extension, configurable thinking effort and remote control in Copilot CLI, plus new agent learning courses.","Quick 3-minute official demo of five VS Code April 2026 updates: Agents Window preview for agent workflows, a chat customizations eval extension, Copilot CLI thinking effort and remote control options, plus new Learn docs section. Directs to full release notes for the rest.",[],"L2lHEd98kmd4uAAi621zuoSyamDLREfgk6QP7R7OuGg",{"id":4167,"title":4168,"ai":4169,"body":4174,"categories":4292,"created_at":101,"date_modified":101,"description":93,"extension":102,"faq":101,"featured":103,"kicker_label":101,"meta":4293,"navigation":115,"path":4304,"published_at":4305,"question":101,"scraped_at":4306,"seo":4307,"sitemap":4308,"source_id":4309,"source_name":122,"source_type":123,"source_url":4310,"stem":4311,"tags":4312,"thumbnail_url":101,"tldr":4314,"tweet":101,"unknown_tags":4315,"__hash__":4316},"summaries\u002Fsummaries\u002F4ae8abb33652e2c8-building-autonomous-ai-agents-with-cursor-sdk-summary.md","Building Autonomous AI Agents with Cursor SDK",{"provider":7,"model":8,"input_tokens":4170,"output_tokens":4171,"processing_time_ms":4172,"cost_usd":4173},9258,724,4120,0.0034005,{"type":14,"value":4175,"toc":4286},[4176,4180,4191,4195,4198,4212,4216,4219,4262,4266],[17,4177,4179],{"id":4178},"the-agentic-feedback-loop","The Agentic Feedback Loop",[22,4181,4182,4183,4186,4187,4190],{},"Unlike traditional LLM wrappers, Cursor agents operate within a tight feedback loop inside the IDE. When assigned a task, the agent analyzes the codebase, selects a tool (e.g., ",[26,4184,4185],{},"readFile",", ",[26,4188,4189],{},"runBash","), executes it, and evaluates the output. This cycle repeats for up to 10 turns, allowing the agent to self-correct based on compiler errors or test failures. Because the agent can verify its own work by running code, it is significantly more reliable than text-only generation.",[17,4192,4194],{"id":4193},"core-architecture-and-constraints","Core Architecture and Constraints",[22,4196,4197],{},"Agents are built using a TypeScript framework that provides direct access to the filesystem and shell. To ensure predictability and debuggability, the SDK enforces two primary constraints:",[68,4199,4200,4206],{},[41,4201,4202,4205],{},[44,4203,4204],{},"Synchronous Execution:"," Agents wait for each tool to finish before proceeding, preventing parallel task conflicts.",[41,4207,4208,4211],{},[44,4209,4210],{},"60-Second Timeout:"," Any action exceeding 60 seconds will trigger a timeout. Developers must design tasks to be granular (e.g., testing a specific module rather than an entire suite) to avoid hitting this limit.",[17,4213,4215],{"id":4214},"building-for-production","Building for Production",[22,4217,4218],{},"Effective agents require more than just a prompt; they require structured tool definitions and safety boundaries.",[68,4220,4221,4231,4252],{},[41,4222,4223,4226,4227,4230],{},[44,4224,4225],{},"Custom Tools:"," Developers can register domain-specific tools (e.g., ",[26,4228,4229],{},"calculateProjectMetrics",") to extend the agent's capabilities beyond standard file operations.",[41,4232,4233,4236,4237,4240,4241,4244,4245,4248,4249,4105],{},[44,4234,4235],{},"Safety Constraints:"," Production agents should be restricted using ",[26,4238,4239],{},"allowedDirectories"," and ",[26,4242,4243],{},"forbiddenPatterns"," to prevent accidental modification of sensitive files like ",[26,4246,4247],{},".git\u002F"," or ",[26,4250,4251],{},"node_modules\u002F",[41,4253,4254,4257,4258,4261],{},[44,4255,4256],{},"State Management:"," While agent runs are isolated by default, developers can persist ",[26,4259,4260],{},"conversationHistory"," to enable multi-stage workflows where the agent builds on previous analysis.",[17,4263,4265],{"id":4264},"strategies-for-success","Strategies for Success",[68,4267,4268,4274,4280],{},[41,4269,4270,4273],{},[44,4271,4272],{},"Prompt Specificity:"," Vague prompts lead to aimless exploration. High-performing agents require a \"roadmap\" approach, where the user defines the objective, the specific files to audit, and the criteria for success.",[41,4275,4276,4279],{},[44,4277,4278],{},"Self-Validation:"," Instruct agents to write and run tests as part of their workflow. This allows the agent to catch its own bugs before the developer reviews the changes.",[41,4281,4282,4285],{},[44,4283,4284],{},"Specialization:"," Rather than building one \"god-agent,\" use multiple specialized agents (e.g., one for security, one for performance, one for architecture) running in parallel to provide a comprehensive code review in seconds.",{"title":93,"searchDepth":94,"depth":94,"links":4287},[4288,4289,4290,4291],{"id":4178,"depth":94,"text":4179},{"id":4193,"depth":94,"text":4194},{"id":4214,"depth":94,"text":4215},{"id":4264,"depth":94,"text":4265},[146],{"content_references":4294,"triage":4302},[4295,4299],{"type":4296,"title":4297,"url":4298,"context":4144},"tool","Cursor Agents SDK","https:\u002F\u002Fcursor.com\u002Fdocs\u002Fsdk\u002Ftypescript",{"type":107,"title":4300,"url":4301,"context":4144},"Cursor Agent Tutorial","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5yojWE-DsWU",{"relevance":111,"novelty":112,"quality":112,"actionability":112,"composite":113,"reasoning":4303},"Category: AI Automation. The article provides a detailed overview of building autonomous AI agents using the Cursor SDK, addressing practical applications for developers looking to integrate AI into their coding workflows. It outlines specific strategies for success, such as prompt specificity and safety constraints, which are actionable insights for the target audience.","\u002Fsummaries\u002F4ae8abb33652e2c8-building-autonomous-ai-agents-with-cursor-sdk-summary","2026-05-20 17:43:49","2026-05-20 19:00:31",{"title":4168,"description":93},{"loc":4304},"4ae8abb33652e2c8","https:\u002F\u002Flevelup.gitconnected.com\u002Fbuilding-ai-agents-with-cursor-agents-sdk-857af12bfeeb?source=rss----5517fd7b58a6---4","summaries\u002F4ae8abb33652e2c8-building-autonomous-ai-agents-with-cursor-sdk-summary",[127,4313,128,129],"typescript","The Cursor Agents SDK enables developers to build autonomous agents that interact directly with their IDE, filesystem, and shell to perform complex coding tasks through iterative feedback loops.",[],"xTR4zzjsdtkVs733nw9zgNXk0x62CZECpq_u5q3XBm0",{"id":4318,"title":4319,"ai":4320,"body":4325,"categories":4370,"created_at":101,"date_modified":101,"description":93,"extension":102,"faq":101,"featured":103,"kicker_label":101,"meta":4371,"navigation":115,"path":4384,"published_at":4385,"question":101,"scraped_at":4386,"seo":4387,"sitemap":4388,"source_id":4389,"source_name":4390,"source_type":123,"source_url":4391,"stem":4392,"tags":4393,"thumbnail_url":101,"tldr":4395,"tweet":101,"unknown_tags":4396,"__hash__":4397},"summaries\u002Fsummaries\u002F2f2a6691c3b01ef7-google-ai-studio-adds-native-android-app-generatio-summary.md","Google AI Studio Adds Native Android App Generation",{"provider":7,"model":8,"input_tokens":4321,"output_tokens":4322,"processing_time_ms":4323,"cost_usd":4324},6243,552,2884,0.00238875,{"type":14,"value":4326,"toc":4365},[4327,4331,4334,4338,4341,4355,4358,4362],[17,4328,4330],{"id":4329},"ai-powered-android-development","AI-Powered Android Development",[22,4332,4333],{},"Google has integrated native Android app creation into its web-based AI Studio, allowing users to build applications through natural language prompts. This tool targets both seasoned developers seeking rapid prototyping and non-technical creators. The generated apps are built using Kotlin and the Jetpack Compose toolkit, with support for hardware-enabled features like Bluetooth, NFC, and GPS.",[17,4335,4337],{"id":4336},"workflow-and-deployment","Workflow and Deployment",[22,4339,4340],{},"The development environment includes an embedded Android Emulator for real-time interaction within the browser. Users can deploy apps directly to physical Android devices via USB using the Android Debug Bridge (adb). For more complex projects, AI Studio supports:",[68,4342,4343,4349],{},[41,4344,4345,4348],{},[44,4346,4347],{},"Internal Testing:"," Automatic creation of app records and bundles for the Google Play Console.",[41,4350,4351,4354],{},[44,4352,4353],{},"Professional Handoff:"," Exporting projects as zip files to GitHub for further development in the desktop version of Android Studio.",[22,4356,4357],{},"While current capabilities are focused on personal utilities and simple social experiences, Google plans to expand functionality to include Firebase integrations (such as Firestore and Auth) and features for sharing apps within private networks.",[17,4359,4361],{"id":4360},"ai-driven-app-discovery","AI-Driven App Discovery",[22,4363,4364],{},"Beyond creation, Google is integrating AI into the Play Store and Gemini to improve app discovery. A new \"Ask Play\" overlay allows users to find apps through conversational queries. Furthermore, Gemini will begin surfacing relevant Android apps directly within user conversations, linking users to specific content—such as movies, TV shows, or sports streams—within a developer's application.",{"title":93,"searchDepth":94,"depth":94,"links":4366},[4367,4368,4369],{"id":4329,"depth":94,"text":4330},{"id":4336,"depth":94,"text":4337},{"id":4360,"depth":94,"text":4361},[143],{"content_references":4372,"triage":4382},[4373,4376,4379],{"type":4296,"title":4374,"url":4375,"context":109},"Google AI Studio","https:\u002F\u002Faistudio.google.com\u002F",{"type":4296,"title":4377,"url":4378,"context":109},"Android Studio","https:\u002F\u002Fdeveloper.android.com\u002Fstudio\u002Fpreview",{"type":4296,"title":4380,"url":4381,"context":109},"Google Play Console","https:\u002F\u002Fdeveloper.android.com\u002Fdistribute\u002Fconsole",{"relevance":112,"novelty":4067,"quality":112,"actionability":112,"composite":4068,"reasoning":4383},"Category: AI Automation. The article discusses a new tool that allows users to build Android apps using AI, which directly addresses the needs of developers looking for practical AI applications in product development. It provides specific features like natural language prompts and integrated deployment tools, making it actionable for the audience.","\u002Fsummaries\u002F2f2a6691c3b01ef7-google-ai-studio-adds-native-android-app-generatio-summary","2026-05-19 17:45:00","2026-05-19 19:00:39",{"title":4319,"description":93},{"loc":4384},"2f2a6691c3b01ef7","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F19\u002Fgoogles-ai-studio-now-lets-anyone-build-android-apps-in-minutes\u002F","summaries\u002F2f2a6691c3b01ef7-google-ai-studio-adds-native-android-app-generatio-summary",[127,129,128,4394],"android","Google AI Studio now enables users to build Android apps via natural language prompts, using Kotlin and Jetpack Compose, with integrated browser-based emulation and deployment tools.",[4394],"qnIYYV5dVQWuhdH9IOjJx9sn-fOS3qMVHYHaKKrz_IM"]