[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-102144cd2051bfa5-oxide-s-values-driven-llm-guidelines-summary":3,"summaries-facets-categories":123,"summary-related-102144cd2051bfa5-oxide-s-values-driven-llm-guidelines-summary":3709},{"id":4,"title":5,"ai":6,"body":13,"categories":77,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":81,"navigation":106,"path":107,"published_at":78,"question":78,"scraped_at":108,"seo":109,"sitemap":110,"source_id":111,"source_name":112,"source_type":113,"source_url":114,"stem":115,"tags":116,"thumbnail_url":78,"tldr":120,"tweet":78,"unknown_tags":121,"__hash__":122},"summaries\u002Fsummaries\u002F102144cd2051bfa5-oxide-s-values-driven-llm-guidelines-summary.md","Oxide's Values-Driven LLM Guidelines",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7056,1692,14159,0.00223455,{"type":14,"value":15,"toc":70},"minimark",[16,21,25,28,32,39,45,51,57,60,64,67],[17,18,20],"h2",{"id":19},"anchor-llm-use-in-core-values-for-responsible-outcomes","Anchor LLM Use in Core Values for Responsible Outcomes",[22,23,24],"p",{},"Oxide prioritizes five values in descending order when using LLMs: responsibility (humans own all outputs, keeping judgment in the loop), rigor (LLMs sharpen thinking if used carefully but erode it if reckless), empathy (consider human readers\u002Fwriters on both ends), teamwork (avoid eroding trust, even disclosure can distance ownership), and urgency (accelerate without sacrificing other values). These ensure LLMs enhance rather than undermine high-quality work. For example, LLM-generated artifacts like code or docs demand full human accountability, preventing pace from trumping direction as seen in other organizations.",[22,26,27],{},"This framework rejects hype-driven adoption: LLMs aren't magic but tools requiring judgment. Trade-offs are explicit—quick outputs risk flotsam that replaces crisp thinking, while careful use exposes reasoning gaps.",[17,29,31],{"id":30},"leverage-llms-selectively-by-task-to-boost-productivity","Leverage LLMs Selectively by Task to Boost Productivity",[22,33,34,38],{},[35,36,37],"strong",{},"Reading and research",": Excel at instant comprehension for summaries or questions on docs\u002Fdatasheets; treat as search engine replacement for light tasks, but verify sources since LLM content pollutes the web (e.g., fabricated Oxide claims). Always check privacy settings to block training on uploads (opt out of OpenAI's \"Improve the model for everyone\"). Use as jumping-off point, not final product—don't substitute for expected human reading, like in hiring (per RFD 3).",[22,40,41,44],{},[35,42,43],{},"Editing and review",": Best late-stage for structure\u002Fphrasing feedback without losing voice; ignore sycophantic praise. For code, target specific issues but never replace human review.",[22,46,47,50],{},[35,48,49],{},"Debugging and programming",": Act as \"animatronic rubber duck\" to spark questions (even from scope screenshots); generate experimental\u002Fthrowaway code de novo effectively, but self-review rigorously before peer review. Avoid re-generating code wholesale per feedback—iterative review demands human evolution. Closer to production code requires more caution; resist dependency to prevent complexity bloat.",[22,52,53,56],{},[35,54,55],{},"Writing",": Generally avoid—outputs are cliché-ridden or hallucinated, eroding authenticity, trust, and the writer-reader social contract (readers invest effort assuming writer understands). Readers detect hallmarks, triggering dismissal; at Oxide, everyone can write well due to hiring.",[22,58,59],{},"These uses deliver outcomes like faster comprehension and prototyping while preserving rigor: always human-review LLM code, follow citations, and prioritize colleagues over isolation.",[17,61,63],{"id":62},"eliminate-anti-patterns-to-protect-autonomy-and-trust","Eliminate Anti-Patterns to Protect Autonomy and Trust",[22,65,66],{},"Ban LLM mandates (no executive fiats undermining mastery) and shaming (empathize like dietary choices—accommodate without judgment). Reject anthropomorphization (no personas\u002Fvoices implying accountability LLMs can't provide, risking chaos as in Shell Game podcast).",[22,68,69],{},"Encouragement with responsibility yields reliable acceleration: mechanics in internal GitHub doc; no trust erosion from undisclosed use if owned fully.",{"title":71,"searchDepth":72,"depth":72,"links":73},"",2,[74,75,76],{"id":19,"depth":72,"text":20},{"id":30,"depth":72,"text":31},{"id":62,"depth":72,"text":63},[],null,"md",false,{"content_references":82,"triage":101},[83,89,94,97],{"type":84,"title":85,"author":86,"url":87,"context":88},"other","RFD 3 Oxide Hiring Process","Oxide Computer Company","https:\u002F\u002Frfd.shared.oxide.computer\u002Frfd\u002F0003","cited",{"type":90,"title":91,"url":92,"context":93},"podcast","Shell Game, Season 2","https:\u002F\u002Fwww.shellgame.co","mentioned",{"type":84,"title":95,"url":96,"context":93},"Rubber duck debugging","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FRubber_duck_debugging",{"type":84,"title":98,"author":99,"url":100,"context":93},"Your intellectual fly is open","Bryan Cantrill","https:\u002F\u002Fbcantrill.dtrace.org\u002F2025\u002F12\u002F05\u002Fyour-intellectual-fly-is-open\u002F",{"relevance":102,"novelty":103,"quality":103,"actionability":103,"composite":104,"reasoning":105},5,4,4.35,"Category: AI & LLMs. The article provides a structured framework for responsibly integrating LLMs into software engineering practices, addressing key pain points like accountability and productivity. It offers actionable insights on specific tasks such as reading, editing, and debugging, making it highly relevant for developers looking to implement AI tools effectively.",true,"\u002Fsummaries\u002F102144cd2051bfa5-oxide-s-values-driven-llm-guidelines-summary","2026-04-15 15:33:08",{"title":5,"description":71},{"loc":107},"102144cd2051bfa5","__oneoff__","article","https:\u002F\u002Frfd.shared.oxide.computer\u002Frfd\u002F0576#_llms_as_programmers","summaries\u002F102144cd2051bfa5-oxide-s-values-driven-llm-guidelines-summary",[117,118,119],"llm","software-engineering","dev-productivity","Encourage LLMs as tools that amplify human responsibility, rigor, empathy, teamwork, and urgency—use for reading, editing, debugging; avoid for writing prose; reject mandates or shaming.",[118,119],"dgXK0cpNV0PbHpelulWVGx0aRP0c-L1j4B8yrBG93-Q",[124,127,130,133,136,139,141,143,145,147,149,151,154,156,158,160,162,164,166,168,170,172,175,178,180,182,185,187,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707],{"categories":125},[126],"Developer Productivity",{"categories":128},[129],"Business & SaaS",{"categories":131},[132],"AI & LLMs",{"categories":134},[135],"AI Automation",{"categories":137},[138],"Product Strategy",{"categories":140},[132],{"categories":142},[126],{"categories":144},[129],{"categories":146},[],{"categories":148},[132],{"categories":150},[],{"categories":152},[153],"AI News & Trends",{"categories":155},[135],{"categories":157},[153],{"categories":159},[135],{"categories":161},[135],{"categories":163},[132],{"categories":165},[132],{"categories":167},[153],{"categories":169},[132],{"categories":171},[],{"categories":173},[174],"Design & Frontend",{"categories":176},[177],"Data Science & Visualization",{"categories":179},[153],{"categories":181},[],{"categories":183},[184],"Software Engineering",{"categories":186},[132],{"categories":188},[135],{"categories":190},[191],"Marketing & Growth",{"categories":193},[132],{"categories":195},[135],{"categories":197},[],{"categories":199},[],{"categories":201},[174],{"categories":203},[135],{"categories":205},[126],{"categories":207},[174],{"categories":209},[132],{"categories":211},[135],{"categories":213},[153],{"categories":215},[],{"categories":217},[],{"categories":219},[135],{"categories":221},[184],{"categories":223},[],{"categories":225},[129],{"categories":227},[],{"categories":229},[],{"categories":231},[135],{"categories":233},[135],{"categories":235},[132],{"categories":237},[],{"categories":239},[184],{"categories":241},[],{"categories":243},[],{"categories":245},[],{"categories":247},[132],{"categories":249},[191],{"categories":251},[174],{"categories":253},[174],{"categories":255},[132],{"categories":257},[135],{"categories":259},[132],{"categories":261},[132],{"categories":263},[135],{"categories":265},[135],{"categories":267},[177],{"categories":269},[153],{"categories":271},[135],{"categories":273},[191],{"categories":275},[135],{"categories":277},[138],{"categories":279},[],{"categories":281},[135],{"categories":283},[],{"categories":285},[135],{"categories":287},[184],{"categories":289},[174],{"categories":291},[132],{"categories":293},[],{"categories":295},[],{"categories":297},[135],{"categories":299},[],{"categories":301},[132],{"categories":303},[],{"categories":305},[126],{"categories":307},[184],{"categories":309},[129],{"categories":311},[153],{"categories":313},[132],{"categories":315},[],{"categories":317},[132],{"categories":319},[],{"categories":321},[184],{"categories":323},[177],{"categories":325},[],{"categories":327},[132],{"categories":329},[174],{"categories":331},[],{"categories":333},[174],{"categories":335},[135],{"categories":337},[],{"categories":339},[135],{"categories":341},[153],{"categories":343},[129],{"categories":345},[132],{"categories":347},[],{"categories":349},[135],{"categories":351},[132],{"categories":353},[138],{"categories":355},[],{"categories":357},[132],{"categories":359},[135],{"categories":361},[135],{"categories":363},[],{"categories":365},[177],{"categories":367},[132],{"categories":369},[],{"categories":371},[126],{"categories":373},[129],{"categories":375},[132],{"categories":377},[135],{"categories":379},[184],{"categories":381},[132],{"categories":383},[],{"categories":385},[],{"categories":387},[132],{"categories":389},[],{"categories":391},[174],{"categories":393},[],{"categories":395},[132],{"categories":397},[],{"categories":399},[135],{"categories":401},[132],{"categories":403},[174],{"categories":405},[],{"categories":407},[132],{"categories":409},[132],{"categories":411},[129],{"categories":413},[135],{"categories":415},[132],{"categories":417},[174],{"categories":419},[135],{"categories":421},[],{"categories":423},[],{"categories":425},[153],{"categories":427},[],{"categories":429},[132],{"categories":431},[129,191],{"categories":433},[],{"categories":435},[132],{"categories":437},[],{"categories":439},[],{"categories":441},[132],{"categories":443},[],{"categories":445},[132],{"categories":447},[448],"DevOps & Cloud",{"categories":450},[],{"categories":452},[153],{"categories":454},[174],{"categories":456},[],{"categories":458},[153],{"categories":460},[153],{"categories":462},[132],{"categories":464},[191],{"categories":466},[],{"categories":468},[129],{"categories":470},[],{"categories":472},[132,448],{"categories":474},[132],{"categories":476},[132],{"categories":478},[135],{"categories":480},[132,184],{"categories":482},[177],{"categories":484},[132],{"categories":486},[191],{"categories":488},[135],{"categories":490},[135],{"categories":492},[],{"categories":494},[135],{"categories":496},[132,129],{"categories":498},[],{"categories":500},[174],{"categories":502},[174],{"categories":504},[],{"categories":506},[],{"categories":508},[153],{"categories":510},[],{"categories":512},[126],{"categories":514},[184],{"categories":516},[132],{"categories":518},[174],{"categories":520},[135],{"categories":522},[184],{"categories":524},[153],{"categories":526},[174],{"categories":528},[],{"categories":530},[132],{"categories":532},[132],{"categories":534},[132],{"categories":536},[153],{"categories":538},[126],{"categories":540},[132],{"categories":542},[135],{"categories":544},[448],{"categories":546},[174],{"categories":548},[135],{"categories":550},[],{"categories":552},[],{"categories":554},[174],{"categories":556},[153],{"categories":558},[177],{"categories":560},[],{"categories":562},[132],{"categories":564},[132],{"categories":566},[129],{"categories":568},[132],{"categories":570},[132],{"categories":572},[153],{"categories":574},[],{"categories":576},[135],{"categories":578},[184],{"categories":580},[],{"categories":582},[132],{"categories":584},[132],{"categories":586},[135],{"categories":588},[],{"categories":590},[],{"categories":592},[132],{"categories":594},[],{"categories":596},[129],{"categories":598},[135],{"categories":600},[],{"categories":602},[126],{"categories":604},[132],{"categories":606},[129],{"categories":608},[153],{"categories":610},[],{"categories":612},[],{"categories":614},[],{"categories":616},[153],{"categories":618},[153],{"categories":620},[],{"categories":622},[],{"categories":624},[129],{"categories":626},[],{"categories":628},[],{"categories":630},[126],{"categories":632},[],{"categories":634},[191],{"categories":636},[135],{"categories":638},[129],{"categories":640},[135],{"categories":642},[184],{"categories":644},[],{"categories":646},[138],{"categories":648},[174],{"categories":650},[184],{"categories":652},[132],{"categories":654},[135],{"categories":656},[129],{"categories":658},[132],{"categories":660},[],{"categories":662},[],{"categories":664},[184],{"categories":666},[177],{"categories":668},[138],{"categories":670},[135],{"categories":672},[132],{"categories":674},[],{"categories":676},[448],{"categories":678},[],{"categories":680},[135],{"categories":682},[],{"categories":684},[],{"categories":686},[132],{"categories":688},[174],{"categories":690},[191],{"categories":692},[135],{"categories":694},[],{"categories":696},[126],{"categories":698},[],{"categories":700},[153],{"categories":702},[132,448],{"categories":704},[153],{"categories":706},[132],{"categories":708},[129],{"categories":710},[132],{"categories":712},[],{"categories":714},[129],{"categories":716},[],{"categories":718},[184],{"categories":720},[174],{"categories":722},[153],{"categories":724},[177],{"categories":726},[126],{"categories":728},[132],{"categories":730},[184],{"categories":732},[],{"categories":734},[],{"categories":736},[138],{"categories":738},[],{"categories":740},[132],{"categories":742},[],{"categories":744},[174],{"categories":746},[174],{"categories":748},[174],{"categories":750},[],{"categories":752},[],{"categories":754},[153],{"categories":756},[135],{"categories":758},[132],{"categories":760},[132],{"categories":762},[132],{"categories":764},[129],{"categories":766},[132],{"categories":768},[],{"categories":770},[184],{"categories":772},[184],{"categories":774},[129],{"categories":776},[],{"categories":778},[132],{"categories":780},[132],{"categories":782},[129],{"categories":784},[153],{"categories":786},[191],{"categories":788},[135],{"categories":790},[],{"categories":792},[174],{"categories":794},[],{"categories":796},[132],{"categories":798},[],{"categories":800},[129],{"categories":802},[135],{"categories":804},[],{"categories":806},[448],{"categories":808},[177],{"categories":810},[184],{"categories":812},[191],{"categories":814},[184],{"categories":816},[135],{"categories":818},[],{"categories":820},[],{"categories":822},[135],{"categories":824},[126],{"categories":826},[135],{"categories":828},[138],{"categories":830},[129],{"categories":832},[],{"categories":834},[132],{"categories":836},[138],{"categories":838},[132],{"categories":840},[132],{"categories":842},[191],{"categories":844},[174],{"categories":846},[135],{"categories":848},[],{"categories":850},[],{"categories":852},[448],{"categories":854},[184],{"categories":856},[],{"categories":858},[135],{"categories":860},[132],{"categories":862},[174,132],{"categories":864},[126],{"categories":866},[],{"categories":868},[132],{"categories":870},[126],{"categories":872},[174],{"categories":874},[135],{"categories":876},[184],{"categories":878},[],{"categories":880},[132],{"categories":882},[],{"categories":884},[126],{"categories":886},[],{"categories":888},[135],{"categories":890},[138],{"categories":892},[132],{"categories":894},[132],{"categories":896},[174],{"categories":898},[135],{"categories":900},[448],{"categories":902},[174],{"categories":904},[135],{"categories":906},[132],{"categories":908},[132],{"categories":910},[132],{"categories":912},[153],{"categories":914},[],{"categories":916},[138],{"categories":918},[135],{"categories":920},[174],{"categories":922},[135],{"categories":924},[184],{"categories":926},[174],{"categories":928},[135],{"categories":930},[153],{"categories":932},[],{"categories":934},[132],{"categories":936},[174],{"categories":938},[132],{"categories":940},[126],{"categories":942},[153],{"categories":944},[132],{"categories":946},[191],{"categories":948},[132],{"categories":950},[132],{"categories":952},[135],{"categories":954},[135],{"categories":956},[132],{"categories":958},[135],{"categories":960},[174],{"categories":962},[132],{"categories":964},[],{"categories":966},[],{"categories":968},[184],{"categories":970},[],{"categories":972},[126],{"categories":974},[448],{"categories":976},[],{"categories":978},[126],{"categories":980},[129],{"categories":982},[191],{"categories":984},[],{"categories":986},[129],{"categories":988},[],{"categories":990},[],{"categories":992},[],{"categories":994},[],{"categories":996},[],{"categories":998},[132],{"categories":1000},[135],{"categories":1002},[448],{"categories":1004},[126],{"categories":1006},[132],{"categories":1008},[184],{"categories":1010},[138],{"categories":1012},[132],{"categories":1014},[191],{"categories":1016},[132],{"categories":1018},[132],{"categories":1020},[132],{"categories":1022},[132,126],{"categories":1024},[184],{"categories":1026},[184],{"categories":1028},[174],{"categories":1030},[132],{"categories":1032},[],{"categories":1034},[],{"categories":1036},[],{"categories":1038},[184],{"categories":1040},[177],{"categories":1042},[153],{"categories":1044},[174],{"categories":1046},[],{"categories":1048},[132],{"categories":1050},[132],{"categories":1052},[],{"categories":1054},[],{"categories":1056},[135],{"categories":1058},[132],{"categories":1060},[129],{"categories":1062},[],{"categories":1064},[126],{"categories":1066},[132],{"categories":1068},[126],{"categories":1070},[132],{"categories":1072},[184],{"categories":1074},[191],{"categories":1076},[132,174],{"categories":1078},[153],{"categories":1080},[174],{"categories":1082},[],{"categories":1084},[448],{"categories":1086},[174],{"categories":1088},[135],{"categories":1090},[],{"categories":1092},[],{"categories":1094},[],{"categories":1096},[],{"categories":1098},[184],{"categories":1100},[135],{"categories":1102},[135],{"categories":1104},[448],{"categories":1106},[132],{"categories":1108},[132],{"categories":1110},[132],{"categories":1112},[],{"categories":1114},[174],{"categories":1116},[],{"categories":1118},[],{"categories":1120},[135],{"categories":1122},[],{"categories":1124},[],{"categories":1126},[191],{"categories":1128},[191],{"categories":1130},[135],{"categories":1132},[],{"categories":1134},[132],{"categories":1136},[132],{"categories":1138},[184],{"categories":1140},[174],{"categories":1142},[174],{"categories":1144},[135],{"categories":1146},[126],{"categories":1148},[132],{"categories":1150},[174],{"categories":1152},[174],{"categories":1154},[135],{"categories":1156},[135],{"categories":1158},[132],{"categories":1160},[],{"categories":1162},[],{"categories":1164},[132],{"categories":1166},[135],{"categories":1168},[153],{"categories":1170},[184],{"categories":1172},[126],{"categories":1174},[132],{"categories":1176},[],{"categories":1178},[135],{"categories":1180},[135],{"categories":1182},[],{"categories":1184},[126],{"categories":1186},[132],{"categories":1188},[126],{"categories":1190},[126],{"categories":1192},[],{"categories":1194},[],{"categories":1196},[135],{"categories":1198},[135],{"categories":1200},[132],{"categories":1202},[132],{"categories":1204},[153],{"categories":1206},[177],{"categories":1208},[138],{"categories":1210},[153],{"categories":1212},[174],{"categories":1214},[],{"categories":1216},[153],{"categories":1218},[],{"categories":1220},[],{"categories":1222},[],{"categories":1224},[],{"categories":1226},[184],{"categories":1228},[177],{"categories":1230},[],{"categories":1232},[132],{"categories":1234},[132],{"categories":1236},[177],{"categories":1238},[184],{"categories":1240},[],{"categories":1242},[],{"categories":1244},[135],{"categories":1246},[153],{"categories":1248},[153],{"categories":1250},[135],{"categories":1252},[126],{"categories":1254},[132,448],{"categories":1256},[],{"categories":1258},[174],{"categories":1260},[126],{"categories":1262},[135],{"categories":1264},[174],{"categories":1266},[],{"categories":1268},[135],{"categories":1270},[135],{"categories":1272},[132],{"categories":1274},[191],{"categories":1276},[184],{"categories":1278},[174],{"categories":1280},[],{"categories":1282},[135],{"categories":1284},[132],{"categories":1286},[135],{"categories":1288},[135],{"categories":1290},[135],{"categories":1292},[191],{"categories":1294},[135],{"categories":1296},[132],{"categories":1298},[],{"categories":1300},[191],{"categories":1302},[153],{"categories":1304},[135],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[132],{"categories":1312},[135],{"categories":1314},[153],{"categories":1316},[135],{"categories":1318},[],{"categories":1320},[],{"categories":1322},[],{"categories":1324},[135],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[177],{"categories":1332},[132],{"categories":1334},[177],{"categories":1336},[153],{"categories":1338},[132],{"categories":1340},[132],{"categories":1342},[135],{"categories":1344},[132],{"categories":1346},[],{"categories":1348},[],{"categories":1350},[448],{"categories":1352},[],{"categories":1354},[],{"categories":1356},[126],{"categories":1358},[],{"categories":1360},[],{"categories":1362},[],{"categories":1364},[],{"categories":1366},[184],{"categories":1368},[153],{"categories":1370},[191],{"categories":1372},[129],{"categories":1374},[132],{"categories":1376},[132],{"categories":1378},[129],{"categories":1380},[],{"categories":1382},[174],{"categories":1384},[135],{"categories":1386},[129],{"categories":1388},[132],{"categories":1390},[132],{"categories":1392},[126],{"categories":1394},[],{"categories":1396},[126],{"categories":1398},[132],{"categories":1400},[191],{"categories":1402},[135],{"categories":1404},[153],{"categories":1406},[129],{"categories":1408},[132],{"categories":1410},[135],{"categories":1412},[],{"categories":1414},[132],{"categories":1416},[126],{"categories":1418},[132],{"categories":1420},[],{"categories":1422},[153],{"categories":1424},[132],{"categories":1426},[],{"categories":1428},[129],{"categories":1430},[132],{"categories":1432},[],{"categories":1434},[],{"categories":1436},[],{"categories":1438},[132],{"categories":1440},[],{"categories":1442},[448],{"categories":1444},[132],{"categories":1446},[],{"categories":1448},[132],{"categories":1450},[132],{"categories":1452},[132],{"categories":1454},[132,448],{"categories":1456},[132],{"categories":1458},[132],{"categories":1460},[174],{"categories":1462},[135],{"categories":1464},[],{"categories":1466},[135],{"categories":1468},[132],{"categories":1470},[132],{"categories":1472},[132],{"categories":1474},[126],{"categories":1476},[126],{"categories":1478},[184],{"categories":1480},[174],{"categories":1482},[135],{"categories":1484},[],{"categories":1486},[132],{"categories":1488},[153],{"categories":1490},[132],{"categories":1492},[129],{"categories":1494},[],{"categories":1496},[448],{"categories":1498},[174],{"categories":1500},[174],{"categories":1502},[135],{"categories":1504},[153],{"categories":1506},[135],{"categories":1508},[132],{"categories":1510},[],{"categories":1512},[132],{"categories":1514},[],{"categories":1516},[],{"categories":1518},[132],{"categories":1520},[132],{"categories":1522},[132],{"categories":1524},[135],{"categories":1526},[132],{"categories":1528},[],{"categories":1530},[177],{"categories":1532},[135],{"categories":1534},[],{"categories":1536},[],{"categories":1538},[132],{"categories":1540},[153],{"categories":1542},[],{"categories":1544},[174],{"categories":1546},[448],{"categories":1548},[153],{"categories":1550},[184],{"categories":1552},[184],{"categories":1554},[153],{"categories":1556},[153],{"categories":1558},[448],{"categories":1560},[],{"categories":1562},[153],{"categories":1564},[132],{"categories":1566},[126],{"categories":1568},[153],{"categories":1570},[],{"categories":1572},[177],{"categories":1574},[153],{"categories":1576},[184],{"categories":1578},[153],{"categories":1580},[448],{"categories":1582},[132],{"categories":1584},[132],{"categories":1586},[],{"categories":1588},[129],{"categories":1590},[],{"categories":1592},[],{"categories":1594},[132],{"categories":1596},[132],{"categories":1598},[132],{"categories":1600},[132],{"categories":1602},[],{"categories":1604},[177],{"categories":1606},[126],{"categories":1608},[],{"categories":1610},[132],{"categories":1612},[132],{"categories":1614},[448],{"categories":1616},[448],{"categories":1618},[],{"categories":1620},[135],{"categories":1622},[153],{"categories":1624},[153],{"categories":1626},[132],{"categories":1628},[135],{"categories":1630},[],{"categories":1632},[174],{"categories":1634},[132],{"categories":1636},[132],{"categories":1638},[],{"categories":1640},[],{"categories":1642},[448],{"categories":1644},[132],{"categories":1646},[184],{"categories":1648},[129],{"categories":1650},[132],{"categories":1652},[],{"categories":1654},[135],{"categories":1656},[126],{"categories":1658},[126],{"categories":1660},[],{"categories":1662},[132],{"categories":1664},[174],{"categories":1666},[135],{"categories":1668},[],{"categories":1670},[132],{"categories":1672},[132],{"categories":1674},[135],{"categories":1676},[],{"categories":1678},[135],{"categories":1680},[184],{"categories":1682},[],{"categories":1684},[132],{"categories":1686},[],{"categories":1688},[132],{"categories":1690},[],{"categories":1692},[132],{"categories":1694},[132],{"categories":1696},[],{"categories":1698},[132],{"categories":1700},[153],{"categories":1702},[132],{"categories":1704},[132],{"categories":1706},[126],{"categories":1708},[132],{"categories":1710},[153],{"categories":1712},[135],{"categories":1714},[],{"categories":1716},[132],{"categories":1718},[191],{"categories":1720},[],{"categories":1722},[],{"categories":1724},[],{"categories":1726},[126],{"categories":1728},[153],{"categories":1730},[135],{"categories":1732},[132],{"categories":1734},[174],{"categories":1736},[135],{"categories":1738},[],{"categories":1740},[135],{"categories":1742},[],{"categories":1744},[132],{"categories":1746},[135],{"categories":1748},[132],{"categories":1750},[],{"categories":1752},[132],{"categories":1754},[132],{"categories":1756},[153],{"categories":1758},[174],{"categories":1760},[135],{"categories":1762},[174],{"categories":1764},[129],{"categories":1766},[],{"categories":1768},[],{"categories":1770},[132],{"categories":1772},[126],{"categories":1774},[153],{"categories":1776},[],{"categories":1778},[],{"categories":1780},[184],{"categories":1782},[174],{"categories":1784},[],{"categories":1786},[132],{"categories":1788},[],{"categories":1790},[191],{"categories":1792},[132],{"categories":1794},[448],{"categories":1796},[184],{"categories":1798},[],{"categories":1800},[135],{"categories":1802},[132],{"categories":1804},[135],{"categories":1806},[135],{"categories":1808},[132],{"categories":1810},[],{"categories":1812},[126],{"categories":1814},[132],{"categories":1816},[129],{"categories":1818},[184],{"categories":1820},[174],{"categories":1822},[],{"categories":1824},[],{"categories":1826},[],{"categories":1828},[135],{"categories":1830},[174],{"categories":1832},[153],{"categories":1834},[132],{"categories":1836},[153],{"categories":1838},[174],{"categories":1840},[],{"categories":1842},[174],{"categories":1844},[153],{"categories":1846},[129],{"categories":1848},[132],{"categories":1850},[153],{"categories":1852},[191],{"categories":1854},[],{"categories":1856},[],{"categories":1858},[177],{"categories":1860},[132,184],{"categories":1862},[153],{"categories":1864},[132],{"categories":1866},[135],{"categories":1868},[135],{"categories":1870},[132],{"categories":1872},[],{"categories":1874},[184],{"categories":1876},[132],{"categories":1878},[177],{"categories":1880},[135],{"categories":1882},[191],{"categories":1884},[448],{"categories":1886},[],{"categories":1888},[126],{"categories":1890},[135],{"categories":1892},[135],{"categories":1894},[184],{"categories":1896},[132],{"categories":1898},[132],{"categories":1900},[],{"categories":1902},[],{"categories":1904},[],{"categories":1906},[448],{"categories":1908},[153],{"categories":1910},[132],{"categories":1912},[132],{"categories":1914},[132],{"categories":1916},[],{"categories":1918},[177],{"categories":1920},[129],{"categories":1922},[],{"categories":1924},[135],{"categories":1926},[448],{"categories":1928},[],{"categories":1930},[174],{"categories":1932},[174],{"categories":1934},[],{"categories":1936},[184],{"categories":1938},[174],{"categories":1940},[132],{"categories":1942},[],{"categories":1944},[153],{"categories":1946},[132],{"categories":1948},[174],{"categories":1950},[135],{"categories":1952},[153],{"categories":1954},[],{"categories":1956},[135],{"categories":1958},[174],{"categories":1960},[132],{"categories":1962},[],{"categories":1964},[132],{"categories":1966},[132],{"categories":1968},[448],{"categories":1970},[153],{"categories":1972},[177],{"categories":1974},[177],{"categories":1976},[],{"categories":1978},[],{"categories":1980},[],{"categories":1982},[135],{"categories":1984},[184],{"categories":1986},[184],{"categories":1988},[],{"categories":1990},[],{"categories":1992},[132],{"categories":1994},[],{"categories":1996},[135],{"categories":1998},[132],{"categories":2000},[],{"categories":2002},[132],{"categories":2004},[129],{"categories":2006},[132],{"categories":2008},[191],{"categories":2010},[135],{"categories":2012},[132],{"categories":2014},[184],{"categories":2016},[153],{"categories":2018},[135],{"categories":2020},[],{"categories":2022},[153],{"categories":2024},[135],{"categories":2026},[135],{"categories":2028},[],{"categories":2030},[129],{"categories":2032},[135],{"categories":2034},[],{"categories":2036},[132],{"categories":2038},[126],{"categories":2040},[153],{"categories":2042},[448],{"categories":2044},[135],{"categories":2046},[135],{"categories":2048},[126],{"categories":2050},[132],{"categories":2052},[],{"categories":2054},[],{"categories":2056},[174],{"categories":2058},[132,129],{"categories":2060},[],{"categories":2062},[126],{"categories":2064},[177],{"categories":2066},[132],{"categories":2068},[184],{"categories":2070},[132],{"categories":2072},[135],{"categories":2074},[132],{"categories":2076},[132],{"categories":2078},[153],{"categories":2080},[135],{"categories":2082},[],{"categories":2084},[],{"categories":2086},[135],{"categories":2088},[132],{"categories":2090},[448],{"categories":2092},[],{"categories":2094},[132],{"categories":2096},[135],{"categories":2098},[],{"categories":2100},[132],{"categories":2102},[191],{"categories":2104},[177],{"categories":2106},[135],{"categories":2108},[132],{"categories":2110},[448],{"categories":2112},[],{"categories":2114},[132],{"categories":2116},[191],{"categories":2118},[174],{"categories":2120},[132],{"categories":2122},[],{"categories":2124},[191],{"categories":2126},[153],{"categories":2128},[132],{"categories":2130},[132],{"categories":2132},[126],{"categories":2134},[],{"categories":2136},[],{"categories":2138},[174],{"categories":2140},[132],{"categories":2142},[177],{"categories":2144},[191],{"categories":2146},[191],{"categories":2148},[153],{"categories":2150},[],{"categories":2152},[],{"categories":2154},[132],{"categories":2156},[],{"categories":2158},[132,184],{"categories":2160},[153],{"categories":2162},[135],{"categories":2164},[184],{"categories":2166},[132],{"categories":2168},[126],{"categories":2170},[],{"categories":2172},[],{"categories":2174},[126],{"categories":2176},[191],{"categories":2178},[132],{"categories":2180},[],{"categories":2182},[174,132],{"categories":2184},[448],{"categories":2186},[126],{"categories":2188},[],{"categories":2190},[129],{"categories":2192},[129],{"categories":2194},[132],{"categories":2196},[184],{"categories":2198},[135],{"categories":2200},[153],{"categories":2202},[191],{"categories":2204},[174],{"categories":2206},[132],{"categories":2208},[132],{"categories":2210},[132],{"categories":2212},[126],{"categories":2214},[132],{"categories":2216},[135],{"categories":2218},[153],{"categories":2220},[],{"categories":2222},[],{"categories":2224},[177],{"categories":2226},[184],{"categories":2228},[132],{"categories":2230},[174],{"categories":2232},[177],{"categories":2234},[132],{"categories":2236},[132],{"categories":2238},[135],{"categories":2240},[135],{"categories":2242},[132,129],{"categories":2244},[],{"categories":2246},[174],{"categories":2248},[],{"categories":2250},[132],{"categories":2252},[153],{"categories":2254},[126],{"categories":2256},[126],{"categories":2258},[135],{"categories":2260},[132],{"categories":2262},[129],{"categories":2264},[184],{"categories":2266},[191],{"categories":2268},[],{"categories":2270},[153],{"categories":2272},[132],{"categories":2274},[132],{"categories":2276},[153],{"categories":2278},[184],{"categories":2280},[132],{"categories":2282},[135],{"categories":2284},[153],{"categories":2286},[132],{"categories":2288},[174],{"categories":2290},[132],{"categories":2292},[132],{"categories":2294},[448],{"categories":2296},[138],{"categories":2298},[135],{"categories":2300},[132],{"categories":2302},[153],{"categories":2304},[135],{"categories":2306},[191],{"categories":2308},[132],{"categories":2310},[],{"categories":2312},[132],{"categories":2314},[],{"categories":2316},[],{"categories":2318},[],{"categories":2320},[129],{"categories":2322},[132],{"categories":2324},[135],{"categories":2326},[153],{"categories":2328},[153],{"categories":2330},[153],{"categories":2332},[153],{"categories":2334},[],{"categories":2336},[126],{"categories":2338},[135],{"categories":2340},[153],{"categories":2342},[126],{"categories":2344},[135],{"categories":2346},[132],{"categories":2348},[132,135],{"categories":2350},[135],{"categories":2352},[448],{"categories":2354},[153],{"categories":2356},[153],{"categories":2358},[135],{"categories":2360},[132],{"categories":2362},[],{"categories":2364},[153],{"categories":2366},[191],{"categories":2368},[126],{"categories":2370},[132],{"categories":2372},[132],{"categories":2374},[],{"categories":2376},[184],{"categories":2378},[],{"categories":2380},[126],{"categories":2382},[135],{"categories":2384},[153],{"categories":2386},[132],{"categories":2388},[153],{"categories":2390},[126],{"categories":2392},[153],{"categories":2394},[153],{"categories":2396},[],{"categories":2398},[129],{"categories":2400},[135],{"categories":2402},[153],{"categories":2404},[153],{"categories":2406},[153],{"categories":2408},[153],{"categories":2410},[153],{"categories":2412},[153],{"categories":2414},[153],{"categories":2416},[153],{"categories":2418},[153],{"categories":2420},[153],{"categories":2422},[177],{"categories":2424},[126],{"categories":2426},[132],{"categories":2428},[132],{"categories":2430},[],{"categories":2432},[132,126],{"categories":2434},[],{"categories":2436},[135],{"categories":2438},[153],{"categories":2440},[135],{"categories":2442},[132],{"categories":2444},[132],{"categories":2446},[132],{"categories":2448},[132],{"categories":2450},[132],{"categories":2452},[135],{"categories":2454},[129],{"categories":2456},[174],{"categories":2458},[153],{"categories":2460},[132],{"categories":2462},[],{"categories":2464},[],{"categories":2466},[135],{"categories":2468},[174],{"categories":2470},[132],{"categories":2472},[],{"categories":2474},[],{"categories":2476},[191],{"categories":2478},[132],{"categories":2480},[],{"categories":2482},[],{"categories":2484},[126],{"categories":2486},[129],{"categories":2488},[132],{"categories":2490},[129],{"categories":2492},[174],{"categories":2494},[],{"categories":2496},[153],{"categories":2498},[],{"categories":2500},[174],{"categories":2502},[132],{"categories":2504},[191],{"categories":2506},[],{"categories":2508},[191],{"categories":2510},[],{"categories":2512},[],{"categories":2514},[135],{"categories":2516},[],{"categories":2518},[129],{"categories":2520},[126],{"categories":2522},[174],{"categories":2524},[184],{"categories":2526},[],{"categories":2528},[],{"categories":2530},[132],{"categories":2532},[126],{"categories":2534},[191],{"categories":2536},[],{"categories":2538},[135],{"categories":2540},[135],{"categories":2542},[153],{"categories":2544},[132],{"categories":2546},[135],{"categories":2548},[132],{"categories":2550},[135],{"categories":2552},[132],{"categories":2554},[138],{"categories":2556},[153],{"categories":2558},[],{"categories":2560},[191],{"categories":2562},[184],{"categories":2564},[135],{"categories":2566},[],{"categories":2568},[132],{"categories":2570},[135],{"categories":2572},[129],{"categories":2574},[126],{"categories":2576},[132],{"categories":2578},[174],{"categories":2580},[184],{"categories":2582},[184],{"categories":2584},[132],{"categories":2586},[177],{"categories":2588},[132],{"categories":2590},[135],{"categories":2592},[129],{"categories":2594},[135],{"categories":2596},[132],{"categories":2598},[132],{"categories":2600},[135],{"categories":2602},[153],{"categories":2604},[],{"categories":2606},[126],{"categories":2608},[132],{"categories":2610},[135],{"categories":2612},[132],{"categories":2614},[132],{"categories":2616},[],{"categories":2618},[174],{"categories":2620},[129],{"categories":2622},[153],{"categories":2624},[132],{"categories":2626},[132],{"categories":2628},[174],{"categories":2630},[191],{"categories":2632},[177],{"categories":2634},[132],{"categories":2636},[153],{"categories":2638},[132],{"categories":2640},[135],{"categories":2642},[448],{"categories":2644},[132],{"categories":2646},[135],{"categories":2648},[177],{"categories":2650},[],{"categories":2652},[135],{"categories":2654},[184],{"categories":2656},[174],{"categories":2658},[132],{"categories":2660},[126],{"categories":2662},[129],{"categories":2664},[184],{"categories":2666},[],{"categories":2668},[135],{"categories":2670},[132],{"categories":2672},[],{"categories":2674},[153],{"categories":2676},[],{"categories":2678},[153],{"categories":2680},[132],{"categories":2682},[135],{"categories":2684},[135],{"categories":2686},[135],{"categories":2688},[],{"categories":2690},[],{"categories":2692},[132],{"categories":2694},[132],{"categories":2696},[],{"categories":2698},[174],{"categories":2700},[135],{"categories":2702},[191],{"categories":2704},[126],{"categories":2706},[],{"categories":2708},[],{"categories":2710},[153],{"categories":2712},[184],{"categories":2714},[132],{"categories":2716},[132],{"categories":2718},[132],{"categories":2720},[184],{"categories":2722},[153],{"categories":2724},[174],{"categories":2726},[132],{"categories":2728},[132],{"categories":2730},[132],{"categories":2732},[153],{"categories":2734},[132],{"categories":2736},[153],{"categories":2738},[135],{"categories":2740},[135],{"categories":2742},[184],{"categories":2744},[135],{"categories":2746},[132],{"categories":2748},[184],{"categories":2750},[174],{"categories":2752},[],{"categories":2754},[135],{"categories":2756},[],{"categories":2758},[],{"categories":2760},[],{"categories":2762},[129],{"categories":2764},[132],{"categories":2766},[135],{"categories":2768},[126],{"categories":2770},[135],{"categories":2772},[191],{"categories":2774},[],{"categories":2776},[135],{"categories":2778},[],{"categories":2780},[126],{"categories":2782},[135],{"categories":2784},[],{"categories":2786},[135],{"categories":2788},[132],{"categories":2790},[153],{"categories":2792},[132],{"categories":2794},[135],{"categories":2796},[153],{"categories":2798},[135],{"categories":2800},[184],{"categories":2802},[174],{"categories":2804},[126],{"categories":2806},[],{"categories":2808},[135],{"categories":2810},[174],{"categories":2812},[448],{"categories":2814},[153],{"categories":2816},[132],{"categories":2818},[174],{"categories":2820},[126],{"categories":2822},[],{"categories":2824},[135],{"categories":2826},[135],{"categories":2828},[132],{"categories":2830},[],{"categories":2832},[135],{"categories":2834},[138],{"categories":2836},[153],{"categories":2838},[135],{"categories":2840},[129],{"categories":2842},[],{"categories":2844},[132],{"categories":2846},[138],{"categories":2848},[132],{"categories":2850},[135],{"categories":2852},[153],{"categories":2854},[126],{"categories":2856},[448],{"categories":2858},[132],{"categories":2860},[132],{"categories":2862},[132],{"categories":2864},[153],{"categories":2866},[129],{"categories":2868},[132],{"categories":2870},[174],{"categories":2872},[153],{"categories":2874},[448],{"categories":2876},[132],{"categories":2878},[],{"categories":2880},[],{"categories":2882},[448],{"categories":2884},[177],{"categories":2886},[135],{"categories":2888},[135],{"categories":2890},[153],{"categories":2892},[132],{"categories":2894},[126],{"categories":2896},[174],{"categories":2898},[135],{"categories":2900},[132],{"categories":2902},[191],{"categories":2904},[132],{"categories":2906},[135],{"categories":2908},[],{"categories":2910},[132],{"categories":2912},[132],{"categories":2914},[153],{"categories":2916},[126],{"categories":2918},[],{"categories":2920},[132],{"categories":2922},[132],{"categories":2924},[184],{"categories":2926},[174],{"categories":2928},[132,135],{"categories":2930},[191,129],{"categories":2932},[132],{"categories":2934},[],{"categories":2936},[135],{"categories":2938},[],{"categories":2940},[184],{"categories":2942},[132],{"categories":2944},[153],{"categories":2946},[],{"categories":2948},[135],{"categories":2950},[],{"categories":2952},[174],{"categories":2954},[135],{"categories":2956},[126],{"categories":2958},[135],{"categories":2960},[132],{"categories":2962},[448],{"categories":2964},[191],{"categories":2966},[129],{"categories":2968},[129],{"categories":2970},[126],{"categories":2972},[126],{"categories":2974},[132],{"categories":2976},[135],{"categories":2978},[132],{"categories":2980},[132],{"categories":2982},[126],{"categories":2984},[132],{"categories":2986},[191],{"categories":2988},[153],{"categories":2990},[132],{"categories":2992},[135],{"categories":2994},[132],{"categories":2996},[],{"categories":2998},[184],{"categories":3000},[],{"categories":3002},[135],{"categories":3004},[126],{"categories":3006},[],{"categories":3008},[448],{"categories":3010},[132],{"categories":3012},[],{"categories":3014},[153],{"categories":3016},[135],{"categories":3018},[184],{"categories":3020},[132],{"categories":3022},[135],{"categories":3024},[184],{"categories":3026},[135],{"categories":3028},[153],{"categories":3030},[126],{"categories":3032},[153],{"categories":3034},[184],{"categories":3036},[132],{"categories":3038},[174],{"categories":3040},[132],{"categories":3042},[132],{"categories":3044},[132],{"categories":3046},[132],{"categories":3048},[135],{"categories":3050},[132],{"categories":3052},[135],{"categories":3054},[132],{"categories":3056},[126],{"categories":3058},[132],{"categories":3060},[135],{"categories":3062},[174],{"categories":3064},[126],{"categories":3066},[135],{"categories":3068},[174],{"categories":3070},[],{"categories":3072},[132],{"categories":3074},[132],{"categories":3076},[184],{"categories":3078},[],{"categories":3080},[135],{"categories":3082},[191],{"categories":3084},[132],{"categories":3086},[153],{"categories":3088},[191],{"categories":3090},[135],{"categories":3092},[129],{"categories":3094},[129],{"categories":3096},[132],{"categories":3098},[126],{"categories":3100},[],{"categories":3102},[132],{"categories":3104},[],{"categories":3106},[126],{"categories":3108},[132],{"categories":3110},[135],{"categories":3112},[135],{"categories":3114},[],{"categories":3116},[184],{"categories":3118},[184],{"categories":3120},[191],{"categories":3122},[174],{"categories":3124},[],{"categories":3126},[132],{"categories":3128},[126],{"categories":3130},[132],{"categories":3132},[184],{"categories":3134},[126],{"categories":3136},[153],{"categories":3138},[153],{"categories":3140},[],{"categories":3142},[153],{"categories":3144},[135],{"categories":3146},[174],{"categories":3148},[177],{"categories":3150},[132],{"categories":3152},[],{"categories":3154},[153],{"categories":3156},[184],{"categories":3158},[129],{"categories":3160},[132],{"categories":3162},[126],{"categories":3164},[448],{"categories":3166},[126],{"categories":3168},[],{"categories":3170},[],{"categories":3172},[153],{"categories":3174},[],{"categories":3176},[135],{"categories":3178},[135],{"categories":3180},[135],{"categories":3182},[],{"categories":3184},[132],{"categories":3186},[],{"categories":3188},[153],{"categories":3190},[126],{"categories":3192},[174],{"categories":3194},[132],{"categories":3196},[153],{"categories":3198},[153],{"categories":3200},[],{"categories":3202},[153],{"categories":3204},[126],{"categories":3206},[132],{"categories":3208},[],{"categories":3210},[135],{"categories":3212},[135],{"categories":3214},[126],{"categories":3216},[],{"categories":3218},[],{"categories":3220},[],{"categories":3222},[174],{"categories":3224},[135],{"categories":3226},[132],{"categories":3228},[],{"categories":3230},[],{"categories":3232},[],{"categories":3234},[174],{"categories":3236},[],{"categories":3238},[126],{"categories":3240},[],{"categories":3242},[],{"categories":3244},[174],{"categories":3246},[132],{"categories":3248},[153],{"categories":3250},[],{"categories":3252},[191],{"categories":3254},[153],{"categories":3256},[191],{"categories":3258},[132],{"categories":3260},[],{"categories":3262},[],{"categories":3264},[135],{"categories":3266},[],{"categories":3268},[],{"categories":3270},[135],{"categories":3272},[132],{"categories":3274},[],{"categories":3276},[135],{"categories":3278},[153],{"categories":3280},[191],{"categories":3282},[177],{"categories":3284},[135],{"categories":3286},[135],{"categories":3288},[],{"categories":3290},[],{"categories":3292},[],{"categories":3294},[153],{"categories":3296},[],{"categories":3298},[],{"categories":3300},[174],{"categories":3302},[126],{"categories":3304},[],{"categories":3306},[129],{"categories":3308},[191],{"categories":3310},[132],{"categories":3312},[184],{"categories":3314},[126],{"categories":3316},[177],{"categories":3318},[129],{"categories":3320},[184],{"categories":3322},[],{"categories":3324},[],{"categories":3326},[135],{"categories":3328},[126],{"categories":3330},[174],{"categories":3332},[126],{"categories":3334},[135],{"categories":3336},[448],{"categories":3338},[135],{"categories":3340},[],{"categories":3342},[132],{"categories":3344},[153],{"categories":3346},[184],{"categories":3348},[],{"categories":3350},[174],{"categories":3352},[153],{"categories":3354},[126],{"categories":3356},[135],{"categories":3358},[132],{"categories":3360},[129],{"categories":3362},[135,448],{"categories":3364},[135],{"categories":3366},[184],{"categories":3368},[132],{"categories":3370},[177],{"categories":3372},[191],{"categories":3374},[135],{"categories":3376},[],{"categories":3378},[135],{"categories":3380},[132],{"categories":3382},[129],{"categories":3384},[],{"categories":3386},[],{"categories":3388},[132],{"categories":3390},[177],{"categories":3392},[132],{"categories":3394},[],{"categories":3396},[153],{"categories":3398},[],{"categories":3400},[153],{"categories":3402},[184],{"categories":3404},[135],{"categories":3406},[132],{"categories":3408},[191],{"categories":3410},[184],{"categories":3412},[],{"categories":3414},[153],{"categories":3416},[132],{"categories":3418},[],{"categories":3420},[132],{"categories":3422},[135],{"categories":3424},[132],{"categories":3426},[135],{"categories":3428},[132],{"categories":3430},[132],{"categories":3432},[132],{"categories":3434},[132],{"categories":3436},[129],{"categories":3438},[],{"categories":3440},[138],{"categories":3442},[153],{"categories":3444},[132],{"categories":3446},[],{"categories":3448},[184],{"categories":3450},[132],{"categories":3452},[132],{"categories":3454},[135],{"categories":3456},[153],{"categories":3458},[132],{"categories":3460},[132],{"categories":3462},[129],{"categories":3464},[135],{"categories":3466},[174],{"categories":3468},[],{"categories":3470},[177],{"categories":3472},[132],{"categories":3474},[],{"categories":3476},[153],{"categories":3478},[191],{"categories":3480},[],{"categories":3482},[],{"categories":3484},[153],{"categories":3486},[153],{"categories":3488},[191],{"categories":3490},[126],{"categories":3492},[135],{"categories":3494},[135],{"categories":3496},[132],{"categories":3498},[129],{"categories":3500},[],{"categories":3502},[],{"categories":3504},[153],{"categories":3506},[177],{"categories":3508},[184],{"categories":3510},[135],{"categories":3512},[174],{"categories":3514},[177],{"categories":3516},[177],{"categories":3518},[],{"categories":3520},[153],{"categories":3522},[132],{"categories":3524},[132],{"categories":3526},[184],{"categories":3528},[],{"categories":3530},[153],{"categories":3532},[153],{"categories":3534},[153],{"categories":3536},[],{"categories":3538},[135],{"categories":3540},[132],{"categories":3542},[],{"categories":3544},[126],{"categories":3546},[129],{"categories":3548},[],{"categories":3550},[132],{"categories":3552},[132],{"categories":3554},[],{"categories":3556},[184],{"categories":3558},[],{"categories":3560},[],{"categories":3562},[],{"categories":3564},[],{"categories":3566},[132],{"categories":3568},[153],{"categories":3570},[],{"categories":3572},[],{"categories":3574},[132],{"categories":3576},[132],{"categories":3578},[132],{"categories":3580},[177],{"categories":3582},[132],{"categories":3584},[177],{"categories":3586},[],{"categories":3588},[177],{"categories":3590},[177],{"categories":3592},[448],{"categories":3594},[135],{"categories":3596},[184],{"categories":3598},[],{"categories":3600},[],{"categories":3602},[177],{"categories":3604},[184],{"categories":3606},[184],{"categories":3608},[184],{"categories":3610},[],{"categories":3612},[126],{"categories":3614},[184],{"categories":3616},[184],{"categories":3618},[126],{"categories":3620},[184],{"categories":3622},[129],{"categories":3624},[184],{"categories":3626},[184],{"categories":3628},[184],{"categories":3630},[177],{"categories":3632},[153],{"categories":3634},[153],{"categories":3636},[132],{"categories":3638},[184],{"categories":3640},[177],{"categories":3642},[448],{"categories":3644},[177],{"categories":3646},[177],{"categories":3648},[177],{"categories":3650},[],{"categories":3652},[129],{"categories":3654},[],{"categories":3656},[448],{"categories":3658},[184],{"categories":3660},[184],{"categories":3662},[184],{"categories":3664},[135],{"categories":3666},[153,129],{"categories":3668},[177],{"categories":3670},[],{"categories":3672},[],{"categories":3674},[177],{"categories":3676},[],{"categories":3678},[177],{"categories":3680},[153],{"categories":3682},[135],{"categories":3684},[],{"categories":3686},[184],{"categories":3688},[132],{"categories":3690},[174],{"categories":3692},[],{"categories":3694},[132],{"categories":3696},[],{"categories":3698},[153],{"categories":3700},[126],{"categories":3702},[177],{"categories":3704},[],{"categories":3706},[184],{"categories":3708},[153],[3710,3789,3888,3981],{"id":3711,"title":3712,"ai":3713,"body":3718,"categories":3758,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":3759,"navigation":106,"path":3772,"published_at":3773,"question":78,"scraped_at":3774,"seo":3775,"sitemap":3776,"source_id":3777,"source_name":3778,"source_type":3779,"source_url":3780,"stem":3781,"tags":3782,"thumbnail_url":3784,"tldr":3785,"tweet":3786,"unknown_tags":3787,"__hash__":3788},"summaries\u002Fsummaries\u002F40ae803e2389a9fd-close-playground-to-production-gap-with-feedback-l-summary.md","Close Playground-to-Production Gap with Feedback Loops",{"provider":7,"model":8,"input_tokens":3714,"output_tokens":3715,"processing_time_ms":3716,"cost_usd":3717},5894,1521,30024,0.00191665,{"type":14,"value":3719,"toc":3753},[3720,3724,3727,3730,3734,3737,3740,3744,3747,3750],[17,3721,3723],{"id":3722},"production-pitfalls-of-one-shot-ai-features","Production Pitfalls of One-Shot AI Features",[22,3725,3726],{},"Generic chatbots crumble under real use: users demand to-do lists, follow-up emails in their style, or meeting coaching, but LLMs misfire (e.g., confusing \"coach me on meetings\" with football). Web search, a single tool call in playgrounds, explodes in production—complex queries balloon token usage and context, costing 10p per chat at scale. Provider updates silently degrade results overnight, leaving no visibility into failures since billion-dollar search companies prove it's not trivial.",[22,3728,3729],{},"Single prompts can't adapt to roles: sales users want deal summaries, engineers need action items\u002Fblockers\u002FLinear tickets, HR expects different outputs. LLMs act like black boxes, resisting molding without deep insight.",[17,3731,3733],{"id":3732},"custom-tracing-unlocks-iteration-for-all-teams","Custom Tracing Unlocks Iteration for All Teams",[22,3735,3736],{},"Build internal tracing wrapping LLM calls (e.g., via LangChain\u002FZK) to log tool calls, search trails, reasoning traces, and costs to a DB. Structure data precisely, then surface via a simple UI accessible to engineers, product, data, and CX—not buried in CloudWatch queries.",[22,3738,3739],{},"This exposes exact failure points: follow agent loops front-to-back to pinpoint why outputs feel off (e.g., bad tool call or degraded search). Founders and non-engineers now trace issues directly, enabling targeted fixes. Previously, SaaS providers were too rigid; now, one-shot these tools yourself for tailored control, outperforming generic OpenTelemetry setups.",[17,3741,3743],{"id":3742},"electron-to-web-refactor-accelerates-testing","Electron-to-Web Refactor Accelerates Testing",[22,3745,3746],{},"Desktop apps like Granola (Electron-based meeting notes with real-time transcription) limit parallel testing—one instance at a time, manual local runs\u002Finstalls for PR reviews. Refactor by separating main (system APIs) and renderer (frontend) processes: abstract IPC to web standards (e.g., routers, sessions, queries via React APIs).",[22,3748,3749],{},"Deploy renderer as a web app; CI generates PR preview links for instant testing of variants. LLMs self-verify: Cursor auto-tests PRs, uploads screenshots, slashing manual effort. Result: experiment with UI\u002FUX variants in practice (not Figma), ship polished features with conviction. Tauri was tested but skipped—no massive perf gains over Electron's API stability.",[22,3751,3752],{},"Feedback loops turn AI shipping into \"tennis with LLMs\": iterate like peers, making products feel magical rather than hoping one-shots connect with users.",{"title":71,"searchDepth":72,"depth":72,"links":3754},[3755,3756,3757],{"id":3722,"depth":72,"text":3723},{"id":3732,"depth":72,"text":3733},{"id":3742,"depth":72,"text":3743},[126],{"content_references":3760,"triage":3770},[3761,3764,3766,3768],{"type":3762,"title":3763,"context":93},"tool","Cursor",{"type":3762,"title":3765,"context":93},"Electron",{"type":3762,"title":3767,"context":93},"Tauri",{"type":3762,"title":3769,"context":93},"OpenTelemetry",{"relevance":102,"novelty":103,"quality":103,"actionability":103,"composite":104,"reasoning":3771},"Category: AI Automation. The article addresses the practical challenges of deploying AI features in production, specifically focusing on feedback loops and custom tracing to improve reliability and iteration. It provides actionable insights on building internal tracing systems and refactoring Electron apps, which are directly applicable to product builders looking to enhance their AI implementations.","\u002Fsummaries\u002F40ae803e2389a9fd-close-playground-to-production-gap-with-feedback-l-summary","2026-05-10 18:00:06","2026-05-12 15:00:21",{"title":3712,"description":71},{"loc":3772},"40ae803e2389a9fd","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ON5LIT0M4do","summaries\u002F40ae803e2389a9fd-close-playground-to-production-gap-with-feedback-l-summary",[117,119,118,3783],"ai-automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FON5LIT0M4do\u002Fhqdefault.jpg","One-shot AI features fail in production due to costs, unreliability, and user diversity—build custom tracing UIs and web previews for Electron apps to enable rapid iteration across teams.","[Mehedi Hassan](https:\u002F\u002Fx.com\u002Fmehedih_)'s conference talk on scaling Granola's AI meeting chat beyond one-shot prototypes: pitfalls like web search token bloat\u002Fcosts\u002Fprovider drift, single-prompt limits across user roles, and fixes via custom tracing UI for tool\u002Freasoning\u002Fcost visibility plus Electron refactor for web PR previews and Cursor auto-testing.",[119,118,3783],"UgBJu8wiwaq0b4ySjPJ8NW_znRnmJn9Sp9BbaYSpy_E",{"id":3790,"title":3791,"ai":3792,"body":3797,"categories":3854,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":3855,"navigation":106,"path":3872,"published_at":3873,"question":78,"scraped_at":3874,"seo":3875,"sitemap":3876,"source_id":3877,"source_name":3878,"source_type":3779,"source_url":3879,"stem":3880,"tags":3881,"thumbnail_url":3883,"tldr":3884,"tweet":3885,"unknown_tags":3886,"__hash__":3887},"summaries\u002Fsummaries\u002F31435253331949c6-html-beats-markdown-for-ai-specs-at-2-4x-token-cos-summary.md","HTML Beats Markdown for AI Specs at 2-4x Token Cost",{"provider":7,"model":8,"input_tokens":3793,"output_tokens":3794,"processing_time_ms":3795,"cost_usd":3796},6028,2127,20404,0.00224645,{"type":14,"value":3798,"toc":3849},[3799,3803,3810,3814,3837,3841],[17,3800,3802],{"id":3801},"html-delivers-8x-information-density-markdown-lacks","HTML Delivers 8x Information Density Markdown Lacks",[22,3804,3805,3806],{},"Prompt Claude Code to output self-contained HTML files instead of Markdown for specs, plans, and PR writeups. HTML embeds tables, CSS styling, SVG diagrams, code snippets in ",[3807,3808,3809],"script",{}," tags, JS interactions, workflow diagrams, spatial canvas data with absolute positioning, and real images—all in one browser-openable file. Markdown forces ASCII improvisations: pipe-bar charts that drift in different fonts, Unicode color swatches, hash-based fakes. Same dataset in HTML yields crisp SVG bars with aligned axes and palette colors; colleagues open and navigate it via tabs\u002Flinks, unlike skimmable Markdown. Token cost rises 2-4x for HTML generation, but Claude Opus 4.7's 1M context window makes it negligible—extra tokens barely dent the budget for vastly higher readability.",[17,3811,3813],{"id":3812},"_5-production-workflows-transformed-by-html-outputs","5 Production Workflows Transformed by HTML Outputs",[22,3815,3816,3817,3820,3821,3824,3825,3828,3829,3832,3833,3836],{},"(1) ",[35,3818,3819],{},"Specs\u002FPlanning",": Claude fans out 6 problem approaches side-by-side in one HTML, labeling trade-offs with mockups\u002Fcode snippets; select one to evolve into full plan. (2) ",[35,3822,3823],{},"Code Review",": Attach HTML explainer to PRs with diff annotations, severity colors, jump links—beats GitHub's default view. (3) ",[35,3826,3827],{},"Design\u002FPrototypes",": Sketch in HTML (Claude Design's native format), add sliders\u002Fknobs for tuning animations, copy params back to prompts for React\u002FSwift. (4) ",[35,3830,3831],{},"Reports\u002FResearch",": Feed codebase, Git history, Slack\u002Finternet; get annotated flow diagrams, key snippets, gotchas in one explainer page. (5) ",[35,3834,3835],{},"Custom Editors",": Build throwaway HTML interfaces—drag 30 Linear tickets into now\u002Fnext\u002Flater\u002Fcut buckets, edit configs with warnings, tune prompts with live re-renders—export as Markdown\u002Fdiff\u002Fnext prompt.",[17,3838,3840],{"id":3839},"claude-codes-context-stack-powers-informed-html","Claude Code's Context Stack Powers Informed HTML",[22,3842,3843,3844,3848],{},"Use Claude Code specifically: it ingests filesystem (all prior HTMLs visible), MCP servers (Slack\u002FLinear), browser (Claude in Chrome), Git history—synthesizing from real work, not generic chat. Prompt: ",[3845,3846,3847],"code",{},"$ claude code \"Generate this spec as self-contained HTML with SVG diagram, code snippets, margin-annotated review.\""," Same prompt in plain Claude yields pretty but uninformed artifacts. Thariq Shihipar (Anthropic Claude Code) switched because Markdown walls went unread, leaving Claude to solo decisions—losing plot. HTML lets humans click\u002Fread\u002Fsuggest, restoring 'in the loop' control. His thesis (750k views) predicts HTML in specs\u002FPRs\u002Freports everywhere; test his 20 examples to see why.",{"title":71,"searchDepth":72,"depth":72,"links":3850},[3851,3852,3853],{"id":3801,"depth":72,"text":3802},{"id":3812,"depth":72,"text":3813},{"id":3839,"depth":72,"text":3840},[],{"content_references":3856,"triage":3870},[3857,3861,3864,3867],{"type":84,"title":3858,"author":3859,"url":3860,"context":88},"The Unreasonable Effectiveness of HTML","Thariq Shihipar","https:\u002F\u002Fx.com\u002Ftrq212\u002Fstatus\u002F2052809885763747935",{"type":84,"title":3862,"author":3859,"url":3863,"context":93},"Thariq's Article Gallery (20 example HTML files)","https:\u002F\u002Fthariqs.github.io\u002Fhtml-effectiveness\u002F",{"type":3762,"title":3865,"url":3866,"context":93},"Claude Code","https:\u002F\u002Fdocs.claude.com\u002Fen\u002Fdocs\u002Fclaude-code\u002Foverview",{"type":3762,"title":3868,"url":3869,"context":93},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io",{"relevance":102,"novelty":103,"quality":103,"actionability":103,"composite":104,"reasoning":3871},"Category: AI & LLMs. The article provides a practical comparison between HTML and Markdown for AI specifications, addressing the audience's need for actionable insights on improving documentation workflows. It outlines specific production workflows transformed by HTML outputs, making it highly relevant and actionable.","\u002Fsummaries\u002F31435253331949c6-html-beats-markdown-for-ai-specs-at-2-4x-token-cos-summary","2026-05-09 18:14:58","2026-05-10 15:20:55",{"title":3791,"description":71},{"loc":3872},"8cfce05b2d0cefce","DIY Smart Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-iSLQe_imrE","summaries\u002F31435253331949c6-html-beats-markdown-for-ai-specs-at-2-4x-token-cos-summary",[117,3882,118,119],"prompt-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F-iSLQe_imrE\u002Fhqdefault.jpg","Switch specs, plans, PRs from Markdown to HTML for tables, SVG diagrams, JS interactions—8x richer density. Claude Opus 4.7's 1M context absorbs 2-4x tokens; outputs boost readability so humans stay in the loop.","Reaction to [Thariq Shihipar's thesis](https:\u002F\u002Fx.com\u002Ftrq212\u002Fstatus\u002F2052809885763747935) on using self-contained HTML files (with SVG, tables, JS) over Markdown for [Claude Code](https:\u002F\u002Fdocs.claude.com\u002Fen\u002Fdocs\u002Fclaude-code\u002Foverview) specs, plans, and reports—covers 2-4x token cost (offset by 1M context), five use cases, and why Claude Code's filesystem\u002FMCP access shines, with [examples](https:\u002F\u002Fthariqs.github.io\u002Fhtml-effectiveness\u002F).",[118,119],"K6NznYWczePtH_fxkH1PYoPzDI-WG-QSi0bmmaRW6KE",{"id":3889,"title":3890,"ai":3891,"body":3896,"categories":3952,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":3953,"navigation":106,"path":3967,"published_at":3968,"question":78,"scraped_at":3969,"seo":3970,"sitemap":3971,"source_id":3972,"source_name":3973,"source_type":113,"source_url":3974,"stem":3975,"tags":3976,"thumbnail_url":78,"tldr":3978,"tweet":78,"unknown_tags":3979,"__hash__":3980},"summaries\u002Fsummaries\u002Fa88abf3afc598e7d-resilient-llm-streaming-jitter-breakers-90s-checks-summary.md","Resilient LLM Streaming: Jitter, Breakers, 90s Checks",{"provider":7,"model":8,"input_tokens":3892,"output_tokens":3893,"processing_time_ms":3894,"cost_usd":3895},6974,1727,19624,0.0022358,{"type":14,"value":3897,"toc":3946},[3898,3902,3905,3912,3916,3923,3926,3930,3933,3936,3939,3943],[17,3899,3901],{"id":3900},"dual-transports-share-one-resilience-layer-for-any-request","Dual Transports Share One Resilience Layer for Any Request",[22,3903,3904],{},"Match transport to request: use native EventSource for one-shot GET-style streams like initial AI page generation (audience research, scraping, copywriting, builder phases), which needs no client input during multi-minute output. Switch to fetch + ReadableStream for POST-heavy edits (user prompts up to 5MB with images), parsing SSE manually. Layer identical defenses on both—90s no-data timeout, 5-failure circuit breaker, jittered exponential backoff (base * 2^attempt, capped at 2\u002F3\u002F5s progressively, +0-50% random jitter)—to handle corporate proxies killing idle connections at 60s, 5G handoffs, or hotel WiFi header rewrites breaking SSE.",[22,3906,3907,3908,3911],{},"Jitter desynchronizes retries: without it, 50 tabs on flaky enterprise WiFi retry in waves (200ms, 400ms, etc.), DDoSing your backend; with full jitter, peak load drops by client count. Code it as ",[3845,3909,3910],{},"exponentialDelay + Math.random() * exponentialDelay * 0.5",". This absorbs storms where pure backoff synchronizes failures.",[17,3913,3915],{"id":3914},"heartbeat-health-checks-catch-open-but-silent-connections","Heartbeat Health Checks Catch 'Open but Silent' Connections",[22,3917,3918,3919,3922],{},"EventSource stays 'OPEN' for 5+ minutes with zero bytes, fooling dev tools while users see frozen cursors from proxy buffering, crashed servers leaving sockets open, or silent TCP drops. Counter with client-side heartbeat: track ",[3845,3920,3921],{},"lastHeartbeat"," per byte received, check every 10s; reconnect if 90s elapses without data (tuned above slowest legit gap of 60s in research scraping—cargo-cult 30s and you restart valid jobs).",[22,3924,3925],{},"Surface honestly: show 'Our AI is crafting the next step' during stalls (no typing, not done), keeping users patient vs. hiding brokenness. Worst-case detection: 100s post-stall start, balancing over-eager reconnections (annoy slow generations) against undetected death.",[17,3927,3929],{"id":3928},"circuit-breakers-and-error-matrices-prevent-endless-loops","Circuit Breakers and Error Matrices Prevent Endless Loops",[22,3931,3932],{},"Local retries alone self-DOS on backend outages; add global circuit breaker: after 5 consecutive failures, pause 60s before one try (reset counter on success). From Release It!, this evidences systemic issues without page-crashing loops.",[22,3934,3935],{},"Filter retries via matrix: never on 4xx (400\u002F401\u002F403\u002F404\u002F422—auth\u002Fvalidation fails identically); always on 429\u002F503\u002F5xx (transient); default retry unknown\u002FAbortError\u002FTypeError:Failed to fetch (can't distinguish network blip from backend 502). Costly lesson: retrying expired 401 JWTs stacked 50 toasts.",[22,3937,3938],{},"Wire browser 'online'\u002F'offline' events: offline → cleanup, no retries; online → reset counters\u002Fattempts, reconnect once (network failures ≠ backend faults, preserving retry budget).",[17,3940,3942],{"id":3941},"outcomes-92-99-success-demo-proof-reliability","Outcomes: 92% → 99%+ Success, Demo-Proof Reliability",[22,3944,3945],{},"These patterns—shared resilience, jitter, 90s checks, breakers, matrices, events—make pages finish first-try on uncontrolled networks, where prompts rarely bottleneck. Users notice completion, not 'better AI'. Lift for any blinking-cursor LLM UI; networks kill more demos than models.",{"title":71,"searchDepth":72,"depth":72,"links":3947},[3948,3949,3950,3951],{"id":3900,"depth":72,"text":3901},{"id":3914,"depth":72,"text":3915},{"id":3928,"depth":72,"text":3929},{"id":3941,"depth":72,"text":3942},[184],{"content_references":3954,"triage":3964},[3955,3958],{"type":84,"title":3956,"url":3957,"context":88},"Exponential Backoff and Jitter","https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Farchitecture\u002Fexponential-backoff-and-jitter\u002F",{"type":3959,"title":3960,"author":3961,"publisher":3962,"url":3963,"context":88},"book","Release It!","Michael Nygard","The Pragmatic Bookshelf","https:\u002F\u002Fpragprog.com\u002Ftitles\u002Fmnee2\u002Frelease-it-second-edition\u002F",{"relevance":102,"novelty":103,"quality":103,"actionability":102,"composite":3965,"reasoning":3966},4.55,"Category: AI & LLMs. The article provides in-depth strategies for improving the resilience of LLM streaming, addressing specific pain points like handling network issues and optimizing performance, which are crucial for product builders. It includes actionable code snippets and techniques like jittered backoff and heartbeat health checks that developers can implement directly.","\u002Fsummaries\u002Fa88abf3afc598e7d-resilient-llm-streaming-jitter-breakers-90s-checks-summary","2026-05-01 20:29:56","2026-05-03 17:00:37",{"title":3890,"description":71},{"loc":3967},"a88abf3afc598e7d","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002F50-000-ai-page-generations-later-streaming-that-survives-real-networks-daf96d02d44f?source=rss----5517fd7b58a6---4","summaries\u002Fa88abf3afc598e7d-resilient-llm-streaming-jitter-breakers-90s-checks-summary",[117,3977,118,119],"frontend","After 50k AI page generations, boost streaming success from 92% to 99%+ by treating networks as foes: jittered backoff stops thundering herds, 90s health checks catch silent stalls, circuit breakers prevent self-DOS.",[118,119],"AA65VYzQmvAdAfgMg8exqvpTxecQ6K_rkz9-lZ5nX_c",{"id":3982,"title":3983,"ai":3984,"body":3989,"categories":4108,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":4109,"navigation":106,"path":4131,"published_at":4132,"question":78,"scraped_at":4133,"seo":4134,"sitemap":4135,"source_id":4136,"source_name":4137,"source_type":113,"source_url":4138,"stem":4139,"tags":4140,"thumbnail_url":78,"tldr":4142,"tweet":78,"unknown_tags":4143,"__hash__":4144},"summaries\u002Fsummaries\u002Ff715532439b01ce2-opus-4-7-excels-at-coding-but-safety-kills-it-summary.md","Opus 4.7 Excels at Coding but Safety Kills It",{"provider":7,"model":8,"input_tokens":3985,"output_tokens":3986,"processing_time_ms":3987,"cost_usd":3988},8869,2514,24627,0.0030083,{"type":14,"value":3990,"toc":4101},[3991,3995,3998,4001,4004,4007,4011,4014,4017,4025,4028,4032,4035,4038,4044,4047,4051,4054,4057,4060,4063,4067],[17,3992,3994],{"id":3993},"core-strengths-precise-instructions-and-rigorous-planning","Core Strengths: Precise Instructions and Rigorous Planning",[22,3996,3997],{},"Theo spent a full day benchmarking Anthropic's Claude Opus 4.7, their first public model post-Mythos preview, available at $5\u002FM input and $25\u002FM output tokens—same as 4.6. It outperforms 4.6 on tough software engineering tasks like SBench Pro and Verified agentic coding benches, where it claims top scores (bold numbers rare across charts). Users hand off \"hardest coding work\" needing prior supervision, as it verifies outputs rigorously.",[22,3999,4000],{},"Key wins: Superior instruction-following—takes prompts literally, unlike looser prior models, producing concise plans without plan-mode prompts. Theo tested modernizing his 4-year-old Ping video service codebase (Next.js 12, React 17): Opus wrote a crisp upgrade plan covering Tailwind 3→4, deps bumps, LogRocket removal. \"I liked how it talked. I liked how concise this plan was. It was better in ways that matter.\"",[22,4002,4003],{},"Multimodal leaps: Handles 2576px long-edge images (4MP, 3x prior Clades), enabling pixel-perfect refs for agents reading screenshots or diagrams. Finance analyst evals show state-of-the-art GDP val on knowledge work; better file-system memory retains notes across sessions. New \"X-high\" effort level (between high\u002Fmax) defaults in Claude Code CLI, balancing tokens\u002Fperformance—uses fewer tokens than 4.6 at same levels but crushes on max (avoid max, burns absurd tokens).",[22,4005,4006],{},"Theo notes excitement for these: \"The first one I'm really hyped on, which is instruction following... I prefer models that do what you tell them.\"",[17,4008,4010],{"id":4009},"fatal-flaws-safeguards-that-lobotomize","Fatal Flaws: Safeguards That Lobotomize",[22,4012,4013],{},"Despite hype, Opus 4.7 regresses on agentic search and cyber benches vs. 4.6—aligning with Theo's tests. Anthropic tuned it down deliberately for cyber risks (pre-Mythos broad release), adding auto-blocks for \"prohibited\u002Fhigh-risk\" uses. Result: Benign tasks flagged.",[22,4015,4016],{},"First encounter: Asking to redesign T3.gg in Claude Code desktop yielded leaked system prompts refusing as \"malware augmentation.\" Model overrode but flagged three times: \"Heads up, the last system reminder about malware looks like a prompt injection... Ignoring it.\" Fixed in latest CLI\u002FDesktop updates, but auto-update lagged 12+ hours. Ricky (React team) saw similar in Sonnet.",[22,4018,4019,4020,4024],{},"Worse: Gold Bug puzzle (Defcon crypto challenges, non-hacking)—12 bottles + shanty poem decode to pirate phrase. Opus progressed (coded ciphers, scripts), then safety-paused: \"Opus 4.7 safety filters flagged this chat... Continue with Sonnet 4.\" Theo: \"This isn't some hacking thing... Are you joking, Anthropic? I'm paying $200 a month and you won't solve a ",[4021,4022,4023],"span",{},"expletive"," puzzle.\"",[22,4026,4027],{},"Doesn't block real harms (demoed drug synthesis\u002Fpipe bomb), just dumbs legit work. Pros need \"cyber verification program\" form for pentesting\u002Fred teaming.",[17,4029,4031],{"id":4030},"harness-hell-claude-code-drags-it-down","Harness Hell: Claude Code Drags It Down",[22,4033,4034],{},"Theo's hot take: No true model regression (benchmarks stable, APIs fine)—blame Claude Code's sloppy maintenance. Constant bloat: Muddy system prompts, half-baked tools, rules like \"read file before edit.\" Model fails package.json updates repeatedly, unaware of harness.",[22,4036,4037],{},"Ping modernization: Ignored \"bump all deps to latest versions\" (added to beat OpenAI fails)—picked Next.js 15 (2y old, cutoff knowledge), no web search despite agentic claims. Hour-long run → broken; fix to 16 → another 30min fail. Script for Zsh clone-project carried untracked files, botched env vars.",[22,4039,4040,4041,4043],{},"Anthropic internals use superior, non-public stacks—hype from their tools, trash in ours. \"If you have a carpenter who is incredibly talented and every few weeks you replace three of their tools with plastic and you fill their toolbox with ",[4021,4042,4023],{}," mud, they're going to perform worse... That's because the harness is falling apart.\"",[22,4045,4046],{},"Theo watched quality degrade mid-session; Depot sponsor nod for fast CI contrasts AI dev pains. Cursor adapted prompts fast; Claude Code lags.",[17,4048,4050],{"id":4049},"benchmarks-vs-reality-hype-meets-friction","Benchmarks vs. Reality: Hype Meets Friction",[22,4052,4053],{},"Opus trails Mythos (internal powerhouse, cyber-limited), o3 on tool'd Humanity's Last Exam (58.7% vs. 64%), Google on vision. Better than 4.6 on MCP Atlas, finance; worse cyber vulns. Contaminated benches (models trained on them) dilute meaning.",[22,4055,4056],{},"Theo rejects drift narratives: Scores dip minor (~few points); consistency lags o3-Pro. Internal evals shine, public crippled. Ultra-review \u002Fslashcommand flags bugs (3 free ProMax trials)—token-efficient at X-high.",[22,4058,4059],{},"Evolution: Early hype → real-time dumbing via safeguards\u002Fharness. Theo sees niche use (CLI planning) but calls it \"one of the weirdest models ever... gets dumber the more you do it.\"",[22,4061,4062],{},"\"I think the regressions aren't the model... I just genuinely think Claude Code is this shitty and poorly maintained.\"",[17,4064,4066],{"id":4065},"key-takeaways","Key Takeaways",[4068,4069,4070,4074,4077,4080,4083,4086,4089,4092,4095,4098],"ul",{},[4071,4072,4073],"li",{},"Retune prompts for literal following—old loose ones now fail or overdo (e.g., no auto-search).",[4071,4075,4076],{},"Avoid max effort: Token explosion without proportional gains; stick to X-high default.",[4071,4078,4079],{},"Test vision-heavy agents: 4MP images unlock screenshot\u002Fdiagram extraction, but Google still leads.",[4071,4081,4082],{},"Bypass harness woes via CLI\u002FAPI over Desktop\u002FCode apps; demand better tools from labs.",[4071,4084,4085],{},"Weigh safeguards: Blocks puzzles\u002Fpentests but not bombs—file cyber program form if needed.",[4071,4087,4088],{},"Clone busted builds fast: Theo's Zsh script idea (repo + hash, main reset, env copy)—fix untracked file bugs.",[4071,4090,4091],{},"Benchmarks lie: Prioritize hands-on (1hr+ runs) over contaminated scores.",[4071,4093,4094],{},"Internal vs. public gap kills hype—use open-source harnesses like T3 Code.",[4071,4096,4097],{},"For code modernization: Enforce search\u002Flatest checks explicitly; review plans always.",[4071,4099,4100],{},"Opus viable for supervised hard tasks, but o3-Pro more consistent sans bloat.",{"title":71,"searchDepth":72,"depth":72,"links":4102},[4103,4104,4105,4106,4107],{"id":3993,"depth":72,"text":3994},{"id":4009,"depth":72,"text":4010},{"id":4030,"depth":72,"text":4031},{"id":4049,"depth":72,"text":4050},{"id":4065,"depth":72,"text":4066},[],{"content_references":4110,"triage":4127},[4111,4114,4117,4121,4123,4126],{"type":3762,"title":4112,"url":4113,"context":93},"Depot","https:\u002F\u002Fsoydev.link\u002Fdepot",{"type":3762,"title":4115,"url":4116,"context":93},"WorkOS","https:\u002F\u002Fsoydev.link\u002Fworkos",{"type":4118,"title":4119,"url":4120,"context":88},"report","Claude Opus 4.7 Announcement","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-opus-4-7",{"type":84,"title":4122,"context":93},"Project Glass Wing",{"type":4124,"title":4125,"context":93},"event","DEF CON Gold Bug Puzzle",{"type":3762,"title":3865,"context":93},{"relevance":103,"novelty":4128,"quality":103,"actionability":4128,"composite":4129,"reasoning":4130},3,3.6,"Category: AI & LLMs. The article provides a detailed evaluation of Claude Opus 4.7, highlighting both its strengths in coding tasks and weaknesses due to safety measures, which addresses the audience's need for practical insights into AI tools. It includes specific examples of coding tasks and performance metrics, making it relevant and actionable, though it lacks a step-by-step guide for implementation.","\u002Fsummaries\u002Ff715532439b01ce2-opus-4-7-excels-at-coding-but-safety-kills-it-summary","2026-04-17 08:57:36","2026-04-19 03:32:33",{"title":3983,"description":71},{"loc":4131},"f715532439b01ce2","Theo - t3.gg","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=zd6tBbCwkks","summaries\u002Ff715532439b01ce2-opus-4-7-excels-at-coding-but-safety-kills-it-summary",[117,4141,118,119],"ai-llms","Theo's hands-on tests reveal Claude Opus 4.7 shines in instruction-following and complex coding plans but regresses due to hyper-aggressive safeguards, buggy Claude Code harness, and outdated knowledge—making it dumber in practice than benchmarks suggest.",[4141,118,119],"nl9AmOHc_wjDf-mZYVCyW3d8aUE2GRPaNyzxHP5cqQM"]