[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0620e2900fa5d4a4-small-open-llms-replicate-claude-mythos-bug-hunts-summary":3,"summaries-facets-categories":99,"summary-related-0620e2900fa5d4a4-small-open-llms-replicate-claude-mythos-bug-hunts-summary":7004},{"id":4,"title":5,"ai":6,"body":13,"categories":49,"created_at":50,"date_modified":50,"description":43,"extension":51,"faq":50,"featured":52,"kicker_label":50,"meta":53,"navigation":81,"path":82,"published_at":83,"question":50,"scraped_at":84,"seo":85,"sitemap":86,"source_id":87,"source_name":88,"source_type":89,"source_url":90,"stem":91,"tags":92,"thumbnail_url":50,"tldr":96,"tweet":50,"unknown_tags":97,"__hash__":98},"summaries\u002Fsummaries\u002F0620e2900fa5d4a4-small-open-llms-replicate-claude-mythos-bug-hunts-summary.md","Small open LLMs replicate Claude Mythos bug hunts",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5310,2704,20579,0.00239135,{"type":14,"value":15,"toc":42},"minimark",[16,21,25,28,32,35,39],[17,18,20],"h2",{"id":19},"open-models-nail-high-profile-bugs-without-mythos","Open Models Nail High-Profile Bugs Without Mythos",[22,23,24],"p",{},"Anthropic's Claude Mythos demoed autonomous bug discovery and exploitation, like the FreeBSD NFS memory bug (CVE-2026-4747), where it squeezes 1,000+ byte payloads into 304 bytes via 15 split network requests. But AISLE's tests show eight small open models—including GPT-OSS-20b (3.6B params, $0.11\u002FM tokens) and Kimi K2—all flagged this critical buffer overflow. They explained OS protections' irrelevance and proposed viable exploits; GPT-OSS-120b generated a near-real gadget chain, and Kimi K2 spotted auto-spreading attacks unmentioned by Anthropic. AISLE reported 15 OpenSSL and 5 curl vulns using similar setups. Vidoc paired GPT-5.4 and Claude Opus 4.6 with OpenCode agent to match these on Botan certificate flaws (logic gap caught 3\u002F3 runs) and wolfSSL crypto misreads, at under $30 per scanned file.",[22,26,27],{},"For fake vulns, like discarded user input in DB queries, small opens like Deepseek R1 and Kimi K2 succeeded every time, outperforming GPT-5.4 (0\u002F3) and some Claude versions (Sonnet 4.5 traced data wrong). Post-patch recognition lags: only GPT-OSS-120b reliably deemed fixed FreeBSD code safe; smaller models hallucinated issues.",[17,29,31],{"id":30},"jagged-frontier-no-model-dominates-all-tasks","Jagged Frontier: No Model Dominates All Tasks",[22,33,34],{},"Capabilities spike unevenly. On OpenBSD integer overflow, GPT-OSS-120b rebuilt the full exploit chain and proposed the exact patch in one run, while Qwen3-32B (strong on FreeBSD) called code \"robust.\" Claude Opus 4.6 hit 3\u002F3, GPT-5.4 missed entirely. This \"jagged frontier\" means rankings flip per bug—pick models task-specifically, as no single frontier model wins universally.",[17,36,38],{"id":37},"build-systems-not-model-worship-for-bug-hunting","Build Systems, Not Model Worship, for Bug Hunting",[22,40,41],{},"Mythos' edge shrinks to deployable exploits, but studies stress full pipelines: target selection, step-wise analysis, validation, prioritization, false-positive filtering. Small opens suffice for broad scanning—\"a thousand adequate detectives everywhere beat one brilliant guesser,\" per AISLE's Fort. Anthropic limits Mythos access via Project Glasswing (11 orgs) citing risks, but replications erode exclusivity claims. FT reports compute shortages delay wider release, fueling fears of hype. Use cheap opens + agents for production cybersecurity: scan widely, iterate workflows, and close the gap to proprietary models today.",{"title":43,"searchDepth":44,"depth":44,"links":45},"",2,[46,47,48],{"id":19,"depth":44,"text":20},{"id":30,"depth":44,"text":31},{"id":37,"depth":44,"text":38},[],null,"md",false,{"content_references":54,"triage":76},[55,60,66,69,72],{"type":56,"title":57,"url":58,"context":59},"tool","Claude Mythos Preview","https:\u002F\u002Fthe-decoder.com\u002Ffrom-gpt-2-to-claude-mythos-the-return-of-ai-models-deemed-too-dangerous-to-release\u002F","mentioned",{"type":61,"title":62,"author":63,"url":64,"context":65},"other","AI Cybersecurity After Mythos: The Jagged Frontier","Stanislav Fort","https:\u002F\u002Faisle.com\u002Fblog\u002Fai-cybersecurity-after-mythos-the-jagged-frontier","cited",{"type":61,"title":67,"url":68,"context":65},"We Reproduced Anthropic's Mythos Findings with Public Models","https:\u002F\u002Fblog.vidocsecurity.com\u002Fblog\u002Fwe-reproduced-anthropics-mythos-findings-with-public-models",{"type":70,"title":71,"context":65},"report","Audit by UK's AI Security Institute",{"type":61,"title":73,"publisher":74,"url":75,"context":65},"Anthropic holding back model until compute ready","Financial Times","https:\u002F\u002Fwww.ft.com\u002Fcontent\u002Fc9f5b690-a10e-4c66-9245-017f8bfbc7b4?syn-25a6b1a6=1",{"relevance":77,"novelty":77,"quality":78,"actionability":44,"composite":79,"reasoning":80},3,4,3.05,"Category: AI & LLMs. The article discusses the performance of small open LLMs in cybersecurity bug detection, which is relevant to AI engineering. However, while it presents some interesting findings, it lacks concrete actionable steps for the audience to implement in their own AI-powered product development.",true,"\u002Fsummaries\u002F0620e2900fa5d4a4-small-open-llms-replicate-claude-mythos-bug-hunts-summary","2026-04-18 08:48:05","2026-04-19 01:22:29",{"title":5,"description":43},{"loc":82},"0620e2900fa5d4a4","The Decoder","article","https:\u002F\u002Fthe-decoder.com\u002Fthe-myth-of-claude-mythos-crumbles-as-small-open-models-hunt-the-same-cybersecurity-bugs-anthropic-showcased\u002F","summaries\u002F0620e2900fa5d4a4-small-open-llms-replicate-claude-mythos-bug-hunts-summary",[93,94,95],"llm","open-source","ai-tools","Small open models like 3.6B-param GPT-OSS-20b detect and exploit the same cybersecurity bugs as Anthropic's restricted Claude Mythos, proving pipelines—not model size—unlock capabilities.",[],"VBKlihfCzaQlnHh54O5H5Km4j4SoTWDZ3cLdtY20goQ",[100,103,106,108,111,113,116,119,121,123,125,127,130,132,134,136,138,141,143,145,147,149,152,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,204,206,208,210,212,214,216,218,220,222,224,226,228,230,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,274,276,278,280,282,284,286,288,290,292,294,296,298,300,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,368,370,372,374,376,378,380,382,384,386,388,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,424,426,428,430,432,434,436,438,440,442,444,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,506,508,510,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,552,554,556,558,560,562,564,566,568,570,572,574,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,864,866,868,870,872,875,877,879,881,883,885,887,889,891,893,895,897,899,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002],{"categories":101},[102],"AI & LLMs",{"categories":104},[105],"Developer Productivity",{"categories":107},[102],{"categories":109},[110],"Business & SaaS",{"categories":112},[102],{"categories":114},[115],"AI Automation",{"categories":117},[118],"Product Strategy",{"categories":120},[115],{"categories":122},[102],{"categories":124},[105],{"categories":126},[115],{"categories":128},[129],"Software Engineering",{"categories":131},[102],{"categories":133},[110],{"categories":135},[],{"categories":137},[102],{"categories":139},[140],"Inference & Serving",{"categories":142},[102],{"categories":144},[102],{"categories":146},[115],{"categories":148},[],{"categories":150},[151],"AI News & Trends",{"categories":153},[154],"Data Science & Visualization",{"categories":156},[115],{"categories":158},[102],{"categories":160},[102],{"categories":162},[110],{"categories":164},[105],{"categories":166},[102],{"categories":168},[115],{"categories":170},[151],{"categories":172},[102],{"categories":174},[115],{"categories":176},[115],{"categories":178},[102],{"categories":180},[102],{"categories":182},[115],{"categories":184},[102],{"categories":186},[102],{"categories":188},[102],{"categories":190},[115],{"categories":192},[151],{"categories":194},[102],{"categories":196},[102],{"categories":198},[102],{"categories":200},[],{"categories":202},[203],"Design & Frontend",{"categories":205},[154],{"categories":207},[151],{"categories":209},[102],{"categories":211},[102],{"categories":213},[102],{"categories":215},[],{"categories":217},[102],{"categories":219},[102],{"categories":221},[115],{"categories":223},[129],{"categories":225},[102],{"categories":227},[115],{"categories":229},[102],{"categories":231},[232],"Marketing & Growth",{"categories":234},[203],{"categories":236},[102],{"categories":238},[115],{"categories":240},[102],{"categories":242},[102],{"categories":244},[129],{"categories":246},[102],{"categories":248},[],{"categories":250},[],{"categories":252},[203],{"categories":254},[102],{"categories":256},[115],{"categories":258},[105],{"categories":260},[129],{"categories":262},[115],{"categories":264},[203],{"categories":266},[118],{"categories":268},[102],{"categories":270},[129],{"categories":272},[273],"DevOps & Cloud",{"categories":275},[115],{"categories":277},[118],{"categories":279},[151],{"categories":281},[102],{"categories":283},[],{"categories":285},[102],{"categories":287},[102],{"categories":289},[],{"categories":291},[115],{"categories":293},[129],{"categories":295},[],{"categories":297},[129],{"categories":299},[102],{"categories":301},[302],"Governance & Standards",{"categories":304},[110],{"categories":306},[],{"categories":308},[],{"categories":310},[102],{"categories":312},[102],{"categories":314},[115],{"categories":316},[102],{"categories":318},[102],{"categories":320},[115],{"categories":322},[102],{"categories":324},[102],{"categories":326},[102],{"categories":328},[],{"categories":330},[129],{"categories":332},[],{"categories":334},[],{"categories":336},[102],{"categories":338},[129],{"categories":340},[],{"categories":342},[129],{"categories":344},[102],{"categories":346},[102],{"categories":348},[232],{"categories":350},[102],{"categories":352},[102],{"categories":354},[102],{"categories":356},[203],{"categories":358},[203],{"categories":360},[102],{"categories":362},[129],{"categories":364},[115],{"categories":366},[367],"GovTech & Public-Sector Adoption",{"categories":369},[129],{"categories":371},[102],{"categories":373},[102],{"categories":375},[102],{"categories":377},[115],{"categories":379},[115],{"categories":381},[154],{"categories":383},[102],{"categories":385},[151],{"categories":387},[115],{"categories":389},[390],"Legal AI Tools",{"categories":392},[102],{"categories":394},[115],{"categories":396},[102],{"categories":398},[232],{"categories":400},[115],{"categories":402},[118],{"categories":404},[102],{"categories":406},[129],{"categories":408},[367],{"categories":410},[],{"categories":412},[115],{"categories":414},[],{"categories":416},[110],{"categories":418},[115],{"categories":420},[115],{"categories":422},[423],"RAG & Retrieval",{"categories":425},[110],{"categories":427},[102],{"categories":429},[129],{"categories":431},[129],{"categories":433},[273],{"categories":435},[203],{"categories":437},[115],{"categories":439},[102],{"categories":441},[102],{"categories":443},[],{"categories":445},[446],"Agents & Orchestration",{"categories":448},[129],{"categories":450},[102],{"categories":452},[],{"categories":454},[115],{"categories":456},[110],{"categories":458},[],{"categories":460},[102],{"categories":462},[],{"categories":464},[102],{"categories":466},[105],{"categories":468},[129],{"categories":470},[110],{"categories":472},[102],{"categories":474},[115],{"categories":476},[102],{"categories":478},[151],{"categories":480},[102],{"categories":482},[],{"categories":484},[102],{"categories":486},[],{"categories":488},[102],{"categories":490},[129],{"categories":492},[102],{"categories":494},[115],{"categories":496},[154],{"categories":498},[],{"categories":500},[102],{"categories":502},[203],{"categories":504},[505],"Models & Frontier Labs",{"categories":507},[],{"categories":509},[203],{"categories":511},[512],"Regulation & Governance of AI",{"categories":514},[118],{"categories":516},[115],{"categories":518},[],{"categories":520},[102],{"categories":522},[102],{"categories":524},[115],{"categories":526},[115],{"categories":528},[151],{"categories":530},[102],{"categories":532},[110],{"categories":534},[102],{"categories":536},[115],{"categories":538},[],{"categories":540},[129],{"categories":542},[115],{"categories":544},[102],{"categories":546},[118],{"categories":548},[102],{"categories":550},[551],"AI Policy & Regulation",{"categories":553},[],{"categories":555},[102],{"categories":557},[115],{"categories":559},[118],{"categories":561},[115],{"categories":563},[102],{"categories":565},[102],{"categories":567},[102],{"categories":569},[115],{"categories":571},[],{"categories":573},[154],{"categories":575},[576],"Evals & Reliability",{"categories":578},[102],{"categories":580},[102],{"categories":582},[],{"categories":584},[105],{"categories":586},[367],{"categories":588},[551],{"categories":590},[102],{"categories":592},[110],{"categories":594},[102],{"categories":596},[115],{"categories":598},[102],{"categories":600},[115],{"categories":602},[446],{"categories":604},[102],{"categories":606},[129],{"categories":608},[102],{"categories":610},[],{"categories":612},[203],{"categories":614},[],{"categories":616},[102],{"categories":618},[367],{"categories":620},[102],{"categories":622},[102],{"categories":624},[102],{"categories":626},[],{"categories":628},[102],{"categories":630},[203],{"categories":632},[129],{"categories":634},[],{"categories":636},[102],{"categories":638},[],{"categories":640},[115],{"categories":642},[102],{"categories":644},[203],{"categories":646},[],{"categories":648},[102],{"categories":650},[102],{"categories":652},[154],{"categories":654},[115],{"categories":656},[102],{"categories":658},[110],{"categories":660},[115],{"categories":662},[102],{"categories":664},[102],{"categories":666},[129],{"categories":668},[203],{"categories":670},[102],{"categories":672},[115],{"categories":674},[],{"categories":676},[129],{"categories":678},[115],{"categories":680},[154],{"categories":682},[],{"categories":684},[102],{"categories":686},[151],{"categories":688},[102],{"categories":690},[],{"categories":692},[102],{"categories":694},[102],{"categories":696},[102],{"categories":698},[110,232],{"categories":700},[],{"categories":702},[129],{"categories":704},[102],{"categories":706},[102],{"categories":708},[115],{"categories":710},[102],{"categories":712},[],{"categories":714},[],{"categories":716},[102],{"categories":718},[203],{"categories":720},[102],{"categories":722},[],{"categories":724},[102],{"categories":726},[273],{"categories":728},[],{"categories":730},[115],{"categories":732},[151],{"categories":734},[102],{"categories":736},[102],{"categories":738},[203],{"categories":740},[],{"categories":742},[151],{"categories":744},[102],{"categories":746},[140],{"categories":748},[102],{"categories":750},[102],{"categories":752},[115],{"categories":754},[151],{"categories":756},[505],{"categories":758},[102],{"categories":760},[232],{"categories":762},[],{"categories":764},[115],{"categories":766},[110],{"categories":768},[129],{"categories":770},[102],{"categories":772},[115],{"categories":774},[],{"categories":776},[102,273],{"categories":778},[102],{"categories":780},[102],{"categories":782},[102],{"categories":784},[115],{"categories":786},[102,129],{"categories":788},[154],{"categories":790},[102],{"categories":792},[102],{"categories":794},[102],{"categories":796},[129],{"categories":798},[102],{"categories":800},[115],{"categories":802},[115],{"categories":804},[551],{"categories":806},[232],{"categories":808},[102],{"categories":810},[115],{"categories":812},[102],{"categories":814},[102],{"categories":816},[115],{"categories":818},[],{"categories":820},[115],{"categories":822},[102],{"categories":824},[102],{"categories":826},[115],{"categories":828},[102],{"categories":830},[102,110],{"categories":832},[102],{"categories":834},[110],{"categories":836},[],{"categories":838},[203],{"categories":840},[203],{"categories":842},[102],{"categories":844},[],{"categories":846},[],{"categories":848},[102],{"categories":850},[151],{"categories":852},[],{"categories":854},[105],{"categories":856},[102],{"categories":858},[129],{"categories":860},[102],{"categories":862},[863],"Generative UI & Design-to-Code",{"categories":865},[102],{"categories":867},[102],{"categories":869},[203],{"categories":871},[102],{"categories":873},[874],"Algorithmic Accountability",{"categories":876},[115],{"categories":878},[129],{"categories":880},[151],{"categories":882},[203],{"categories":884},[102],{"categories":886},[],{"categories":888},[118],{"categories":890},[102],{"categories":892},[102],{"categories":894},[102],{"categories":896},[102],{"categories":898},[115],{"categories":900},[901],"MLOps & Infrastructure",{"categories":903},[102],{"categories":905},[102],{"categories":907},[102],{"categories":909},[102],{"categories":911},[102],{"categories":913},[129],{"categories":915},[151],{"categories":917},[102],{"categories":919},[118],{"categories":921},[105],{"categories":923},[102],{"categories":925},[115],{"categories":927},[273],{"categories":929},[102],{"categories":931},[110],{"categories":933},[102],{"categories":935},[203],{"categories":937},[102],{"categories":939},[102],{"categories":941},[115],{"categories":943},[],{"categories":945},[],{"categories":947},[102],{"categories":949},[140],{"categories":951},[203],{"categories":953},[151],{"categories":955},[154],{"categories":957},[],{"categories":959},[102],{"categories":961},[102],{"categories":963},[110],{"categories":965},[115],{"categories":967},[102],{"categories":969},[102],{"categories":971},[102],{"categories":973},[102],{"categories":975},[151],{"categories":977},[140],{"categories":979},[102],{"categories":981},[203],{"categories":983},[102],{"categories":985},[],{"categories":987},[115],{"categories":989},[129],{"categories":991},[],{"categories":993},[102],{"categories":995},[102],{"categories":997},[115],{"categories":999},[129],{"categories":1001},[102],{"categories":1003},[154],{"categories":1005},[203],{"categories":1007},[],{"categories":1009},[102],{"categories":1011},[],{"categories":1013},[102],{"categories":1015},[],{"categories":1017},[102],{"categories":1019},[102],{"categories":1021},[118],{"categories":1023},[110],{"categories":1025},[115],{"categories":1027},[115],{"categories":1029},[],{"categories":1031},[102],{"categories":1033},[105],{"categories":1035},[102],{"categories":1037},[102],{"categories":1039},[110],{"categories":1041},[151],{"categories":1043},[105],{"categories":1045},[],{"categories":1047},[102],{"categories":1049},[],{"categories":1051},[102],{"categories":1053},[],{"categories":1055},[151],{"categories":1057},[151],{"categories":1059},[],{"categories":1061},[446],{"categories":1063},[102],{"categories":1065},[203],{"categories":1067},[129],{"categories":1069},[],{"categories":1071},[390],{"categories":1073},[115],{"categories":1075},[110],{"categories":1077},[],{"categories":1079},[],{"categories":1081},[105],{"categories":1083},[154],{"categories":1085},[],{"categories":1087},[232],{"categories":1089},[115],{"categories":1091},[110],{"categories":1093},[115],{"categories":1095},[102],{"categories":1097},[110],{"categories":1099},[102],{"categories":1101},[129],{"categories":1103},[],{"categories":1105},[140],{"categories":1107},[118],{"categories":1109},[102],{"categories":1111},[203],{"categories":1113},[129],{"categories":1115},[110],{"categories":1117},[102],{"categories":1119},[129],{"categories":1121},[102],{"categories":1123},[115],{"categories":1125},[110],{"categories":1127},[102],{"categories":1129},[102],{"categories":1131},[102],{"categories":1133},[102],{"categories":1135},[102],{"categories":1137},[],{"categories":1139},[],{"categories":1141},[129],{"categories":1143},[154],{"categories":1145},[118],{"categories":1147},[102],{"categories":1149},[115],{"categories":1151},[129],{"categories":1153},[129],{"categories":1155},[102],{"categories":1157},[],{"categories":1159},[151],{"categories":1161},[118],{"categories":1163},[118],{"categories":1165},[129],{"categories":1167},[102],{"categories":1169},[576],{"categories":1171},[273],{"categories":1173},[],{"categories":1175},[115],{"categories":1177},[102],{"categories":1179},[],{"categories":1181},[105],{"categories":1183},[],{"categories":1185},[102],{"categories":1187},[102],{"categories":1189},[102],{"categories":1191},[203],{"categories":1193},[232],{"categories":1195},[102],{"categories":1197},[129],{"categories":1199},[102],{"categories":1201},[115],{"categories":1203},[],{"categories":1205},[129],{"categories":1207},[102],{"categories":1209},[105],{"categories":1211},[],{"categories":1213},[110],{"categories":1215},[102],{"categories":1217},[102],{"categories":1219},[151],{"categories":1221},[102,273],{"categories":1223},[102],{"categories":1225},[1226],"Design Systems for AI",{"categories":1228},[102],{"categories":1230},[102],{"categories":1232},[151],{"categories":1234},[102],{"categories":1236},[102],{"categories":1238},[102],{"categories":1240},[110],{"categories":1242},[102],{"categories":1244},[102],{"categories":1246},[102],{"categories":1248},[],{"categories":1250},[102],{"categories":1252},[102],{"categories":1254},[110],{"categories":1256},[102],{"categories":1258},[],{"categories":1260},[115],{"categories":1262},[115],{"categories":1264},[129],{"categories":1266},[151],{"categories":1268},[129],{"categories":1270},[102],{"categories":1272},[203],{"categories":1274},[151],{"categories":1276},[154],{"categories":1278},[102],{"categories":1280},[102],{"categories":1282},[115],{"categories":1284},[105],{"categories":1286},[551],{"categories":1288},[102],{"categories":1290},[115],{"categories":1292},[102],{"categories":1294},[129],{"categories":1296},[129],{"categories":1298},[],{"categories":1300},[],{"categories":1302},[102],{"categories":1304},[115],{"categories":1306},[118],{"categories":1308},[],{"categories":1310},[110],{"categories":1312},[102],{"categories":1314},[],{"categories":1316},[203],{"categories":1318},[129],{"categories":1320},[115],{"categories":1322},[129],{"categories":1324},[203],{"categories":1326},[102],{"categories":1328},[102],{"categories":1330},[203],{"categories":1332},[],{"categories":1334},[],{"categories":1336},[151],{"categories":1338},[115],{"categories":1340},[115],{"categories":1342},[102],{"categories":1344},[102],{"categories":1346},[102],{"categories":1348},[102],{"categories":1350},[110],{"categories":1352},[102],{"categories":1354},[102],{"categories":1356},[],{"categories":1358},[129],{"categories":1360},[129],{"categories":1362},[102],{"categories":1364},[129],{"categories":1366},[110],{"categories":1368},[],{"categories":1370},[102],{"categories":1372},[102],{"categories":1374},[102],{"categories":1376},[102],{"categories":1378},[102],{"categories":1380},[115],{"categories":1382},[105],{"categories":1384},[110],{"categories":1386},[102],{"categories":1388},[115],{"categories":1390},[151],{"categories":1392},[115],{"categories":1394},[140],{"categories":1396},[232],{"categories":1398},[102],{"categories":1400},[115],{"categories":1402},[102],{"categories":1404},[102],{"categories":1406},[102],{"categories":1408},[],{"categories":1410},[203],{"categories":1412},[],{"categories":1414},[102],{"categories":1416},[102],{"categories":1418},[],{"categories":1420},[102],{"categories":1422},[129],{"categories":1424},[110],{"categories":1426},[1427],"Visual & Generative Media",{"categories":1429},[115],{"categories":1431},[],{"categories":1433},[102],{"categories":1435},[102],{"categories":1437},[129],{"categories":1439},[273],{"categories":1441},[102],{"categories":1443},[154],{"categories":1445},[551],{"categories":1447},[129],{"categories":1449},[232],{"categories":1451},[102],{"categories":1453},[203],{"categories":1455},[102],{"categories":1457},[102],{"categories":1459},[129],{"categories":1461},[115],{"categories":1463},[102],{"categories":1465},[],{"categories":1467},[],{"categories":1469},[115],{"categories":1471},[129],{"categories":1473},[105],{"categories":1475},[115],{"categories":1477},[505],{"categories":1479},[102],{"categories":1481},[118],{"categories":1483},[102],{"categories":1485},[110],{"categories":1487},[],{"categories":1489},[102],{"categories":1491},[118],{"categories":1493},[102],{"categories":1495},[102],{"categories":1497},[102],{"categories":1499},[118],{"categories":1501},[102],{"categories":1503},[102],{"categories":1505},[232],{"categories":1507},[102],{"categories":1509},[446],{"categories":1511},[102],{"categories":1513},[115],{"categories":1515},[102],{"categories":1517},[102],{"categories":1519},[102],{"categories":1521},[102],{"categories":1523},[203],{"categories":1525},[115],{"categories":1527},[],{"categories":1529},[115],{"categories":1531},[],{"categories":1533},[273],{"categories":1535},[129],{"categories":1537},[],{"categories":1539},[505],{"categories":1541},[102],{"categories":1543},[115],{"categories":1545},[115],{"categories":1547},[102],{"categories":1549},[203,102],{"categories":1551},[105],{"categories":1553},[102],{"categories":1555},[203],{"categories":1557},[],{"categories":1559},[102],{"categories":1561},[105],{"categories":1563},[102],{"categories":1565},[1566],"Medical Imaging & Radiology",{"categories":1568},[102],{"categories":1570},[102],{"categories":1572},[102],{"categories":1574},[203],{"categories":1576},[115],{"categories":1578},[129],{"categories":1580},[],{"categories":1582},[102],{"categories":1584},[102],{"categories":1586},[102],{"categories":1588},[],{"categories":1590},[],{"categories":1592},[102],{"categories":1594},[102],{"categories":1596},[446],{"categories":1598},[102],{"categories":1600},[105],{"categories":1602},[102],{"categories":1604},[102],{"categories":1606},[],{"categories":1608},[115],{"categories":1610},[102],{"categories":1612},[118],{"categories":1614},[129],{"categories":1616},[102],{"categories":1618},[115],{"categories":1620},[446],{"categories":1622},[102],{"categories":1624},[115],{"categories":1626},[102],{"categories":1628},[102],{"categories":1630},[102],{"categories":1632},[203],{"categories":1634},[115],{"categories":1636},[273],{"categories":1638},[203],{"categories":1640},[110],{"categories":1642},[115],{"categories":1644},[151],{"categories":1646},[102],{"categories":1648},[102],{"categories":1650},[118],{"categories":1652},[102],{"categories":1654},[102],{"categories":1656},[102],{"categories":1658},[102],{"categories":1660},[115],{"categories":1662},[102],{"categories":1664},[129],{"categories":1666},[129],{"categories":1668},[102],{"categories":1670},[118],{"categories":1672},[],{"categories":1674},[151],{"categories":1676},[],{"categories":1678},[118],{"categories":1680},[115],{"categories":1682},[102],{"categories":1684},[115],{"categories":1686},[1226],{"categories":1688},[1226],{"categories":1690},[203],{"categories":1692},[102],{"categories":1694},[102],{"categories":1696},[102],{"categories":1698},[115],{"categories":1700},[129],{"categories":1702},[203],{"categories":1704},[115],{"categories":1706},[151],{"categories":1708},[],{"categories":1710},[102],{"categories":1712},[],{"categories":1714},[102],{"categories":1716},[102],{"categories":1718},[102],{"categories":1720},[102],{"categories":1722},[115],{"categories":1724},[1725],"Contract Review & E-Discovery",{"categories":1727},[102],{"categories":1729},[203],{"categories":1731},[102],{"categories":1733},[105],{"categories":1735},[102],{"categories":1737},[151],{"categories":1739},[102],{"categories":1741},[102],{"categories":1743},[232],{"categories":1745},[129],{"categories":1747},[102],{"categories":1749},[102],{"categories":1751},[115],{"categories":1753},[115],{"categories":1755},[874],{"categories":1757},[102],{"categories":1759},[102],{"categories":1761},[115],{"categories":1763},[115],{"categories":1765},[102],{"categories":1767},[102],{"categories":1769},[102],{"categories":1771},[115],{"categories":1773},[102],{"categories":1775},[102],{"categories":1777},[446],{"categories":1779},[423],{"categories":1781},[102],{"categories":1783},[115],{"categories":1785},[102],{"categories":1787},[1788],"Law-Firm Practice & Adoption",{"categories":1790},[102],{"categories":1792},[115],{"categories":1794},[203],{"categories":1796},[102],{"categories":1798},[102],{"categories":1800},[102],{"categories":1802},[],{"categories":1804},[],{"categories":1806},[129],{"categories":1808},[102],{"categories":1810},[],{"categories":1812},[115],{"categories":1814},[105],{"categories":1816},[273],{"categories":1818},[102],{"categories":1820},[],{"categories":1822},[105],{"categories":1824},[110],{"categories":1826},[102],{"categories":1828},[232],{"categories":1830},[],{"categories":1832},[110],{"categories":1834},[115],{"categories":1836},[110],{"categories":1838},[],{"categories":1840},[102],{"categories":1842},[118],{"categories":1844},[102],{"categories":1846},[129],{"categories":1848},[],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[],{"categories":1856},[102],{"categories":1858},[118],{"categories":1860},[115],{"categories":1862},[273],{"categories":1864},[102],{"categories":1866},[105],{"categories":1868},[129],{"categories":1870},[102],{"categories":1872},[102],{"categories":1874},[129],{"categories":1876},[118],{"categories":1878},[102],{"categories":1880},[102],{"categories":1882},[102],{"categories":1884},[901],{"categories":1886},[102],{"categories":1888},[129],{"categories":1890},[102],{"categories":1892},[232],{"categories":1894},[129],{"categories":1896},[110],{"categories":1898},[102],{"categories":1900},[102],{"categories":1902},[102],{"categories":1904},[203],{"categories":1906},[102],{"categories":1908},[102],{"categories":1910},[102],{"categories":1912},[102],{"categories":1914},[110],{"categories":1916},[115],{"categories":1918},[102,105],{"categories":1920},[446],{"categories":1922},[102],{"categories":1924},[102],{"categories":1926},[129],{"categories":1928},[129],{"categories":1930},[203],{"categories":1932},[115],{"categories":1934},[115],{"categories":1936},[129],{"categories":1938},[102],{"categories":1940},[102],{"categories":1942},[102],{"categories":1944},[],{"categories":1946},[],{"categories":1948},[102],{"categories":1950},[154],{"categories":1952},[102],{"categories":1954},[115],{"categories":1956},[],{"categories":1958},[102],{"categories":1960},[102],{"categories":1962},[129],{"categories":1964},[154],{"categories":1966},[151],{"categories":1968},[203],{"categories":1970},[102],{"categories":1972},[115],{"categories":1974},[102],{"categories":1976},[129],{"categories":1978},[],{"categories":1980},[115],{"categories":1982},[102],{"categories":1984},[102],{"categories":1986},[102],{"categories":1988},[102],{"categories":1990},[],{"categories":1992},[115],{"categories":1994},[102],{"categories":1996},[102],{"categories":1998},[102],{"categories":2000},[],{"categories":2002},[115],{"categories":2004},[102],{"categories":2006},[102],{"categories":2008},[110],{"categories":2010},[102],{"categories":2012},[102],{"categories":2014},[],{"categories":2016},[105],{"categories":2018},[102],{"categories":2020},[102],{"categories":2022},[102],{"categories":2024},[203],{"categories":2026},[102],{"categories":2028},[129],{"categories":2030},[102],{"categories":2032},[105],{"categories":2034},[102],{"categories":2036},[129],{"categories":2038},[232],{"categories":2040},[115],{"categories":2042},[115],{"categories":2044},[102],{"categories":2046},[102],{"categories":2048},[102,203],{"categories":2050},[102],{"categories":2052},[115],{"categories":2054},[151],{"categories":2056},[102],{"categories":2058},[151],{"categories":2060},[115],{"categories":2062},[203],{"categories":2064},[102],{"categories":2066},[],{"categories":2068},[129],{"categories":2070},[273],{"categories":2072},[203],{"categories":2074},[129],{"categories":2076},[102],{"categories":2078},[118],{"categories":2080},[102],{"categories":2082},[102],{"categories":2084},[115],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[102],{"categories":2092},[],{"categories":2094},[],{"categories":2096},[118],{"categories":2098},[129],{"categories":2100},[102],{"categories":2102},[115],{"categories":2104},[115],{"categories":2106},[110],{"categories":2108},[115],{"categories":2110},[273],{"categories":2112},[102],{"categories":2114},[102],{"categories":2116},[102],{"categories":2118},[140],{"categories":2120},[102],{"categories":2122},[102],{"categories":2124},[102],{"categories":2126},[129],{"categories":2128},[115],{"categories":2130},[102],{"categories":2132},[102],{"categories":2134},[129],{"categories":2136},[390],{"categories":2138},[115],{"categories":2140},[874],{"categories":2142},[],{"categories":2144},[203],{"categories":2146},[1788],{"categories":2148},[129],{"categories":2150},[],{"categories":2152},[],{"categories":2154},[102],{"categories":2156},[115],{"categories":2158},[],{"categories":2160},[],{"categories":2162},[102],{"categories":2164},[232],{"categories":2166},[102],{"categories":2168},[232],{"categories":2170},[115],{"categories":2172},[102],{"categories":2174},[102],{"categories":2176},[129],{"categories":2178},[118],{"categories":2180},[],{"categories":2182},[102],{"categories":2184},[102],{"categories":2186},[129],{"categories":2188},[1725],{"categories":2190},[203],{"categories":2192},[203],{"categories":2194},[102],{"categories":2196},[115],{"categories":2198},[105],{"categories":2200},[102],{"categories":2202},[102],{"categories":2204},[102],{"categories":2206},[102],{"categories":2208},[203],{"categories":2210},[203],{"categories":2212},[115],{"categories":2214},[115],{"categories":2216},[115],{"categories":2218},[102],{"categories":2220},[102],{"categories":2222},[],{"categories":2224},[102],{"categories":2226},[],{"categories":2228},[2229],"Interaction & Product Design",{"categories":2231},[102],{"categories":2233},[115],{"categories":2235},[129],{"categories":2237},[302],{"categories":2239},[151],{"categories":2241},[129],{"categories":2243},[102],{"categories":2245},[102],{"categories":2247},[102],{"categories":2249},[129],{"categories":2251},[102],{"categories":2253},[105],{"categories":2255},[115],{"categories":2257},[102],{"categories":2259},[],{"categories":2261},[115],{"categories":2263},[115],{"categories":2265},[115],{"categories":2267},[],{"categories":2269},[129],{"categories":2271},[102],{"categories":2273},[115],{"categories":2275},[105],{"categories":2277},[2229],{"categories":2279},[102],{"categories":2281},[105],{"categories":2283},[105],{"categories":2285},[],{"categories":2287},[115],{"categories":2289},[129],{"categories":2291},[],{"categories":2293},[115],{"categories":2295},[151],{"categories":2297},[102],{"categories":2299},[115],{"categories":2301},[102],{"categories":2303},[115],{"categories":2305},[115],{"categories":2307},[102],{"categories":2309},[102],{"categories":2311},[151],{"categories":2313},[154],{"categories":2315},[102],{"categories":2317},[118],{"categories":2319},[129],{"categories":2321},[2322],"Coding Agents & Dev Productivity",{"categories":2324},[151],{"categories":2326},[203],{"categories":2328},[102],{"categories":2330},[102],{"categories":2332},[],{"categories":2334},[102],{"categories":2336},[874],{"categories":2338},[],{"categories":2340},[102],{"categories":2342},[102],{"categories":2344},[273],{"categories":2346},[102],{"categories":2348},[151],{"categories":2350},[],{"categories":2352},[],{"categories":2354},[102],{"categories":2356},[],{"categories":2358},[115],{"categories":2360},[102],{"categories":2362},[],{"categories":2364},[129],{"categories":2366},[129],{"categories":2368},[102],{"categories":2370},[154],{"categories":2372},[],{"categories":2374},[102],{"categories":2376},[102],{"categories":2378},[102],{"categories":2380},[154],{"categories":2382},[129],{"categories":2384},[115],{"categories":2386},[],{"categories":2388},[],{"categories":2390},[102],{"categories":2392},[102],{"categories":2394},[115],{"categories":2396},[115],{"categories":2398},[367],{"categories":2400},[129],{"categories":2402},[129],{"categories":2404},[115],{"categories":2406},[151],{"categories":2408},[151],{"categories":2410},[115],{"categories":2412},[115],{"categories":2414},[102],{"categories":2416},[105],{"categories":2418},[2229],{"categories":2420},[118],{"categories":2422},[102,273],{"categories":2424},[154],{"categories":2426},[],{"categories":2428},[203],{"categories":2430},[115],{"categories":2432},[129],{"categories":2434},[105],{"categories":2436},[102],{"categories":2438},[115],{"categories":2440},[2441],"The Designer's Role & Craft",{"categories":2443},[203],{"categories":2445},[],{"categories":2447},[115],{"categories":2449},[102],{"categories":2451},[115],{"categories":2453},[115],{"categories":2455},[102],{"categories":2457},[232],{"categories":2459},[102],{"categories":2461},[129],{"categories":2463},[102],{"categories":2465},[203],{"categories":2467},[102],{"categories":2469},[],{"categories":2471},[115],{"categories":2473},[203],{"categories":2475},[118],{"categories":2477},[102],{"categories":2479},[102],{"categories":2481},[102],{"categories":2483},[2484],"AI UX Patterns",{"categories":2486},[115],{"categories":2488},[115],{"categories":2490},[115],{"categories":2492},[115],{"categories":2494},[232],{"categories":2496},[154],{"categories":2498},[102],{"categories":2500},[115],{"categories":2502},[102],{"categories":2504},[1226],{"categories":2506},[],{"categories":2508},[232],{"categories":2510},[115],{"categories":2512},[151],{"categories":2514},[129],{"categories":2516},[102],{"categories":2518},[115],{"categories":2520},[],{"categories":2522},[],{"categories":2524},[102],{"categories":2526},[102],{"categories":2528},[115],{"categories":2530},[102],{"categories":2532},[115],{"categories":2534},[367],{"categories":2536},[203],{"categories":2538},[102],{"categories":2540},[151],{"categories":2542},[129],{"categories":2544},[102],{"categories":2546},[115],{"categories":2548},[115],{"categories":2550},[],{"categories":2552},[102],{"categories":2554},[],{"categories":2556},[102],{"categories":2558},[],{"categories":2560},[102],{"categories":2562},[102],{"categories":2564},[102],{"categories":2566},[115],{"categories":2568},[129],{"categories":2570},[],{"categories":2572},[],{"categories":2574},[154],{"categories":2576},[140],{"categories":2578},[102],{"categories":2580},[102],{"categories":2582},[102],{"categories":2584},[154],{"categories":2586},[102],{"categories":2588},[102],{"categories":2590},[151],{"categories":2592},[102],{"categories":2594},[102],{"categories":2596},[102],{"categories":2598},[115],{"categories":2600},[102],{"categories":2602},[115],{"categories":2604},[102],{"categories":2606},[102],{"categories":2608},[102],{"categories":2610},[115],{"categories":2612},[],{"categories":2614},[102],{"categories":2616},[],{"categories":2618},[102],{"categories":2620},[102],{"categories":2622},[273],{"categories":2624},[102],{"categories":2626},[],{"categories":2628},[],{"categories":2630},[203],{"categories":2632},[901],{"categories":2634},[115],{"categories":2636},[105],{"categories":2638},[2441],{"categories":2640},[],{"categories":2642},[],{"categories":2644},[102],{"categories":2646},[],{"categories":2648},[],{"categories":2650},[129],{"categories":2652},[151],{"categories":2654},[232],{"categories":2656},[115],{"categories":2658},[110],{"categories":2660},[102],{"categories":2662},[102],{"categories":2664},[110],{"categories":2666},[],{"categories":2668},[203],{"categories":2670},[118],{"categories":2672},[102],{"categories":2674},[102],{"categories":2676},[115],{"categories":2678},[110],{"categories":2680},[102],{"categories":2682},[102],{"categories":2684},[105],{"categories":2686},[102],{"categories":2688},[102],{"categories":2690},[],{"categories":2692},[105],{"categories":2694},[102],{"categories":2696},[232],{"categories":2698},[115],{"categories":2700},[151],{"categories":2702},[102],{"categories":2704},[129],{"categories":2706},[102],{"categories":2708},[102],{"categories":2710},[110],{"categories":2712},[102],{"categories":2714},[102],{"categories":2716},[102],{"categories":2718},[115],{"categories":2720},[102],{"categories":2722},[],{"categories":2724},[102],{"categories":2726},[129],{"categories":2728},[105],{"categories":2730},[102],{"categories":2732},[102],{"categories":2734},[102],{"categories":2736},[],{"categories":2738},[102],{"categories":2740},[446],{"categories":2742},[115],{"categories":2744},[110],{"categories":2746},[151],{"categories":2748},[102],{"categories":2750},[102],{"categories":2752},[],{"categories":2754},[110],{"categories":2756},[110],{"categories":2758},[102],{"categories":2760},[102],{"categories":2762},[118],{"categories":2764},[102],{"categories":2766},[102],{"categories":2768},[102],{"categories":2770},[102],{"categories":2772},[129],{"categories":2774},[129],{"categories":2776},[102],{"categories":2778},[],{"categories":2780},[129],{"categories":2782},[102],{"categories":2784},[129],{"categories":2786},[115],{"categories":2788},[551],{"categories":2790},[],{"categories":2792},[],{"categories":2794},[102],{"categories":2796},[151],{"categories":2798},[],{"categories":2800},[273],{"categories":2802},[102],{"categories":2804},[102],{"categories":2806},[102],{"categories":2808},[203],{"categories":2810},[863],{"categories":2812},[],{"categories":2814},[102],{"categories":2816},[102],{"categories":2818},[102],{"categories":2820},[129],{"categories":2822},[102],{"categories":2824},[102],{"categories":2826},[102,273],{"categories":2828},[102],{"categories":2830},[102],{"categories":2832},[203],{"categories":2834},[115],{"categories":2836},[],{"categories":2838},[115],{"categories":2840},[115],{"categories":2842},[102],{"categories":2844},[102],{"categories":2846},[102],{"categories":2848},[102],{"categories":2850},[154],{"categories":2852},[102],{"categories":2854},[2484],{"categories":2856},[105],{"categories":2858},[154],{"categories":2860},[105],{"categories":2862},[129],{"categories":2864},[203],{"categories":2866},[115],{"categories":2868},[102],{"categories":2870},[],{"categories":2872},[110],{"categories":2874},[102],{"categories":2876},[102],{"categories":2878},[151],{"categories":2880},[102],{"categories":2882},[102],{"categories":2884},[102],{"categories":2886},[115],{"categories":2888},[102],{"categories":2890},[102],{"categories":2892},[102],{"categories":2894},[110],{"categories":2896},[],{"categories":2898},[273],{"categories":2900},[102],{"categories":2902},[367],{"categories":2904},[203],{"categories":2906},[203],{"categories":2908},[129],{"categories":2910},[115],{"categories":2912},[102],{"categories":2914},[110],{"categories":2916},[151],{"categories":2918},[102],{"categories":2920},[102],{"categories":2922},[102],{"categories":2924},[203],{"categories":2926},[115],{"categories":2928},[115],{"categories":2930},[102],{"categories":2932},[102],{"categories":2934},[505],{"categories":2936},[115],{"categories":2938},[],{"categories":2940},[102],{"categories":2942},[102],{"categories":2944},[102],{"categories":2946},[],{"categories":2948},[],{"categories":2950},[102],{"categories":2952},[102],{"categories":2954},[115],{"categories":2956},[102],{"categories":2958},[102],{"categories":2960},[102],{"categories":2962},[129],{"categories":2964},[102],{"categories":2966},[102],{"categories":2968},[115],{"categories":2970},[102],{"categories":2972},[102],{"categories":2974},[102],{"categories":2976},[102],{"categories":2978},[102],{"categories":2980},[],{"categories":2982},[129],{"categories":2984},[154],{"categories":2986},[102],{"categories":2988},[115],{"categories":2990},[115],{"categories":2992},[102],{"categories":2994},[102],{"categories":2996},[],{"categories":2998},[],{"categories":3000},[102],{"categories":3002},[102],{"categories":3004},[102],{"categories":3006},[151],{"categories":3008},[154],{"categories":3010},[],{"categories":3012},[102],{"categories":3014},[203],{"categories":3016},[102],{"categories":3018},[273],{"categories":3020},[1788],{"categories":3022},[151],{"categories":3024},[129],{"categories":3026},[102],{"categories":3028},[129],{"categories":3030},[129],{"categories":3032},[102],{"categories":3034},[102],{"categories":3036},[129],{"categories":3038},[151],{"categories":3040},[151],{"categories":3042},[273],{"categories":3044},[115],{"categories":3046},[],{"categories":3048},[151],{"categories":3050},[102],{"categories":3052},[115],{"categories":3054},[105],{"categories":3056},[129],{"categories":3058},[102],{"categories":3060},[151],{"categories":3062},[],{"categories":3064},[102],{"categories":3066},[129],{"categories":3068},[129],{"categories":3070},[154],{"categories":3072},[102],{"categories":3074},[151],{"categories":3076},[102],{"categories":3078},[129],{"categories":3080},[115],{"categories":3082},[115],{"categories":3084},[151],{"categories":3086},[115],{"categories":3088},[273],{"categories":3090},[115],{"categories":3092},[102],{"categories":3094},[102],{"categories":3096},[102],{"categories":3098},[102],{"categories":3100},[129],{"categories":3102},[102],{"categories":3104},[],{"categories":3106},[115],{"categories":3108},[110],{"categories":3110},[129],{"categories":3112},[],{"categories":3114},[],{"categories":3116},[102],{"categories":3118},[115],{"categories":3120},[102],{"categories":3122},[102],{"categories":3124},[3125],"Frameworks & Tooling",{"categories":3127},[102],{"categories":3129},[102],{"categories":3131},[129],{"categories":3133},[102],{"categories":3135},[102],{"categories":3137},[],{"categories":3139},[154],{"categories":3141},[154],{"categories":3143},[105],{"categories":3145},[102],{"categories":3147},[115],{"categories":3149},[102],{"categories":3151},[203],{"categories":3153},[],{"categories":3155},[1788],{"categories":3157},[102],{"categories":3159},[129],{"categories":3161},[102],{"categories":3163},[273],{"categories":3165},[273],{"categories":3167},[],{"categories":3169},[115],{"categories":3171},[115],{"categories":3173},[102],{"categories":3175},[102],{"categories":3177},[151],{"categories":3179},[115],{"categories":3181},[151],{"categories":3183},[102],{"categories":3185},[115],{"categories":3187},[],{"categories":3189},[203],{"categories":3191},[102],{"categories":3193},[102],{"categories":3195},[],{"categories":3197},[102],{"categories":3199},[115],{"categories":3201},[102],{"categories":3203},[102],{"categories":3205},[102],{"categories":3207},[],{"categories":3209},[129],{"categories":3211},[102],{"categories":3213},[129],{"categories":3215},[273],{"categories":3217},[102],{"categories":3219},[102],{"categories":3221},[102],{"categories":3223},[129],{"categories":3225},[110],{"categories":3227},[102],{"categories":3229},[1788],{"categories":3231},[],{"categories":3233},[115],{"categories":3235},[105],{"categories":3237},[102],{"categories":3239},[105],{"categories":3241},[102],{"categories":3243},[],{"categories":3245},[115],{"categories":3247},[102],{"categories":3249},[102],{"categories":3251},[3252],"AI Design Tooling",{"categories":3254},[203],{"categories":3256},[102],{"categories":3258},[102],{"categories":3260},[129],{"categories":3262},[203],{"categories":3264},[102],{"categories":3266},[102],{"categories":3268},[129],{"categories":3270},[151],{"categories":3272},[118],{"categories":3274},[129],{"categories":3276},[102],{"categories":3278},[102],{"categories":3280},[102],{"categories":3282},[115],{"categories":3284},[102],{"categories":3286},[],{"categories":3288},[115],{"categories":3290},[102],{"categories":3292},[102],{"categories":3294},[115],{"categories":3296},[102],{"categories":3298},[102],{"categories":3300},[102],{"categories":3302},[115],{"categories":3304},[],{"categories":3306},[115],{"categories":3308},[3125],{"categories":3310},[102],{"categories":3312},[102],{"categories":3314},[115],{"categories":3316},[115],{"categories":3318},[129],{"categories":3320},[129],{"categories":3322},[102],{"categories":3324},[],{"categories":3326},[129],{"categories":3328},[102],{"categories":3330},[102],{"categories":3332},[115],{"categories":3334},[110],{"categories":3336},[102],{"categories":3338},[],{"categories":3340},[102],{"categories":3342},[102],{"categories":3344},[2229],{"categories":3346},[],{"categories":3348},[102],{"categories":3350},[102],{"categories":3352},[102],{"categories":3354},[102],{"categories":3356},[203],{"categories":3358},[102],{"categories":3360},[],{"categories":3362},[102],{"categories":3364},[102],{"categories":3366},[102],{"categories":3368},[102],{"categories":3370},[232],{"categories":3372},[151],{"categories":3374},[102],{"categories":3376},[102],{"categories":3378},[1788],{"categories":3380},[105],{"categories":3382},[102],{"categories":3384},[102],{"categories":3386},[154],{"categories":3388},[102],{"categories":3390},[102],{"categories":3392},[151],{"categories":3394},[115],{"categories":3396},[],{"categories":3398},[102],{"categories":3400},[102],{"categories":3402},[203],{"categories":3404},[102],{"categories":3406},[232],{"categories":3408},[115],{"categories":3410},[102],{"categories":3412},[115],{"categories":3414},[],{"categories":3416},[],{"categories":3418},[],{"categories":3420},[105],{"categories":3422},[151],{"categories":3424},[115],{"categories":3426},[102],{"categories":3428},[102],{"categories":3430},[102],{"categories":3432},[102],{"categories":3434},[390],{"categories":3436},[203],{"categories":3438},[115],{"categories":3440},[102],{"categories":3442},[],{"categories":3444},[115],{"categories":3446},[115],{"categories":3448},[],{"categories":3450},[102],{"categories":3452},[115],{"categories":3454},[102],{"categories":3456},[],{"categories":3458},[102],{"categories":3460},[102],{"categories":3462},[102],{"categories":3464},[151],{"categories":3466},[203],{"categories":3468},[115],{"categories":3470},[203],{"categories":3472},[115],{"categories":3474},[102],{"categories":3476},[110],{"categories":3478},[],{"categories":3480},[],{"categories":3482},[102],{"categories":3484},[102],{"categories":3486},[102],{"categories":3488},[105],{"categories":3490},[115],{"categories":3492},[151],{"categories":3494},[],{"categories":3496},[203],{"categories":3498},[],{"categories":3500},[129],{"categories":3502},[102],{"categories":3504},[129],{"categories":3506},[203],{"categories":3508},[129],{"categories":3510},[102],{"categories":3512},[],{"categories":3514},[102],{"categories":3516},[102],{"categories":3518},[],{"categories":3520},[102],{"categories":3522},[102],{"categories":3524},[232],{"categories":3526},[102],{"categories":3528},[102],{"categories":3530},[273],{"categories":3532},[129],{"categories":3534},[102],{"categories":3536},[],{"categories":3538},[115],{"categories":3540},[102],{"categories":3542},[105],{"categories":3544},[505],{"categories":3546},[102],{"categories":3548},[102],{"categories":3550},[115],{"categories":3552},[102],{"categories":3554},[115],{"categories":3556},[102],{"categories":3558},[102],{"categories":3560},[102],{"categories":3562},[102],{"categories":3564},[],{"categories":3566},[102],{"categories":3568},[105],{"categories":3570},[102],{"categories":3572},[110],{"categories":3574},[129],{"categories":3576},[203],{"categories":3578},[],{"categories":3580},[102],{"categories":3582},[],{"categories":3584},[115],{"categories":3586},[102],{"categories":3588},[],{"categories":3590},[115],{"categories":3592},[102],{"categories":3594},[129],{"categories":3596},[203],{"categories":3598},[151],{"categories":3600},[102],{"categories":3602},[151],{"categories":3604},[115],{"categories":3606},[203],{"categories":3608},[102],{"categories":3610},[],{"categories":3612},[102],{"categories":3614},[140],{"categories":3616},[115],{"categories":3618},[102],{"categories":3620},[203],{"categories":3622},[151],{"categories":3624},[110],{"categories":3626},[129],{"categories":3628},[102],{"categories":3630},[102],{"categories":3632},[102],{"categories":3634},[102],{"categories":3636},[151],{"categories":3638},[232],{"categories":3640},[],{"categories":3642},[],{"categories":3644},[154],{"categories":3646},[446],{"categories":3648},[102],{"categories":3650},[115],{"categories":3652},[102,129],{"categories":3654},[151],{"categories":3656},[102],{"categories":3658},[102],{"categories":3660},[102],{"categories":3662},[102],{"categories":3664},[102],{"categories":3666},[102],{"categories":3668},[102],{"categories":3670},[115],{"categories":3672},[102],{"categories":3674},[115],{"categories":3676},[102],{"categories":3678},[102],{"categories":3680},[102],{"categories":3682},[],{"categories":3684},[102],{"categories":3686},[1226],{"categories":3688},[129],{"categories":3690},[203],{"categories":3692},[102],{"categories":3694},[102],{"categories":3696},[102],{"categories":3698},[154],{"categories":3700},[115],{"categories":3702},[232],{"categories":3704},[273],{"categories":3706},[],{"categories":3708},[129],{"categories":3710},[102],{"categories":3712},[110],{"categories":3714},[115],{"categories":3716},[105],{"categories":3718},[115],{"categories":3720},[102],{"categories":3722},[115],{"categories":3724},[115],{"categories":3726},[118],{"categories":3728},[129],{"categories":3730},[102],{"categories":3732},[102],{"categories":3734},[],{"categories":3736},[],{"categories":3738},[],{"categories":3740},[273],{"categories":3742},[102],{"categories":3744},[151],{"categories":3746},[102],{"categories":3748},[102],{"categories":3750},[102],{"categories":3752},[102],{"categories":3754},[],{"categories":3756},[102],{"categories":3758},[154],{"categories":3760},[110],{"categories":3762},[115],{"categories":3764},[102],{"categories":3766},[],{"categories":3768},[102],{"categories":3770},[115],{"categories":3772},[102],{"categories":3774},[273],{"categories":3776},[],{"categories":3778},[203],{"categories":3780},[203],{"categories":3782},[102],{"categories":3784},[115],{"categories":3786},[],{"categories":3788},[129],{"categories":3790},[102],{"categories":3792},[203],{"categories":3794},[102],{"categories":3796},[110],{"categories":3798},[115],{"categories":3800},[102],{"categories":3802},[],{"categories":3804},[151],{"categories":3806},[102],{"categories":3808},[102],{"categories":3810},[102],{"categories":3812},[203],{"categories":3814},[115],{"categories":3816},[151],{"categories":3818},[],{"categories":3820},[115],{"categories":3822},[110],{"categories":3824},[115],{"categories":3826},[203],{"categories":3828},[102],{"categories":3830},[102],{"categories":3832},[102],{"categories":3834},[446],{"categories":3836},[102],{"categories":3838},[115],{"categories":3840},[],{"categories":3842},[102],{"categories":3844},[102],{"categories":3846},[273],{"categories":3848},[151],{"categories":3850},[154],{"categories":3852},[551],{"categories":3854},[154],{"categories":3856},[154],{"categories":3858},[102],{"categories":3860},[],{"categories":3862},[],{"categories":3864},[],{"categories":3866},[115],{"categories":3868},[102],{"categories":3870},[115],{"categories":3872},[115],{"categories":3874},[129],{"categories":3876},[102],{"categories":3878},[423],{"categories":3880},[129],{"categories":3882},[115],{"categories":3884},[102],{"categories":3886},[102],{"categories":3888},[102],{"categories":3890},[102],{"categories":3892},[102],{"categories":3894},[115],{"categories":3896},[102],{"categories":3898},[],{"categories":3900},[],{"categories":3902},[102],{"categories":3904},[],{"categories":3906},[102],{"categories":3908},[115],{"categories":3910},[203],{"categories":3912},[102],{"categories":3914},[102],{"categories":3916},[],{"categories":3918},[115],{"categories":3920},[102],{"categories":3922},[102],{"categories":3924},[118],{"categories":3926},[102],{"categories":3928},[203],{"categories":3930},[102],{"categories":3932},[115],{"categories":3934},[110],{"categories":3936},[102],{"categories":3938},[102],{"categories":3940},[232],{"categories":3942},[115],{"categories":3944},[102],{"categories":3946},[102],{"categories":3948},[863],{"categories":3950},[102],{"categories":3952},[115],{"categories":3954},[102],{"categories":3956},[129],{"categories":3958},[102],{"categories":3960},[505],{"categories":3962},[203],{"categories":3964},[],{"categories":3966},[102],{"categories":3968},[102],{"categories":3970},[151],{"categories":3972},[446],{"categories":3974},[115],{"categories":3976},[102],{"categories":3978},[],{"categories":3980},[151],{"categories":3982},[367],{"categories":3984},[115],{"categories":3986},[115],{"categories":3988},[115],{"categories":3990},[102],{"categories":3992},[102],{"categories":3994},[115],{"categories":3996},[],{"categories":3998},[110],{"categories":4000},[102],{"categories":4002},[110],{"categories":4004},[115],{"categories":4006},[],{"categories":4008},[129],{"categories":4010},[102],{"categories":4012},[102],{"categories":4014},[105],{"categories":4016},[102],{"categories":4018},[151],{"categories":4020},[273],{"categories":4022},[140],{"categories":4024},[115],{"categories":4026},[115],{"categories":4028},[102],{"categories":4030},[102],{"categories":4032},[115],{"categories":4034},[102],{"categories":4036},[105],{"categories":4038},[],{"categories":4040},[115],{"categories":4042},[102],{"categories":4044},[102],{"categories":4046},[102],{"categories":4048},[115],{"categories":4050},[102],{"categories":4052},[],{"categories":4054},[102],{"categories":4056},[],{"categories":4058},[203],{"categories":4060},[115],{"categories":4062},[102,110],{"categories":4064},[115],{"categories":4066},[102],{"categories":4068},[],{"categories":4070},[105],{"categories":4072},[154],{"categories":4074},[110],{"categories":4076},[102],{"categories":4078},[129],{"categories":4080},[102],{"categories":4082},[102],{"categories":4084},[115],{"categories":4086},[102],{"categories":4088},[102],{"categories":4090},[102],{"categories":4092},[151],{"categories":4094},[1226],{"categories":4096},[115],{"categories":4098},[102],{"categories":4100},[],{"categories":4102},[],{"categories":4104},[102],{"categories":4106},[115],{"categories":4108},[102],{"categories":4110},[102],{"categories":4112},[273],{"categories":4114},[],{"categories":4116},[102],{"categories":4118},[115],{"categories":4120},[140],{"categories":4122},[115],{"categories":4124},[446],{"categories":4126},[],{"categories":4128},[390],{"categories":4130},[115],{"categories":4132},[102],{"categories":4134},[102],{"categories":4136},[232],{"categories":4138},[115],{"categories":4140},[102],{"categories":4142},[154],{"categories":4144},[118],{"categories":4146},[115],{"categories":4148},[102],{"categories":4150},[446],{"categories":4152},[102],{"categories":4154},[273],{"categories":4156},[110],{"categories":4158},[],{"categories":4160},[102],{"categories":4162},[102],{"categories":4164},[232],{"categories":4166},[203],{"categories":4168},[102],{"categories":4170},[102],{"categories":4172},[102],{"categories":4174},[],{"categories":4176},[232],{"categories":4178},[151],{"categories":4180},[102],{"categories":4182},[102],{"categories":4184},[102],{"categories":4186},[551],{"categories":4188},[105],{"categories":4190},[102],{"categories":4192},[118],{"categories":4194},[102],{"categories":4196},[],{"categories":4198},[],{"categories":4200},[203],{"categories":4202},[102],{"categories":4204},[154],{"categories":4206},[232],{"categories":4208},[115],{"categories":4210},[102],{"categories":4212},[102],{"categories":4214},[232],{"categories":4216},[151],{"categories":4218},[102],{"categories":4220},[],{"categories":4222},[102],{"categories":4224},[102],{"categories":4226},[],{"categories":4228},[102],{"categories":4230},[102],{"categories":4232},[576],{"categories":4234},[102],{"categories":4236},[102],{"categories":4238},[115],{"categories":4240},[129],{"categories":4242},[446],{"categories":4244},[102],{"categories":4246},[102],{"categories":4248},[102],{"categories":4250},[],{"categories":4252},[102,129],{"categories":4254},[151],{"categories":4256},[115],{"categories":4258},[129],{"categories":4260},[115],{"categories":4262},[901],{"categories":4264},[129],{"categories":4266},[129],{"categories":4268},[115],{"categories":4270},[102],{"categories":4272},[105],{"categories":4274},[],{"categories":4276},[],{"categories":4278},[115],{"categories":4280},[102],{"categories":4282},[129],{"categories":4284},[102],{"categories":4286},[105],{"categories":4288},[129],{"categories":4290},[129],{"categories":4292},[102],{"categories":4294},[232],{"categories":4296},[102],{"categories":4298},[129],{"categories":4300},[102],{"categories":4302},[],{"categories":4304},[102],{"categories":4306},[102],{"categories":4308},[203,102],{"categories":4310},[273],{"categories":4312},[105],{"categories":4314},[102],{"categories":4316},[],{"categories":4318},[102],{"categories":4320},[102],{"categories":4322},[110],{"categories":4324},[102],{"categories":4326},[110],{"categories":4328},[102],{"categories":4330},[102],{"categories":4332},[367],{"categories":4334},[102],{"categories":4336},[110],{"categories":4338},[129],{"categories":4340},[154],{"categories":4342},[115],{"categories":4344},[102],{"categories":4346},[129],{"categories":4348},[102],{"categories":4350},[102],{"categories":4352},[151],{"categories":4354},[232],{"categories":4356},[203],{"categories":4358},[102],{"categories":4360},[102],{"categories":4362},[102],{"categories":4364},[102],{"categories":4366},[105],{"categories":4368},[102],{"categories":4370},[115],{"categories":4372},[115],{"categories":4374},[129],{"categories":4376},[151],{"categories":4378},[129],{"categories":4380},[129],{"categories":4382},[102],{"categories":4384},[102],{"categories":4386},[],{"categories":4388},[],{"categories":4390},[154],{"categories":4392},[102],{"categories":4394},[129],{"categories":4396},[102],{"categories":4398},[203],{"categories":4400},[446],{"categories":4402},[390],{"categories":4404},[367],{"categories":4406},[102],{"categories":4408},[102],{"categories":4410},[102],{"categories":4412},[154],{"categories":4414},[102],{"categories":4416},[102],{"categories":4418},[102],{"categories":4420},[102],{"categories":4422},[102],{"categories":4424},[102],{"categories":4426},[102],{"categories":4428},[115],{"categories":4430},[105],{"categories":4432},[115],{"categories":4434},[102,110],{"categories":4436},[],{"categories":4438},[203],{"categories":4440},[],{"categories":4442},[118],{"categories":4444},[102],{"categories":4446},[151],{"categories":4448},[105],{"categories":4450},[102],{"categories":4452},[105],{"categories":4454},[115],{"categories":4456},[154],{"categories":4458},[115],{"categories":4460},[118],{"categories":4462},[115],{"categories":4464},[102],{"categories":4466},[102],{"categories":4468},[110],{"categories":4470},[115],{"categories":4472},[129],{"categories":4474},[232],{"categories":4476},[102],{"categories":4478},[102],{"categories":4480},[],{"categories":4482},[151],{"categories":4484},[102],{"categories":4486},[102],{"categories":4488},[102],{"categories":4490},[102],{"categories":4492},[102],{"categories":4494},[102],{"categories":4496},[129],{"categories":4498},[151],{"categories":4500},[129],{"categories":4502},[129],{"categories":4504},[102],{"categories":4506},[102],{"categories":4508},[102],{"categories":4510},[102],{"categories":4512},[390],{"categories":4514},[102],{"categories":4516},[115],{"categories":4518},[151],{"categories":4520},[102],{"categories":4522},[102],{"categories":4524},[102],{"categories":4526},[115],{"categories":4528},[102],{"categories":4530},[102],{"categories":4532},[102],{"categories":4534},[3125],{"categories":4536},[4537],"Clinical AI",{"categories":4539},[203],{"categories":4541},[102],{"categories":4543},[102],{"categories":4545},[102],{"categories":4547},[102],{"categories":4549},[273],{"categories":4551},[2484],{"categories":4553},[102],{"categories":4555},[118],{"categories":4557},[203],{"categories":4559},[102],{"categories":4561},[115],{"categories":4563},[102],{"categories":4565},[102],{"categories":4567},[151],{"categories":4569},[102],{"categories":4571},[115],{"categories":4573},[129],{"categories":4575},[232],{"categories":4577},[102],{"categories":4579},[102],{"categories":4581},[110],{"categories":4583},[102],{"categories":4585},[102],{"categories":4587},[505],{"categories":4589},[102],{"categories":4591},[],{"categories":4593},[115],{"categories":4595},[102],{"categories":4597},[129],{"categories":4599},[105],{"categories":4601},[102],{"categories":4603},[],{"categories":4605},[],{"categories":4607},[102],{"categories":4609},[],{"categories":4611},[110],{"categories":4613},[102],{"categories":4615},[102],{"categories":4617},[115],{"categories":4619},[102],{"categories":4621},[151],{"categories":4623},[151],{"categories":4625},[151],{"categories":4627},[151],{"categories":4629},[],{"categories":4631},[105],{"categories":4633},[115],{"categories":4635},[151],{"categories":4637},[102],{"categories":4639},[576],{"categories":4641},[118],{"categories":4643},[115],{"categories":4645},[102],{"categories":4647},[105],{"categories":4649},[102],{"categories":4651},[115],{"categories":4653},[102],{"categories":4655},[102],{"categories":4657},[102],{"categories":4659},[102,115],{"categories":4661},[115],{"categories":4663},[273],{"categories":4665},[151],{"categories":4667},[115],{"categories":4669},[151],{"categories":4671},[115],{"categories":4673},[102],{"categories":4675},[],{"categories":4677},[151],{"categories":4679},[232],{"categories":4681},[105],{"categories":4683},[102],{"categories":4685},[102],{"categories":4687},[],{"categories":4689},[129],{"categories":4691},[],{"categories":4693},[105],{"categories":4695},[115],{"categories":4697},[151],{"categories":4699},[102],{"categories":4701},[151],{"categories":4703},[105],{"categories":4705},[151],{"categories":4707},[151],{"categories":4709},[],{"categories":4711},[110],{"categories":4713},[115],{"categories":4715},[151],{"categories":4717},[151],{"categories":4719},[151],{"categories":4721},[151],{"categories":4723},[151],{"categories":4725},[151],{"categories":4727},[151],{"categories":4729},[151],{"categories":4731},[151],{"categories":4733},[151],{"categories":4735},[154],{"categories":4737},[105],{"categories":4739},[102],{"categories":4741},[102],{"categories":4743},[115],{"categories":4745},[115],{"categories":4747},[],{"categories":4749},[102],{"categories":4751},[102,105],{"categories":4753},[],{"categories":4755},[115],{"categories":4757},[102],{"categories":4759},[151],{"categories":4761},[115],{"categories":4763},[901],{"categories":4765},[102],{"categories":4767},[102],{"categories":4769},[102],{"categories":4771},[102],{"categories":4773},[102],{"categories":4775},[367],{"categories":4777},[102],{"categories":4779},[102],{"categories":4781},[115],{"categories":4783},[102],{"categories":4785},[102],{"categories":4787},[110],{"categories":4789},[118],{"categories":4791},[115],{"categories":4793},[115],{"categories":4795},[],{"categories":4797},[115],{"categories":4799},[203],{"categories":4801},[151],{"categories":4803},[102],{"categories":4805},[],{"categories":4807},[118],{"categories":4809},[],{"categories":4811},[129],{"categories":4813},[102],{"categories":4815},[115],{"categories":4817},[203],{"categories":4819},[102],{"categories":4821},[],{"categories":4823},[102],{"categories":4825},[102],{"categories":4827},[],{"categories":4829},[232],{"categories":4831},[102],{"categories":4833},[115],{"categories":4835},[],{"categories":4837},[],{"categories":4839},[151],{"categories":4841},[105],{"categories":4843},[102],{"categories":4845},[102],{"categories":4847},[110],{"categories":4849},[102],{"categories":4851},[102],{"categories":4853},[115],{"categories":4855},[102],{"categories":4857},[110],{"categories":4859},[110],{"categories":4861},[203],{"categories":4863},[],{"categories":4865},[102],{"categories":4867},[151],{"categories":4869},[],{"categories":4871},[102],{"categories":4873},[102],{"categories":4875},[203],{"categories":4877},[102],{"categories":4879},[102],{"categories":4881},[232],{"categories":4883},[102],{"categories":4885},[273],{"categories":4887},[],{"categories":4889},[115],{"categories":4891},[102],{"categories":4893},[232],{"categories":4895},[129],{"categories":4897},[],{"categories":4899},[102],{"categories":4901},[],{"categories":4903},[115],{"categories":4905},[203],{"categories":4907},[129],{"categories":4909},[],{"categories":4911},[3125],{"categories":4913},[110],{"categories":4915},[105],{"categories":4917},[102],{"categories":4919},[154],{"categories":4921},[115],{"categories":4923},[203],{"categories":4925},[102],{"categories":4927},[129],{"categories":4929},[],{"categories":4931},[],{"categories":4933},[102],{"categories":4935},[105],{"categories":4937},[102],{"categories":4939},[232],{"categories":4941},[],{"categories":4943},[115],{"categories":4945},[115],{"categories":4947},[102],{"categories":4949},[115],{"categories":4951},[102],{"categories":4953},[151],{"categories":4955},[129],{"categories":4957},[102],{"categories":4959},[115],{"categories":4961},[118],{"categories":4963},[102],{"categories":4965},[102],{"categories":4967},[102],{"categories":4969},[115],{"categories":4971},[102],{"categories":4973},[118],{"categories":4975},[232],{"categories":4977},[151],{"categories":4979},[],{"categories":4981},[232],{"categories":4983},[102],{"categories":4985},[],{"categories":4987},[129],{"categories":4989},[115],{"categories":4991},[],{"categories":4993},[102],{"categories":4995},[102],{"categories":4997},[102],{"categories":4999},[102],{"categories":5001},[102],{"categories":5003},[115],{"categories":5005},[110],{"categories":5007},[105],{"categories":5009},[115],{"categories":5011},[102],{"categories":5013},[203],{"categories":5015},[129],{"categories":5017},[129],{"categories":5019},[102],{"categories":5021},[154],{"categories":5023},[115],{"categories":5025},[102],{"categories":5027},[102],{"categories":5029},[115],{"categories":5031},[102],{"categories":5033},[102],{"categories":5035},[115],{"categories":5037},[110],{"categories":5039},[102],{"categories":5041},[203],{"categories":5043},[129],{"categories":5045},[115],{"categories":5047},[102],{"categories":5049},[118],{"categories":5051},[102],{"categories":5053},[115],{"categories":5055},[102],{"categories":5057},[102],{"categories":5059},[151],{"categories":5061},[102],{"categories":5063},[],{"categories":5065},[105],{"categories":5067},[102],{"categories":5069},[102],{"categories":5071},[102],{"categories":5073},[129],{"categories":5075},[129],{"categories":5077},[102],{"categories":5079},[129],{"categories":5081},[102],{"categories":5083},[115],{"categories":5085},[102],{"categories":5087},[102],{"categories":5089},[102],{"categories":5091},[102],{"categories":5093},[102],{"categories":5095},[],{"categories":5097},[102],{"categories":5099},[203],{"categories":5101},[115],{"categories":5103},[110],{"categories":5105},[151],{"categories":5107},[102],{"categories":5109},[115],{"categories":5111},[102],{"categories":5113},[115],{"categories":5115},[102],{"categories":5117},[102],{"categories":5119},[203],{"categories":5121},[115],{"categories":5123},[102],{"categories":5125},[232],{"categories":5127},[102],{"categories":5129},[154],{"categories":5131},[102],{"categories":5133},[102],{"categories":5135},[151],{"categories":5137},[102],{"categories":5139},[102],{"categories":5141},[102],{"categories":5143},[102],{"categories":5145},[115],{"categories":5147},[273],{"categories":5149},[102],{"categories":5151},[129],{"categories":5153},[115],{"categories":5155},[154],{"categories":5157},[],{"categories":5159},[115],{"categories":5161},[129],{"categories":5163},[102],{"categories":5165},[102],{"categories":5167},[2322],{"categories":5169},[203],{"categories":5171},[302],{"categories":5173},[102],{"categories":5175},[102],{"categories":5177},[102],{"categories":5179},[102],{"categories":5181},[105],{"categories":5183},[102],{"categories":5185},[102],{"categories":5187},[129],{"categories":5189},[110],{"categories":5191},[102],{"categories":5193},[129],{"categories":5195},[102],{"categories":5197},[],{"categories":5199},[115],{"categories":5201},[115],{"categories":5203},[102],{"categories":5205},[102],{"categories":5207},[102],{"categories":5209},[154],{"categories":5211},[],{"categories":5213},[151],{"categories":5215},[],{"categories":5217},[151],{"categories":5219},[102],{"categories":5221},[102],{"categories":5223},[115],{"categories":5225},[102],{"categories":5227},[115],{"categories":5229},[115],{"categories":5231},[],{"categories":5233},[102],{"categories":5235},[151],{"categories":5237},[102],{"categories":5239},[],{"categories":5241},[102],{"categories":5243},[102],{"categories":5245},[],{"categories":5247},[102],{"categories":5249},[102],{"categories":5251},[203],{"categories":5253},[129],{"categories":5255},[115],{"categories":5257},[102],{"categories":5259},[102],{"categories":5261},[102],{"categories":5263},[102],{"categories":5265},[232],{"categories":5267},[102],{"categories":5269},[102],{"categories":5271},[102],{"categories":5273},[105],{"categories":5275},[102],{"categories":5277},[102],{"categories":5279},[],{"categories":5281},[102],{"categories":5283},[102],{"categories":5285},[102],{"categories":5287},[],{"categories":5289},[105],{"categories":5291},[102],{"categories":5293},[102],{"categories":5295},[151],{"categories":5297},[129],{"categories":5299},[118],{"categories":5301},[115],{"categories":5303},[446],{"categories":5305},[102],{"categories":5307},[102],{"categories":5309},[102],{"categories":5311},[129],{"categories":5313},[151],{"categories":5315},[203],{"categories":5317},[102],{"categories":5319},[102],{"categories":5321},[102],{"categories":5323},[102],{"categories":5325},[151],{"categories":5327},[102],{"categories":5329},[203],{"categories":5331},[102],{"categories":5333},[102],{"categories":5335},[151],{"categories":5337},[203],{"categories":5339},[102],{"categories":5341},[151],{"categories":5343},[102],{"categories":5345},[115],{"categories":5347},[115],{"categories":5349},[115],{"categories":5351},[129],{"categories":5353},[151],{"categories":5355},[115],{"categories":5357},[115],{"categories":5359},[102],{"categories":5361},[129],{"categories":5363},[203],{"categories":5365},[102],{"categories":5367},[102],{"categories":5369},[115],{"categories":5371},[102],{"categories":5373},[],{"categories":5375},[115],{"categories":5377},[],{"categories":5379},[102],{"categories":5381},[102],{"categories":5383},[],{"categories":5385},[],{"categories":5387},[115],{"categories":5389},[110],{"categories":5391},[115],{"categories":5393},[5394],"Liability & Ethics",{"categories":5396},[102],{"categories":5398},[102],{"categories":5400},[102],{"categories":5402},[115],{"categories":5404},[105],{"categories":5406},[115],{"categories":5408},[110],{"categories":5410},[232],{"categories":5412},[115],{"categories":5414},[102],{"categories":5416},[102],{"categories":5418},[],{"categories":5420},[551],{"categories":5422},[115],{"categories":5424},[],{"categories":5426},[102],{"categories":5428},[105],{"categories":5430},[115],{"categories":5432},[],{"categories":5434},[115],{"categories":5436},[102],{"categories":5438},[102],{"categories":5440},[129],{"categories":5442},[102],{"categories":5444},[151],{"categories":5446},[102],{"categories":5448},[102],{"categories":5450},[118],{"categories":5452},[115],{"categories":5454},[102],{"categories":5456},[102],{"categories":5458},[102],{"categories":5460},[151],{"categories":5462},[115],{"categories":5464},[129],{"categories":5466},[203],{"categories":5468},[105],{"categories":5470},[102],{"categories":5472},[102],{"categories":5474},[102],{"categories":5476},[],{"categories":5478},[115],{"categories":5480},[115],{"categories":5482},[115],{"categories":5484},[446],{"categories":5486},[203],{"categories":5488},[115],{"categories":5490},[273],{"categories":5492},[129],{"categories":5494},[151],{"categories":5496},[102],{"categories":5498},[203],{"categories":5500},[102],{"categories":5502},[105],{"categories":5504},[],{"categories":5506},[115],{"categories":5508},[102],{"categories":5510},[102],{"categories":5512},[102],{"categories":5514},[102],{"categories":5516},[115],{"categories":5518},[102],{"categories":5520},[102],{"categories":5522},[203],{"categories":5524},[],{"categories":5526},[115],{"categories":5528},[118],{"categories":5530},[151],{"categories":5532},[115],{"categories":5534},[110],{"categories":5536},[],{"categories":5538},[102],{"categories":5540},[102],{"categories":5542},[118],{"categories":5544},[102],{"categories":5546},[115],{"categories":5548},[151],{"categories":5550},[105],{"categories":5552},[273],{"categories":5554},[102],{"categories":5556},[102],{"categories":5558},[102],{"categories":5560},[151],{"categories":5562},[110],{"categories":5564},[102],{"categories":5566},[203],{"categories":5568},[151],{"categories":5570},[273],{"categories":5572},[102],{"categories":5574},[115],{"categories":5576},[],{"categories":5578},[505],{"categories":5580},[],{"categories":5582},[102],{"categories":5584},[273],{"categories":5586},[102],{"categories":5588},[154],{"categories":5590},[102],{"categories":5592},[115],{"categories":5594},[115],{"categories":5596},[5597],"Design News & Tools",{"categories":5599},[102],{"categories":5601},[102],{"categories":5603},[151],{"categories":5605},[102],{"categories":5607},[102],{"categories":5609},[105],{"categories":5611},[115],{"categories":5613},[102],{"categories":5615},[203],{"categories":5617},[115],{"categories":5619},[115],{"categories":5621},[203],{"categories":5623},[102],{"categories":5625},[102],{"categories":5627},[446],{"categories":5629},[115],{"categories":5631},[102],{"categories":5633},[102],{"categories":5635},[446],{"categories":5637},[102],{"categories":5639},[232],{"categories":5641},[102],{"categories":5643},[115],{"categories":5645},[],{"categories":5647},[102],{"categories":5649},[102],{"categories":5651},[102],{"categories":5653},[151],{"categories":5655},[102],{"categories":5657},[105],{"categories":5659},[],{"categories":5661},[102],{"categories":5663},[102],{"categories":5665},[102],{"categories":5667},[129],{"categories":5669},[576],{"categories":5671},[129],{"categories":5673},[203],{"categories":5675},[102],{"categories":5677},[102,115],{"categories":5679},[232,110],{"categories":5681},[129],{"categories":5683},[102],{"categories":5685},[102],{"categories":5687},[102],{"categories":5689},[102],{"categories":5691},[],{"categories":5693},[115],{"categories":5695},[102],{"categories":5697},[],{"categories":5699},[102],{"categories":5701},[129],{"categories":5703},[102],{"categories":5705},[129],{"categories":5707},[],{"categories":5709},[115],{"categories":5711},[102],{"categories":5713},[110],{"categories":5715},[102],{"categories":5717},[151],{"categories":5719},[102],{"categories":5721},[],{"categories":5723},[115],{"categories":5725},[102],{"categories":5727},[],{"categories":5729},[203],{"categories":5731},[102],{"categories":5733},[102],{"categories":5735},[115],{"categories":5737},[102],{"categories":5739},[102],{"categories":5741},[105],{"categories":5743},[115],{"categories":5745},[102],{"categories":5747},[],{"categories":5749},[102],{"categories":5751},[273],{"categories":5753},[232],{"categories":5755},[110],{"categories":5757},[110],{"categories":5759},[102],{"categories":5761},[105],{"categories":5763},[105],{"categories":5765},[102],{"categories":5767},[115],{"categories":5769},[102],{"categories":5771},[102],{"categories":5773},[102],{"categories":5775},[102],{"categories":5777},[129],{"categories":5779},[102],{"categories":5781},[105],{"categories":5783},[102],{"categories":5785},[102],{"categories":5787},[115],{"categories":5789},[102],{"categories":5791},[232],{"categories":5793},[102],{"categories":5795},[151],{"categories":5797},[102],{"categories":5799},[102],{"categories":5801},[115],{"categories":5803},[118],{"categories":5805},[102],{"categories":5807},[102],{"categories":5809},[115],{"categories":5811},[],{"categories":5813},[129],{"categories":5815},[],{"categories":5817},[129],{"categories":5819},[115],{"categories":5821},[105],{"categories":5823},[102],{"categories":5825},[],{"categories":5827},[154],{"categories":5829},[273],{"categories":5831},[102],{"categories":5833},[129],{"categories":5835},[102],{"categories":5837},[],{"categories":5839},[151],{"categories":5841},[115],{"categories":5843},[129],{"categories":5845},[203],{"categories":5847},[110],{"categories":5849},[102],{"categories":5851},[102],{"categories":5853},[115],{"categories":5855},[129],{"categories":5857},[115],{"categories":5859},[151],{"categories":5861},[102],{"categories":5863},[118],{"categories":5865},[105],{"categories":5867},[118],{"categories":5869},[151],{"categories":5871},[102],{"categories":5873},[129],{"categories":5875},[102],{"categories":5877},[203],{"categories":5879},[110],{"categories":5881},[102],{"categories":5883},[102],{"categories":5885},[102],{"categories":5887},[102],{"categories":5889},[102],{"categories":5891},[102],{"categories":5893},[115],{"categories":5895},[102],{"categories":5897},[115],{"categories":5899},[102],{"categories":5901},[102],{"categories":5903},[105],{"categories":5905},[102],{"categories":5907},[115],{"categories":5909},[115],{"categories":5911},[203],{"categories":5913},[115],{"categories":5915},[115],{"categories":5917},[102],{"categories":5919},[105],{"categories":5921},[115],{"categories":5923},[203],{"categories":5925},[],{"categories":5927},[102],{"categories":5929},[154],{"categories":5931},[446],{"categories":5933},[102],{"categories":5935},[115],{"categories":5937},[102],{"categories":5939},[102],{"categories":5941},[129],{"categories":5943},[102],{"categories":5945},[],{"categories":5947},[102],{"categories":5949},[115],{"categories":5951},[102],{"categories":5953},[232],{"categories":5955},[102],{"categories":5957},[129],{"categories":5959},[102],{"categories":5961},[151],{"categories":5963},[115],{"categories":5965},[102],{"categories":5967},[232],{"categories":5969},[115],{"categories":5971},[110],{"categories":5973},[110],{"categories":5975},[102],{"categories":5977},[102],{"categories":5979},[102],{"categories":5981},[102],{"categories":5983},[102],{"categories":5985},[102],{"categories":5987},[105],{"categories":5989},[],{"categories":5991},[102],{"categories":5993},[102],{"categories":5995},[115],{"categories":5997},[115],{"categories":5999},[102],{"categories":6001},[102],{"categories":6003},[102],{"categories":6005},[102],{"categories":6007},[102],{"categories":6009},[129],{"categories":6011},[],{"categories":6013},[105],{"categories":6015},[102],{"categories":6017},[102],{"categories":6019},[115],{"categories":6021},[115],{"categories":6023},[],{"categories":6025},[129],{"categories":6027},[129],{"categories":6029},[102],{"categories":6031},[232],{"categories":6033},[110],{"categories":6035},[203],{"categories":6037},[],{"categories":6039},[102],{"categories":6041},[115],{"categories":6043},[105],{"categories":6045},[102],{"categories":6047},[102],{"categories":6049},[129],{"categories":6051},[105],{"categories":6053},[102],{"categories":6055},[102],{"categories":6057},[151],{"categories":6059},[154],{"categories":6061},[102],{"categories":6063},[151],{"categories":6065},[115],{"categories":6067},[102],{"categories":6069},[],{"categories":6071},[151],{"categories":6073},[115],{"categories":6075},[203],{"categories":6077},[154],{"categories":6079},[102],{"categories":6081},[102],{"categories":6083},[],{"categories":6085},[115],{"categories":6087},[115],{"categories":6089},[115],{"categories":6091},[3125],{"categories":6093},[151],{"categories":6095},[102],{"categories":6097},[129],{"categories":6099},[102],{"categories":6101},[102],{"categories":6103},[102],{"categories":6105},[102],{"categories":6107},[102],{"categories":6109},[110],{"categories":6111},[102],{"categories":6113},[105],{"categories":6115},[1788],{"categories":6117},[273],{"categories":6119},[105],{"categories":6121},[],{"categories":6123},[102],{"categories":6125},[],{"categories":6127},[151],{"categories":6129},[115],{"categories":6131},[203],{"categories":6133},[102],{"categories":6135},[102],{"categories":6137},[102],{"categories":6139},[151],{"categories":6141},[],{"categories":6143},[115],{"categories":6145},[102],{"categories":6147},[115],{"categories":6149},[115],{"categories":6151},[],{"categories":6153},[102],{"categories":6155},[],{"categories":6157},[151],{"categories":6159},[105],{"categories":6161},[203],{"categories":6163},[102],{"categories":6165},[115],{"categories":6167},[151],{"categories":6169},[102],{"categories":6171},[151],{"categories":6173},[],{"categories":6175},[151],{"categories":6177},[102],{"categories":6179},[105],{"categories":6181},[446],{"categories":6183},[115],{"categories":6185},[102],{"categories":6187},[],{"categories":6189},[129],{"categories":6191},[115],{"categories":6193},[118],{"categories":6195},[115],{"categories":6197},[105],{"categories":6199},[102],{"categories":6201},[102],{"categories":6203},[],{"categories":6205},[],{"categories":6207},[],{"categories":6209},[203],{"categories":6211},[102],{"categories":6213},[115],{"categories":6215},[102],{"categories":6217},[102],{"categories":6219},[],{"categories":6221},[],{"categories":6223},[],{"categories":6225},[102],{"categories":6227},[115],{"categories":6229},[203],{"categories":6231},[102],{"categories":6233},[],{"categories":6235},[115],{"categories":6237},[102],{"categories":6239},[102],{"categories":6241},[105],{"categories":6243},[],{"categories":6245},[],{"categories":6247},[102],{"categories":6249},[102],{"categories":6251},[115],{"categories":6253},[203],{"categories":6255},[102],{"categories":6257},[151],{"categories":6259},[],{"categories":6261},[102],{"categories":6263},[102],{"categories":6265},[232],{"categories":6267},[151],{"categories":6269},[232],{"categories":6271},[154],{"categories":6273},[102],{"categories":6275},[102],{"categories":6277},[],{"categories":6279},[],{"categories":6281},[115],{"categories":6283},[],{"categories":6285},[102],{"categories":6287},[446],{"categories":6289},[102],{"categories":6291},[102],{"categories":6293},[102],{"categories":6295},[102],{"categories":6297},[],{"categories":6299},[115],{"categories":6301},[102],{"categories":6303},[102],{"categories":6305},[],{"categories":6307},[115],{"categories":6309},[102],{"categories":6311},[151],{"categories":6313},[102],{"categories":6315},[232],{"categories":6317},[110],{"categories":6319},[118],{"categories":6321},[102],{"categories":6323},[102],{"categories":6325},[115],{"categories":6327},[154],{"categories":6329},[115],{"categories":6331},[115],{"categories":6333},[],{"categories":6335},[102],{"categories":6337},[115],{"categories":6339},[],{"categories":6341},[102],{"categories":6343},[],{"categories":6345},[151],{"categories":6347},[110],{"categories":6349},[],{"categories":6351},[102],{"categories":6353},[102],{"categories":6355},[102],{"categories":6357},[],{"categories":6359},[115],{"categories":6361},[203],{"categories":6363},[105],{"categories":6365},[102],{"categories":6367},[],{"categories":6369},[110],{"categories":6371},[232],{"categories":6373},[102],{"categories":6375},[129],{"categories":6377},[105],{"categories":6379},[154],{"categories":6381},[110],{"categories":6383},[129],{"categories":6385},[115],{"categories":6387},[129],{"categories":6389},[],{"categories":6391},[102],{"categories":6393},[118],{"categories":6395},[102],{"categories":6397},[],{"categories":6399},[115],{"categories":6401},[105],{"categories":6403},[203],{"categories":6405},[102],{"categories":6407},[105],{"categories":6409},[115],{"categories":6411},[273],{"categories":6413},[102],{"categories":6415},[102],{"categories":6417},[102],{"categories":6419},[102],{"categories":6421},[102],{"categories":6423},[105],{"categories":6425},[102],{"categories":6427},[129],{"categories":6429},[154],{"categories":6431},[115],{"categories":6433},[],{"categories":6435},[102],{"categories":6437},[102],{"categories":6439},[102],{"categories":6441},[129],{"categories":6443},[115],{"categories":6445},[151],{"categories":6447},[129],{"categories":6449},[102],{"categories":6451},[118],{"categories":6453},[],{"categories":6455},[203],{"categories":6457},[129],{"categories":6459},[151],{"categories":6461},[102],{"categories":6463},[105],{"categories":6465},[115],{"categories":6467},[102],{"categories":6469},[102],{"categories":6471},[115],{"categories":6473},[118],{"categories":6475},[102],{"categories":6477},[115],{"categories":6479},[102],{"categories":6481},[110],{"categories":6483},[115],{"categories":6485},[115,273],{"categories":6487},[102],{"categories":6489},[102],{"categories":6491},[115],{"categories":6493},[129],{"categories":6495},[102],{"categories":6497},[102],{"categories":6499},[154],{"categories":6501},[115],{"categories":6503},[232],{"categories":6505},[115],{"categories":6507},[110],{"categories":6509},[],{"categories":6511},[115],{"categories":6513},[102],{"categories":6515},[110],{"categories":6517},[],{"categories":6519},[],{"categories":6521},[129],{"categories":6523},[102],{"categories":6525},[102],{"categories":6527},[115],{"categories":6529},[154],{"categories":6531},[232],{"categories":6533},[102],{"categories":6535},[102],{"categories":6537},[102],{"categories":6539},[115],{"categories":6541},[],{"categories":6543},[115],{"categories":6545},[151],{"categories":6547},[102],{"categories":6549},[115],{"categories":6551},[115],{"categories":6553},[102],{"categories":6555},[],{"categories":6557},[151],{"categories":6559},[129],{"categories":6561},[3125],{"categories":6563},[105],{"categories":6565},[129],{"categories":6567},[102],{"categories":6569},[115],{"categories":6571},[102],{"categories":6573},[102],{"categories":6575},[232],{"categories":6577},[129],{"categories":6579},[154],{"categories":6581},[],{"categories":6583},[151],{"categories":6585},[102],{"categories":6587},[102],{"categories":6589},[],{"categories":6591},[115],{"categories":6593},[102],{"categories":6595},[102],{"categories":6597},[102],{"categories":6599},[102],{"categories":6601},[115],{"categories":6603},[102],{"categories":6605},[102],{"categories":6607},[102],{"categories":6609},[118],{"categories":6611},[102],{"categories":6613},[115],{"categories":6615},[102],{"categories":6617},[102],{"categories":6619},[102],{"categories":6621},[102],{"categories":6623},[102],{"categories":6625},[102],{"categories":6627},[102],{"categories":6629},[110],{"categories":6631},[],{"categories":6633},[118],{"categories":6635},[151],{"categories":6637},[115],{"categories":6639},[102],{"categories":6641},[129],{"categories":6643},[],{"categories":6645},[129],{"categories":6647},[129],{"categories":6649},[115],{"categories":6651},[129],{"categories":6653},[102],{"categories":6655},[102],{"categories":6657},[102],{"categories":6659},[115],{"categories":6661},[129],{"categories":6663},[102],{"categories":6665},[102],{"categories":6667},[102],{"categories":6669},[115],{"categories":6671},[151],{"categories":6673},[102],{"categories":6675},[102],{"categories":6677},[102],{"categories":6679},[110],{"categories":6681},[102],{"categories":6683},[115],{"categories":6685},[203],{"categories":6687},[],{"categories":6689},[102],{"categories":6691},[154],{"categories":6693},[115],{"categories":6695},[102],{"categories":6697},[102],{"categories":6699},[],{"categories":6701},[102],{"categories":6703},[102],{"categories":6705},[151],{"categories":6707},[102],{"categories":6709},[102],{"categories":6711},[115],{"categories":6713},[232],{"categories":6715},[],{"categories":6717},[],{"categories":6719},[129],{"categories":6721},[102],{"categories":6723},[102],{"categories":6725},[151],{"categories":6727},[102],{"categories":6729},[129],{"categories":6731},[151],{"categories":6733},[102],{"categories":6735},[102],{"categories":6737},[232],{"categories":6739},[154],{"categories":6741},[102],{"categories":6743},[102],{"categories":6745},[105],{"categories":6747},[115],{"categories":6749},[102],{"categories":6751},[102],{"categories":6753},[115],{"categories":6755},[110],{"categories":6757},[115],{"categories":6759},[129],{"categories":6761},[102],{"categories":6763},[110],{"categories":6765},[],{"categories":6767},[102],{"categories":6769},[154],{"categories":6771},[102],{"categories":6773},[102],{"categories":6775},[],{"categories":6777},[151],{"categories":6779},[102],{"categories":6781},[115],{"categories":6783},[154],{"categories":6785},[102],{"categories":6787},[129],{"categories":6789},[129],{"categories":6791},[129],{"categories":6793},[102],{"categories":6795},[115],{"categories":6797},[115],{"categories":6799},[102],{"categories":6801},[115],{"categories":6803},[102],{"categories":6805},[102],{"categories":6807},[203],{"categories":6809},[154],{"categories":6811},[154],{"categories":6813},[],{"categories":6815},[151],{"categories":6817},[102],{"categories":6819},[102],{"categories":6821},[129],{"categories":6823},[],{"categories":6825},[151],{"categories":6827},[151],{"categories":6829},[151],{"categories":6831},[],{"categories":6833},[115],{"categories":6835},[102],{"categories":6837},[],{"categories":6839},[105],{"categories":6841},[110],{"categories":6843},[],{"categories":6845},[102],{"categories":6847},[102],{"categories":6849},[],{"categories":6851},[129],{"categories":6853},[],{"categories":6855},[],{"categories":6857},[],{"categories":6859},[],{"categories":6861},[102],{"categories":6863},[151],{"categories":6865},[],{"categories":6867},[],{"categories":6869},[102],{"categories":6871},[102],{"categories":6873},[102],{"categories":6875},[154],{"categories":6877},[102],{"categories":6879},[154],{"categories":6881},[],{"categories":6883},[154],{"categories":6885},[154],{"categories":6887},[273],{"categories":6889},[115],{"categories":6891},[129],{"categories":6893},[],{"categories":6895},[],{"categories":6897},[154],{"categories":6899},[129],{"categories":6901},[129],{"categories":6903},[129],{"categories":6905},[],{"categories":6907},[105],{"categories":6909},[129],{"categories":6911},[129],{"categories":6913},[105],{"categories":6915},[129],{"categories":6917},[110],{"categories":6919},[129],{"categories":6921},[129],{"categories":6923},[129],{"categories":6925},[154],{"categories":6927},[151],{"categories":6929},[151],{"categories":6931},[102],{"categories":6933},[129],{"categories":6935},[154],{"categories":6937},[273],{"categories":6939},[154],{"categories":6941},[154],{"categories":6943},[154],{"categories":6945},[],{"categories":6947},[110],{"categories":6949},[],{"categories":6951},[273],{"categories":6953},[129],{"categories":6955},[129],{"categories":6957},[129],{"categories":6959},[115],{"categories":6961},[151,110],{"categories":6963},[154],{"categories":6965},[],{"categories":6967},[],{"categories":6969},[154],{"categories":6971},[],{"categories":6973},[154],{"categories":6975},[151],{"categories":6977},[115],{"categories":6979},[],{"categories":6981},[129],{"categories":6983},[102],{"categories":6985},[203],{"categories":6987},[],{"categories":6989},[102],{"categories":6991},[],{"categories":6993},[151],{"categories":6995},[105],{"categories":6997},[154],{"categories":6999},[],{"categories":7001},[129],{"categories":7003},[151],[7005,7075,7150,7248],{"id":7006,"title":7007,"ai":7008,"body":7013,"categories":7041,"created_at":50,"date_modified":50,"description":43,"extension":51,"faq":50,"featured":52,"kicker_label":50,"meta":7042,"navigation":81,"path":7062,"published_at":7063,"question":50,"scraped_at":7064,"seo":7065,"sitemap":7066,"source_id":7067,"source_name":7068,"source_type":89,"source_url":7069,"stem":7070,"tags":7071,"thumbnail_url":50,"tldr":7072,"tweet":50,"unknown_tags":7073,"__hash__":7074},"summaries\u002Fsummaries\u002Fb1e81d0d37dea63b-osaurus-mac-llm-server-for-local-cloud-model-switc-summary.md","Osaurus: Mac LLM Server for Local\u002FCloud Model Switching",{"provider":7,"model":8,"input_tokens":7009,"output_tokens":7010,"processing_time_ms":7011,"cost_usd":7012},5936,1652,24568,0.0019907,{"type":14,"value":7014,"toc":7036},[7015,7019,7022,7026,7029,7033],[17,7016,7018],{"id":7017},"flexible-model-access-without-vendor-lock-in","Flexible Model Access Without Vendor Lock-in",[22,7020,7021],{},"Osaurus acts as a harness—a control layer connecting local and cloud LLMs through one interface on Apple hardware. Switch models like MiniMax M2.5, Gemma 4, Qwen3.6, GPT-OSS, Llama, DeepSeek V4, Apple's on-device models, or Liquid AI's LFM family for local runs; connect to OpenAI, Anthropic, Gemini, xAI\u002FGrok, Venice AI, OpenRouter, Ollama, LM Studio in the cloud. Pick the best model per task since strengths vary, while storing memory, files, and tools locally. As a full MCP server, it exposes 20+ plugins (Mail, Calendar, Vision, macOS tools, XLSX\u002FPPTX, Browser, Music, Git, Filesystem, Search, Fetch) to compatible clients. Recent voice support added.",[17,7023,7025],{"id":7024},"hardware-sandbox-secures-local-runs","Hardware Sandbox Secures Local Runs",[22,7027,7028],{},"Run everything in a hardware-isolated virtual sandbox to scope AI access and protect data\u002Fcomputer—unlike developer-focused tools like OpenClaw (security risks) or Hermes (terminal-heavy). Evolved from Dinoki desktop AI; built for consumers with easy UI. Minimum 64GB RAM for local models, 128GB recommended for large ones like DeepSeek V4. Local AI efficiency rises ('intelligence per wattage' improves), enabling browser access, code writing, tool use, Amazon orders—far beyond last year's sentence completion.",[17,7030,7032],{"id":7031},"production-path-and-impact","Production Path and Impact",[22,7034,7035],{},"Downloaded 112,000+ times in ~1 year via GitHub open-source project. Founders (ex-Tesla\u002FNetflix engineer Terence Pae, Sam Yoo) in Alliance accelerator; eyeing enterprise (legal\u002Fhealthcare) for privacy. Deploy Mac Studio on-prem cuts data center reliance\u002Fpower use while matching cloud capabilities—counters explosive cloud scaling.",{"title":43,"searchDepth":44,"depth":44,"links":7037},[7038,7039,7040],{"id":7017,"depth":44,"text":7018},{"id":7024,"depth":44,"text":7025},{"id":7031,"depth":44,"text":7032},[],{"content_references":7043,"triage":7059},[7044,7047,7050,7053,7056],{"type":56,"title":7045,"url":7046,"context":59},"Osaurus","https:\u002F\u002Fosaurus.ai\u002F",{"type":56,"title":7048,"url":7049,"context":59},"Dinoki","https:\u002F\u002Fgithub.com\u002Fdinoki-ai",{"type":61,"title":7051,"url":7052,"context":59},"Osaurus GitHub","https:\u002F\u002Fgithub.com\u002Fosaurus-ai\u002Fosaurus",{"type":56,"title":7054,"url":7055,"context":59},"OpenClaw","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F02\u002F16\u002Fafter-all-the-hype-some-ai-experts-dont-think-openclaw-is-all-that-exciting\u002F",{"type":56,"title":7057,"url":7058,"context":59},"Hermes","https:\u002F\u002Fgithub.com\u002Fnousresearch\u002Fhermes-agent",{"relevance":78,"novelty":77,"quality":78,"actionability":77,"composite":7060,"reasoning":7061},3.6,"Category: AI & LLMs. The article discusses a practical tool for integrating local and cloud AI models, addressing the audience's need for actionable AI tooling. It provides insights into model switching and security features, which are relevant for product builders looking to implement AI solutions.","\u002Fsummaries\u002Fb1e81d0d37dea63b-osaurus-mac-llm-server-for-local-cloud-model-switc-summary","2026-05-15 12:19:48","2026-05-15 15:00:41",{"title":7007,"description":43},{"loc":7062},"b1e81d0d37dea63b","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F15\u002Fosaurus-brings-both-local-and-cloud-ai-models-to-your-mac\u002F","summaries\u002Fb1e81d0d37dea63b-osaurus-mac-llm-server-for-local-cloud-model-switc-summary",[93,95,94],"Osaurus open-source server runs local\u002Fcloud AI models on Macs, switches models on-demand, sandboxes for security, needs 64GB+ RAM.",[],"Patzod1tvniRAi0uGAHW07UMZCwqnVC2TUuIjdyLoEU",{"id":7076,"title":7077,"ai":7078,"body":7083,"categories":7124,"created_at":50,"date_modified":50,"description":43,"extension":51,"faq":50,"featured":52,"kicker_label":50,"meta":7125,"navigation":81,"path":7137,"published_at":7138,"question":50,"scraped_at":7139,"seo":7140,"sitemap":7141,"source_id":7142,"source_name":7143,"source_type":89,"source_url":7144,"stem":7145,"tags":7146,"thumbnail_url":50,"tldr":7147,"tweet":50,"unknown_tags":7148,"__hash__":7149},"summaries\u002Fsummaries\u002F1b682c7e4ee45c46-637mb-llm-runs-offline-on-base-macbook-air-works-s-summary.md","637MB LLM Runs Offline on Base MacBook Air, Works Surprisingly Well",{"provider":7,"model":8,"input_tokens":7079,"output_tokens":7080,"processing_time_ms":7081,"cost_usd":7082},5208,1356,14310,0.00121275,{"type":14,"value":7084,"toc":7119},[7085,7089,7105,7109,7112,7116],[17,7086,7088],{"id":7087},"effortless-local-setup-delivers-instant-offline-inference","Effortless Local Setup Delivers Instant, Offline Inference",[22,7090,7091,7092,7096,7097,7100,7101,7104],{},"Install Ollama with ",[7093,7094,7095],"code",{},"brew install ollama",", start the server via ",[7093,7098,7099],{},"ollama serve",", and load TinyLlama—a 700MB model based on Llama 2—with ",[7093,7102,7103],{},"ollama run tinyllama",". This three-command process skips Docker, Python environments, API keys, and accounts, downloading the model once for subsequent instant loads. On a base MacBook Air (no GPU or cooling upgrades), responses stream without latency, spinners, or internet—working in tunnels or planes with zero data telemetry, rate limits, or quotas. Tokens appear as fast as local typing, shifting AI from remote servers to a self-contained file.",[17,7106,7108],{"id":7107},"handles-practical-tasks-like-a-junior-dev-fails-on-complexity","Handles Practical Tasks Like a Junior Dev, Fails on Complexity",[22,7110,7111],{},"TinyLlama generates a fully functional Node.js Express server with routes, middleware, error handling, and comments—copy-paste runnable without edits. In casual conversations, it explains REST vs. GraphQL differences naturally, matching a coworker's tone and gently correcting user errors without robotic disclaimers. Limits emerge in long contexts (forgets details), multi-step reasoning (loses track of ideas), and hallucinations (invents nonexistent libraries). Failures resemble a junior developer's gaps—coherent but bounded—not random nonsense, making it viable for autocomplete, email rewrites, error explanations, and summaries.",[17,7113,7115],{"id":7114},"lowers-ai-floor-for-privacy-accessibility-and-everyday-use","Lowers AI Floor for Privacy, Accessibility, and Everyday Use",[22,7117,7118],{},"This setup democratizes AI: embed models in apps for offline assistants, enable learning in low-connectivity areas, process sensitive data without third-party uploads, and eliminate per-token costs. For the 'long tail' of routine tasks, small local models suffice, decoupling utility from massive scale, GPUs, and cloud bills. Frontier models still dominate complex reasoning, but the baseline shifts from paid APIs to free laptop files—challenging 'bigger is always better' narratives. Next steps include editor-integrated coding aids, personal fine-tunes on notes, multi-agent small-model collaborations, and offline RAG over documents.",{"title":43,"searchDepth":44,"depth":44,"links":7120},[7121,7122,7123],{"id":7087,"depth":44,"text":7088},{"id":7107,"depth":44,"text":7108},{"id":7114,"depth":44,"text":7115},[102],{"content_references":7126,"triage":7134},[7127,7130,7132],{"type":56,"title":7128,"context":7129},"TinyLlama","recommended",{"type":56,"title":7131,"context":7129},"Ollama",{"type":61,"title":7133,"context":59},"Llama 2",{"relevance":78,"novelty":77,"quality":78,"actionability":78,"composite":7135,"reasoning":7136},3.8,"Category: AI & LLMs. The article discusses the practical application of a lightweight LLM that can run offline, addressing the audience's pain point of integrating AI into their products without heavy infrastructure. It provides a clear setup process and examples of practical tasks the model can handle, making it actionable for developers.","\u002Fsummaries\u002F1b682c7e4ee45c46-637mb-llm-runs-offline-on-base-macbook-air-works-s-summary","2026-05-05 18:01:01","2026-05-06 16:13:47",{"title":7077,"description":43},{"loc":7137},"1b682c7e4ee45c46","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fi-ran-a-637mb-llm-on-my-base-macbook-air-and-now-im-questioning-everything-cd78287d0ccc?source=rss----98111c9905da---4","summaries\u002F1b682c7e4ee45c46-637mb-llm-runs-offline-on-base-macbook-air-works-s-summary",[93,94,95],"TinyLlama, a 637MB open-source LLM, runs instantly on a stock MacBook Air via Ollama—no internet, GPU, or API needed—handling Node.js servers and casual chats effectively, lowering the bar for useful local AI.",[],"q08Qvpflcgj-8E3EIjojpd_j_dc9AsoFnv5ZNE-FrQc",{"id":7151,"title":7152,"ai":7153,"body":7158,"categories":7199,"created_at":50,"date_modified":50,"description":43,"extension":51,"faq":50,"featured":52,"kicker_label":50,"meta":7200,"navigation":81,"path":7235,"published_at":7236,"question":50,"scraped_at":7237,"seo":7238,"sitemap":7239,"source_id":7240,"source_name":7241,"source_type":89,"source_url":7242,"stem":7243,"tags":7244,"thumbnail_url":50,"tldr":7245,"tweet":50,"unknown_tags":7246,"__hash__":7247},"summaries\u002Fsummaries\u002F6b2accfa125e6e3e-pick-gemma-4-model-by-hardware-to-unlock-9-10-math-summary.md","Pick Gemma 4 Model by Hardware to Unlock 9\u002F10 Math Accuracy",{"provider":7,"model":8,"input_tokens":7154,"output_tokens":7155,"processing_time_ms":7156,"cost_usd":7157},6736,2210,15095,0.00242955,{"type":14,"value":7159,"toc":7194},[7160,7164,7167,7170,7174,7177,7180,7184,7191],[17,7161,7163],{"id":7162},"hardware-matched-model-selection-maximizes-performance","Hardware-Matched Model Selection Maximizes Performance",[22,7165,7166],{},"Gemma 4 offers four variants tailored to hardware tiers, preventing the common error of loading oversized models that seem \"broken\" due to memory shortages or slow inference. E2B (2.3B params, 3-5GB RAM) fits phones and Raspberry Pi 5 (5 tokens\u002Fsec chatting speed), prioritizing privacy for summaries\u002Fquick replies over complex coding—Google embeds it in future Pixels. E4B (4.5B params, 5-6GB) suits 8-16GB laptops like MacBook Air, handling multimodal inputs (audio\u002Fimages) for local chat\u002Fdocument Q&A but falters on multi-step agents. The 26B MoE model activates only 4B params at once (16-18GB load, plan 24GB total), delivering flagship quality at 4B-model speed with 250k token context—ranks #6 on LMSYS Arena open models. Flagship 31B (30B params, 17-20GB weights + headroom to 24GB VRAM) tops at #3 open on Arena, hits 89% on Olympiad math\u002Fcompetitive programming (master-level), and beats larger closed models like Claude Sonnet on agentic business sims—ideal for workstations with NVIDIA\u002FApple Silicon.",[22,7168,7169],{},"Decision tree: Phones\u002FPi → E2B; 8-16GB laptops → E4B; 24GB system → 26B; 24GB+ VRAM\u002FMac 32GB → 31B. Avoid aggressive quantization on MoE models, as it tanks quality.",[17,7171,7173],{"id":7172},"benchmarks-show-massive-gains-but-real-world-speed-needs-tricks","Benchmarks Show Massive Gains, But Real-World Speed Needs Tricks",[22,7175,7176],{},"Gemma 4 leaps year-over-year: prior small models solved 1-in-5 math problems; now 9-in-10 across sizes. 31B matches Qwen 3.5\u002FKimi K2.5 head-to-head on Arena despite fewer active params via MoE. Strong for one-shot coding\u002Fmath (beats most humans on programming sites) but skip for long tool-call chains—closed models edge it on chained agents.",[22,7178,7179],{},"Free 29% speed boost (50% on code): Pair 31B drafter with E2B guesser via speculative decoding (shared vocab enables it), loading both in 24GB. Use LM Studio's advanced docs for setup. This yields production speeds without hardware upgrades, turning flagship quality into practical desktop use.",[17,7181,7183],{"id":7182},"essential-tools-and-fixes-for-reliable-local-runs","Essential Tools and Fixes for Reliable Local Runs",[22,7185,7186,7187,7190],{},"Run offline\u002Fprivate on any OS: Windows\u002FMac → Ollama (one-line install: ",[7093,7188,7189],{},"ollama run gemma4",") or LM Studio (GUI chat); Linux → same + llama.cpp\u002FvLLM for 31B speed squeezes; Phones → E2B via dedicated mobile guides.",[22,7192,7193],{},"Three fixes avoid early adopter pitfalls: (1) Use latest file formats\u002Fruntime—initial uploads had tokenizer bug (garbled text\u002Ftool calls, fixed in llama.cpp PR #21343 or re-uploads). (2) Stick to baked-in settings (e.g., Google's recommended temp\u002Fsampling). (3) For looped tool calls, test community tweaks for agent reliability. Unsloth Hugging Face quants help load times. All under Apache 2.0, multimodal-ready, setup \u003C10min.",{"title":43,"searchDepth":44,"depth":44,"links":7195},[7196,7197,7198],{"id":7162,"depth":44,"text":7163},{"id":7172,"depth":44,"text":7173},{"id":7182,"depth":44,"text":7183},[102],{"content_references":7201,"triage":7233},[7202,7206,7210,7212,7215,7218,7221,7224,7227,7230],{"type":70,"title":7203,"author":7204,"url":7205,"context":59},"Gemma 4 announcement","Google","https:\u002F\u002Fblog.google\u002Ftechnology\u002Fdevelopers\u002Fgemma-4\u002F",{"type":70,"title":7207,"author":7208,"url":7209,"context":59},"Gemma 4 model card","Google AI","https:\u002F\u002Fai.google.dev\u002Fgemma\u002Fdocs\u002Fcore\u002Fmodel_card_4",{"type":56,"title":7131,"url":7211,"context":59},"https:\u002F\u002Follama.com",{"type":56,"title":7213,"url":7214,"context":59},"LM Studio","https:\u002F\u002Flmstudio.ai",{"type":56,"title":7216,"url":7217,"context":59},"llama.cpp","https:\u002F\u002Fgithub.com\u002Fggml-org\u002Fllama.cpp",{"type":56,"title":7219,"url":7220,"context":59},"vLLM","https:\u002F\u002Fdocs.vllm.ai",{"type":61,"title":7222,"url":7223,"context":59},"LMArena leaderboard","https:\u002F\u002Flmarena.ai",{"type":56,"title":7225,"url":7226,"context":59},"Unsloth re-quants","https:\u002F\u002Fhuggingface.co\u002Funsloth",{"type":61,"title":7228,"url":7229,"context":59},"llama.cpp tokenizer fix (PR #21343)","https:\u002F\u002Fgithub.com\u002Fggml-org\u002Fllama.cpp\u002Fpull\u002F21343",{"type":61,"title":7231,"url":7232,"context":59},"LM Studio speculative decoding docs","https:\u002F\u002Flmstudio.ai\u002Fdocs\u002Fapp\u002Fadvanced\u002Fspeculative-decoding",{"relevance":78,"novelty":77,"quality":78,"actionability":78,"composite":7135,"reasoning":7234},"Category: AI & LLMs. The article provides specific insights into selecting AI models based on hardware capabilities, addressing the audience's need for practical applications in building AI-powered products. It includes actionable advice on pairing models for performance boosts, which is directly applicable to developers and founders.","\u002Fsummaries\u002F6b2accfa125e6e3e-pick-gemma-4-model-by-hardware-to-unlock-9-10-math-summary","2026-04-19 21:52:44","2026-04-21 15:22:05",{"title":7152,"description":43},{"loc":7235},"b698467bc8ca5e8d","DIY Smart Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=SLOqlEmuy5U","summaries\u002F6b2accfa125e6e3e-pick-gemma-4-model-by-hardware-to-unlock-9-10-math-summary",[93,95,94],"Gemma 4's four models—E2B (3-5GB phone), E4B (5-6GB laptop), 26B MoE (16-18GB mid-tier), 31B (20-24GB flagship)—jump math benchmarks from 1\u002F5 to 9\u002F10 correct. Pair 31B+E2B for 29% speed boost. Use Ollama\u002FLM Studio for easy local runs.",[],"ua65HuwxIouruqLL41l8OC1Al-b2RnWySeAG_lZ4SOA",{"id":7249,"title":7250,"ai":7251,"body":7256,"categories":7297,"created_at":50,"date_modified":50,"description":43,"extension":51,"faq":50,"featured":52,"kicker_label":50,"meta":7298,"navigation":81,"path":7314,"published_at":7315,"question":50,"scraped_at":7316,"seo":7317,"sitemap":7318,"source_id":7319,"source_name":7320,"source_type":89,"source_url":7321,"stem":7322,"tags":7323,"thumbnail_url":50,"tldr":7324,"tweet":50,"unknown_tags":7325,"__hash__":7326},"summaries\u002Fsummaries\u002F137a11ab6b422470-gemma-4-open-source-llms-run-offline-on-phones-summary.md","Gemma 4: Open-Source LLMs Run Offline on Phones",{"provider":7,"model":8,"input_tokens":7252,"output_tokens":7253,"processing_time_ms":7254,"cost_usd":7255},7755,1909,13903,0.002483,{"type":14,"value":7257,"toc":7292},[7258,7262,7265,7268,7272,7275,7278,7282,7289],[17,7259,7261],{"id":7260},"gemma-4-closes-open-source-performance-gap","Gemma 4 Closes Open-Source Performance Gap",[22,7263,7264],{},"Google's Gemma 4 family includes four multimodal models: E2B (effective 2B parameters, fits phones), E4B (effective 4B), 26B MoE (25B total but 4B active for efficiency), and 31B dense flagship. All handle text, images, audio (larger ones add video), offer 256K token context, native function calling via special tokens, and built-in step-by-step reasoning. Apache 2 license enables full commercial use, modification, and fine-tuning without restrictions—unlike prior Gemma versions.",[22,7266,7267],{},"On Arena leaderboard, 31B ranks #27 overall (Elo 1452) but #3 open-source, beating Llama (biggest ecosystem), Qwen (200+ languages), and DeepSeek (top SWE-bench coder). 26B MoE is #6 open-source (Elo 1441) despite 10x smaller active size. Benchmarks show 31B at 89.2% AIME 2026 math (4.3x Gemma 3's 20.8%), 80% LiveCodeBench coding, 84.3% GPQA diamond science. Edge E4B hits 42.5% AIME\u002F52% LiveCodeBench on T4 GPU; E2B gets 37.5% AIME on phones. This shrinks the open-closed gap to ~90% capability for most tasks, making local runs viable over paid APIs.",[17,7269,7271],{"id":7270},"edge-efficiency-enables-new-apps","Edge Efficiency Enables New Apps",[22,7273,7274],{},"E2B runs on \u003C1.5GB RAM (quantized), delivering 133 prefill\u002F7.6 decode tokens\u002Fsec on $80 Raspberry Pi 5 CPU (reads prompts instantly, ~8 words\u002Fsec output). Qualcomm Snapdragon NPU hits 3700 prefill\u002F31 decode—real-time chat speed, 4x faster than Gemma 3 with 60% less battery. No internet, zero data leakage, unlimited use.",[22,7276,7277],{},"Builders already ship: browser vision app with Roboflow RFDeer object detection + Gemma describing scenes as medieval bard via WebGPU\u002Ftransformers.js; Envision accessibility app for blind users (local phone scene description); full local agents browsing web, managing files, executing code, chaining workflows. Run 26B MoE (laptop-friendly) for flagship quality at edge costs.",[17,7279,7281],{"id":7280},"install-locally-and-weigh-trade-offs","Install Locally and Weigh Trade-offs",[22,7283,7284,7285,7288],{},"Use Ollama: download from ollama.com, run ",[7093,7286,7287],{},"ollama pull gemma4:26b"," (6min install). Test in Ollama app—e.g., explains MoE vs dense: dense activates all parameters (cost scales fully); MoE gates to subset experts for larger effective size at lower compute. Integrates with OpenClaw for local agents (web\u002Ffile\u002Fcode tasks). Hugging Face offers browser WebGPU demo, no install.",[22,7290,7291],{},"Limitations: Edge E2B\u002FE4B weak on complex reasoning, deep code, large docs—use 31B or closed models. Quantization (4\u002F2-bit for devices) drops quality below full-precision benchmarks. New release (4 days old) lacks Llama's fine-tunes\u002Fadapters\u002Fecosystem. Video only on 26B\u002F31B. 26 closed models still lead overall; gap shrinks but persists for peak tasks. Ideal for simple\u002Flocal\u002Foffline; pair with closed for heavy lifts.",{"title":43,"searchDepth":44,"depth":44,"links":7293},[7294,7295,7296],{"id":7260,"depth":44,"text":7261},{"id":7270,"depth":44,"text":7271},{"id":7280,"depth":44,"text":7281},[],{"content_references":7299,"triage":7312},[7300,7302,7304,7306,7308,7310],{"type":56,"title":7131,"url":7301,"context":59},"https:\u002F\u002Follama.com\u002Fdownload",{"type":56,"title":7303,"context":59},"Hugging Face",{"type":56,"title":7305,"context":59},"Roboflow RFDeer",{"type":61,"title":7307,"context":65},"Arena AI leaderboard",{"type":61,"title":7309,"context":65},"AIME 2026 math benchmark",{"type":56,"title":7311,"context":59},"transformers.js",{"relevance":78,"novelty":77,"quality":78,"actionability":78,"composite":7135,"reasoning":7313},"Category: AI & LLMs. The article discusses the capabilities of the Gemma 4 models, which are relevant to AI product builders looking to implement open-source LLMs in their applications. It provides practical insights on local deployment and performance benchmarks, addressing the audience's need for actionable information on AI tools.","\u002Fsummaries\u002F137a11ab6b422470-gemma-4-open-source-llms-run-offline-on-phones-summary","2026-04-12 16:41:13","2026-04-19 03:29:20",{"title":7250,"description":43},{"loc":7314},"137a11ab6b422470","Nick Puru | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=i5qw6DsxUug","summaries\u002F137a11ab6b422470-gemma-4-open-source-llms-run-offline-on-phones-summary",[93,94,95],"Google's Gemma 4 family delivers frontier-quality AI locally on phones and $80 Raspberry Pis under Apache 2 license, ranking #3 among open models (Elo 1452) with 4.3x math gains, slashing API costs and vendor lock-in.",[],"aB24r0P5RWM4eZ5rnKCwotNn4vZ18sddrSOC2S4H14A"]