[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ada6c21aa9882eda-t-c-l-d-audit-spot-ai-s-erosion-of-your-role-summary":3,"summaries-facets-categories":255,"summary-related-ada6c21aa9882eda-t-c-l-d-audit-spot-ai-s-erosion-of-your-role-summary":3841},{"id":4,"title":5,"ai":6,"body":13,"categories":213,"created_at":214,"date_modified":214,"description":206,"extension":215,"faq":214,"featured":216,"kicker_label":214,"meta":217,"navigation":237,"path":238,"published_at":239,"question":214,"scraped_at":240,"seo":241,"sitemap":242,"source_id":243,"source_name":244,"source_type":245,"source_url":246,"stem":247,"tags":248,"thumbnail_url":214,"tldr":252,"tweet":214,"unknown_tags":253,"__hash__":254},"summaries\u002Fsummaries\u002Fada6c21aa9882eda-t-c-l-d-audit-spot-ai-s-erosion-of-your-role-summary.md","T-C-L-D Audit: Spot AI's Erosion of Your Role",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8626,3137,30288,0.0032712,{"type":14,"value":15,"toc":205},"minimark",[16,21,25,28,31,34,38,41,47,68,73,104,107,111,114,125,131,136,156,159,166,169,173],[17,18,20],"h2",{"id":19},"hollowing-out-ai-erodes-roles-before-replacing-them","Hollowing Out: AI Erodes Roles Before Replacing Them",[22,23,24],"p",{},"Knowledge jobs don't vanish overnight like in hype videos; they get hollowed out gradually. AI targets routine pieces—info gathering, writing, summarizing—leaving a shell that looks productive until economic shocks (recessions, reorgs) force cuts. Travel agents illustrate: Online booking commoditized routine reservations first, without immediate job losses. Downturns later exposed the change, shifting survivors to complex planning, emergencies, and human judgment.",[22,26,27],{},"Data backs this: OpenAI\u002FUPenn estimate 80% of US workers have 10%+ tasks AI-affected; 20% see half impacted. Anthropic's index shows 49% of jobs with 25%+ tasks using LLMs. Microsoft Bing Copilot analysis of 200k sessions reveals top uses: writing, info provision—core to 'visible throughput' rewarded by old performance systems.",[22,29,30],{},"\"AI doesn't have to replace your whole job to put you on thin ice. It only has to pick away at enough of the pieces inside the job that when the next shock comes, the rest of the story stops holding together.\"",[22,32,33],{},"Performance reviews lag because they measure output volume ('Did the deck get made?'), not necessity ('Did it need a human?'). This creates a 'dangerous window' where calendars fill with low-value work, masking erosion. Theater (performative rituals) collapses first since it was already low-attention; commodity follows as AI scales without human limits.",[17,35,37],{"id":36},"run-the-t-c-l-d-audit-on-your-work","Run the T-C-L-D Audit on Your Work",[22,39,40],{},"This 30-60 minute exercise dissects your last 10 business days into four buckets, forcing honesty about value. Prerequisites: Access to calendar, sent emails, Slack\u002FDMs, docs\u002Ftickets. Assumes knowledge worker role (emails\u002Fmeetings heavy); do it manually first for calibration, then AI-assist.",[22,42,43],{},[44,45,46],"strong",{},"Steps:",[48,49,50,54,62,65],"ol",{},[51,52,53],"li",{},"Open all sources side-by-side.",[51,55,56,57,61],{},"Tag ",[58,59,60],"em",{},"each item"," (meeting, email, doc, message)—not projects\u002Froles—with T, C, L, or D. Use first instinct; agonize = L.",[51,63,64],{},"Count totals by time (hours) or items for proportions.",[51,66,67],{},"AI acceleration (optional, via Claude\u002Fcomputer use): Chunk by tool (e.g., one agent per email\u002Fcalendar). Provide clear definitions\u002Fprompts: \"Tag as T if performative with no examined value.\" Expect iteration; full automation needs your judgment input.",[22,69,70],{},[44,71,72],{},"Bucket Definitions & Tests:",[74,75,76,82,88,94],"ul",{},[51,77,78,81],{},[44,79,80],{},"T (Theater):"," Organizational performance, not value. Disappears without admitting waste. Examples: Unblocking status meetings, unread decks for flipping, ritual check-ins\u002Ffeedback post-decision, legacy reviews. Test: Main fallout is exposing fiction? >\"Tagging T means admitting you spent professional time on something that did not need to happen.\"",[51,83,84,87],{},[44,85,86],{},"C (Commodity):"," Real value, but not you-specific. Examples: Summarizing known inputs, routing decisions, status reports anyone competent writes, first-draft docs in fixed formats. Test: Spec it out—could junior\u002Fvendor match output? Valuable but scarce no more; AI compresses throughput.",[51,89,90,93],{},[44,91,92],{},"L (On the Line):"," Gray zone, vulnerable soon. Examples: Structured pattern recognition, history-based relationships, repeatable synthesis, junior-doable + your 'judgment' (hard to articulate). Feels expert but commoditizing.",[51,95,96,99,100,103],{},[44,97,98],{},"D (Durable):"," You irreplaceably alter outcomes. Examples: Reading rooms to reframe problems, presence shifting decisions via taste\u002Fcontext\u002Fcourage. Test: Output relies on indescribable judgment; you changed the ",[58,101,102],{},"question",", not just answered it. Rare, power-law distributed (few high-impact hours define careers).",[22,105,106],{},"Common pitfalls: Undercount T (confuse 'expected' with 'valuable'); overclaim D (self-image vs. hours logged); ignore L's migration to C.",[17,108,110],{"id":109},"redirect-to-durable-work-results-pitfalls-and-six-moves","Redirect to Durable Work: Results, Pitfalls, and Six Moves",[22,112,113],{},"Expect: High T\u002FC (invisible erosion), low D (under-allocated), L signaling shifts. Reveals mismatch: Identity clings to imagined uniqueness, but weeks prioritize defensible routines.",[22,115,116,119,120,124],{},[44,117,118],{},"Core Principle: Question-Holding vs. Answering."," Durable = holding ambiguity (diagnose real issues, evolve questions via context\u002Fjudgment). Commodity\u002Ftheater = answering knowns. AI excels at latter; humans at former. \"Durable work ",[121,122,123],"span",{},"is"," question-holding instead of question-answering.\"",[22,126,127,130],{},[44,128,129],{},"Legibility Paradox:"," Visible busyness (T\u002FC) props up reviews; durable often invisible (e.g., quiet reframing). Cutting T\u002FC exposes you short-term but frees capacity.",[22,132,133],{},[44,134,135],{},"Post-Audit Moves (Prioritize by Impact):",[48,137,138,141,144,147,150,153],{},[51,139,140],{},"Stop defending T: Delegate\u002Fasync\u002FAI (e.g., bot summaries).",[51,142,143],{},"Automate C: Prompt LLMs for drafts\u002Froutings; spec for juniors.",[51,145,146],{},"Probe L: Articulate judgment— if specifiable, shift to C; else build toward D.",[51,148,149],{},"Amplify D: Propose projects centering it; track\u002Fquantify impact.",[51,151,152],{},"Update identity: Self-image as 'question-holder' before reorgs force it. Pour saved time into durable, not more C (trap: 2x productive at collapsing value).",[51,154,155],{},"Re-audit biweekly; share anonymized with peers for calibration.",[22,157,158],{},"\"The first sign that your job is on thin ice is often a full calendar and no clue what's happening.\"",[22,160,161,162,165],{},"\"Your week is not organized around ",[121,163,164],{},"durable work",".\"",[22,167,168],{},"Practice: After tagging, journal one D item—why durable? Prototype AI for top C. Fits early\u002Fmid-career pivot in AI era; scales to teams (aggregate audits for reorg prep).",[17,170,172],{"id":171},"key-takeaways","Key Takeaways",[74,174,175,178,181,184,187,190,193,196,199,202],{},[51,176,177],{},"Tag last 10 days' items as T\u002FC\u002FL\u002FD to quantify vulnerability—aim \u003C20% T, minimize C\u002FL.",[51,179,180],{},"Eliminate theater first: If no one examines output, AI it now.",[51,182,183],{},"Test commodity: 'Could I spec this for anyone?' → Automate\u002Foffload.",[51,185,186],{},"Seek durable: Did you reframe the question? Double down there.",[51,188,189],{},"Avoid identity trap: Audit hours, not self-image; redirect saved time to D.",[51,191,192],{},"Use AI for audit (chunked prompts) but supply your definitions.",[51,194,195],{},"Re-run biweekly; downturns accelerate shifts—act pre-shock.",[51,197,198],{},"Power-law careers: Few D moments define you; organize week around them.",[51,200,201],{},"Question-holding wins: AI answers; you evolve problems.",[51,203,204],{},"Leaders doubling C productivity lose—shift before systems update.",{"title":206,"searchDepth":207,"depth":207,"links":208},"",2,[209,210,211,212],{"id":19,"depth":207,"text":20},{"id":36,"depth":207,"text":37},{"id":109,"depth":207,"text":110},{"id":171,"depth":207,"text":172},[],null,"md",false,{"content_references":218,"triage":232},[219,224,230],{"type":220,"title":221,"url":222,"context":223},"other","Job at Risk AI Audit","https:\u002F\u002Fnatesnewsletter.substack.com\u002Fp\u002Fjob-at-risk-ai-audit?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true","recommended",{"type":225,"title":226,"author":227,"url":228,"context":229},"podcast","AI News & Strategy Daily with Nate B Jones","Nate B Jones","https:\u002F\u002Fopen.spotify.com\u002Fshow\u002F0gkFdjd1wptEKJKLu9LbZ4","mentioned",{"type":225,"title":226,"author":227,"url":231,"context":229},"https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fai-news-strategy-daily-with-nate-b-jones\u002Fid1877109372",{"relevance":233,"novelty":234,"quality":233,"actionability":233,"composite":235,"reasoning":236},4,3,3.8,"Category: AI Automation. The article provides a practical framework (T-C-L-D Audit) for assessing tasks vulnerable to AI, addressing a specific pain point for builders concerned about AI's impact on productivity. It offers actionable steps for categorizing work, which can help users redirect their focus to more irreplaceable tasks.",true,"\u002Fsummaries\u002Fada6c21aa9882eda-t-c-l-d-audit-spot-ai-s-erosion-of-your-role-summary","2026-05-04 14:01:31","2026-05-04 16:07:17",{"title":5,"description":206},{"loc":238},"f76685fd0455c76e","AI News & Strategy Daily | Nate B Jones","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=rYqt6mMlv7o","summaries\u002Fada6c21aa9882eda-t-c-l-d-audit-spot-ai-s-erosion-of-your-role-summary",[249,250,251],"automation","ai-llms","dev-productivity","Categorize your last two weeks' tasks as Theater (T), Commodity (C), Line (L), or Durable (D) to reveal what's AI-vulnerable, then redirect time to irreplaceable question-holding work.",[250,251],"lwAIIHpGLcmdd7HT99Xx_9gnm2NTKm4HUbbLFLQHMrE",[256,259,262,265,268,271,273,275,277,279,281,283,286,288,290,292,294,296,298,300,302,304,307,310,312,314,317,319,321,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839],{"categories":257},[258],"Developer Productivity",{"categories":260},[261],"Business & SaaS",{"categories":263},[264],"AI & LLMs",{"categories":266},[267],"AI Automation",{"categories":269},[270],"Product Strategy",{"categories":272},[264],{"categories":274},[258],{"categories":276},[261],{"categories":278},[],{"categories":280},[264],{"categories":282},[],{"categories":284},[285],"AI News & Trends",{"categories":287},[267],{"categories":289},[285],{"categories":291},[267],{"categories":293},[267],{"categories":295},[264],{"categories":297},[264],{"categories":299},[285],{"categories":301},[264],{"categories":303},[],{"categories":305},[306],"Design & Frontend",{"categories":308},[309],"Data Science & Visualization",{"categories":311},[285],{"categories":313},[],{"categories":315},[316],"Software Engineering",{"categories":318},[264],{"categories":320},[267],{"categories":322},[323],"Marketing & Growth",{"categories":325},[264],{"categories":327},[267],{"categories":329},[],{"categories":331},[],{"categories":333},[306],{"categories":335},[267],{"categories":337},[258],{"categories":339},[306],{"categories":341},[264],{"categories":343},[267],{"categories":345},[285],{"categories":347},[],{"categories":349},[],{"categories":351},[267],{"categories":353},[316],{"categories":355},[],{"categories":357},[261],{"categories":359},[],{"categories":361},[],{"categories":363},[267],{"categories":365},[267],{"categories":367},[264],{"categories":369},[],{"categories":371},[316],{"categories":373},[],{"categories":375},[],{"categories":377},[],{"categories":379},[264],{"categories":381},[323],{"categories":383},[306],{"categories":385},[306],{"categories":387},[264],{"categories":389},[267],{"categories":391},[264],{"categories":393},[264],{"categories":395},[267],{"categories":397},[267],{"categories":399},[309],{"categories":401},[285],{"categories":403},[267],{"categories":405},[323],{"categories":407},[267],{"categories":409},[270],{"categories":411},[],{"categories":413},[267],{"categories":415},[],{"categories":417},[267],{"categories":419},[316],{"categories":421},[306],{"categories":423},[264],{"categories":425},[],{"categories":427},[],{"categories":429},[267],{"categories":431},[],{"categories":433},[264],{"categories":435},[],{"categories":437},[258],{"categories":439},[316],{"categories":441},[261],{"categories":443},[285],{"categories":445},[264],{"categories":447},[],{"categories":449},[264],{"categories":451},[],{"categories":453},[316],{"categories":455},[309],{"categories":457},[],{"categories":459},[264],{"categories":461},[306],{"categories":463},[],{"categories":465},[306],{"categories":467},[267],{"categories":469},[],{"categories":471},[267],{"categories":473},[285],{"categories":475},[261],{"categories":477},[264],{"categories":479},[],{"categories":481},[267],{"categories":483},[264],{"categories":485},[270],{"categories":487},[],{"categories":489},[264],{"categories":491},[267],{"categories":493},[267],{"categories":495},[],{"categories":497},[309],{"categories":499},[264],{"categories":501},[],{"categories":503},[258],{"categories":505},[261],{"categories":507},[264],{"categories":509},[267],{"categories":511},[316],{"categories":513},[264],{"categories":515},[],{"categories":517},[],{"categories":519},[264],{"categories":521},[],{"categories":523},[306],{"categories":525},[],{"categories":527},[264],{"categories":529},[],{"categories":531},[267],{"categories":533},[264],{"categories":535},[306],{"categories":537},[],{"categories":539},[264],{"categories":541},[264],{"categories":543},[261],{"categories":545},[267],{"categories":547},[264],{"categories":549},[306],{"categories":551},[267],{"categories":553},[],{"categories":555},[],{"categories":557},[285],{"categories":559},[],{"categories":561},[264],{"categories":563},[261,323],{"categories":565},[],{"categories":567},[264],{"categories":569},[],{"categories":571},[],{"categories":573},[264],{"categories":575},[],{"categories":577},[264],{"categories":579},[580],"DevOps & Cloud",{"categories":582},[],{"categories":584},[285],{"categories":586},[306],{"categories":588},[],{"categories":590},[285],{"categories":592},[285],{"categories":594},[264],{"categories":596},[323],{"categories":598},[],{"categories":600},[261],{"categories":602},[],{"categories":604},[264,580],{"categories":606},[264],{"categories":608},[264],{"categories":610},[267],{"categories":612},[264,316],{"categories":614},[309],{"categories":616},[264],{"categories":618},[323],{"categories":620},[267],{"categories":622},[267],{"categories":624},[],{"categories":626},[267],{"categories":628},[264,261],{"categories":630},[],{"categories":632},[306],{"categories":634},[306],{"categories":636},[],{"categories":638},[],{"categories":640},[285],{"categories":642},[],{"categories":644},[258],{"categories":646},[316],{"categories":648},[264],{"categories":650},[306],{"categories":652},[267],{"categories":654},[316],{"categories":656},[285],{"categories":658},[306],{"categories":660},[],{"categories":662},[264],{"categories":664},[264],{"categories":666},[264],{"categories":668},[285],{"categories":670},[258],{"categories":672},[264],{"categories":674},[267],{"categories":676},[580],{"categories":678},[306],{"categories":680},[267],{"categories":682},[],{"categories":684},[],{"categories":686},[306],{"categories":688},[285],{"categories":690},[309],{"categories":692},[],{"categories":694},[264],{"categories":696},[264],{"categories":698},[261],{"categories":700},[264],{"categories":702},[264],{"categories":704},[285],{"categories":706},[],{"categories":708},[267],{"categories":710},[316],{"categories":712},[],{"categories":714},[264],{"categories":716},[264],{"categories":718},[267],{"categories":720},[],{"categories":722},[],{"categories":724},[264],{"categories":726},[],{"categories":728},[261],{"categories":730},[267],{"categories":732},[],{"categories":734},[258],{"categories":736},[264],{"categories":738},[261],{"categories":740},[285],{"categories":742},[],{"categories":744},[],{"categories":746},[],{"categories":748},[285],{"categories":750},[285],{"categories":752},[],{"categories":754},[],{"categories":756},[261],{"categories":758},[],{"categories":760},[],{"categories":762},[258],{"categories":764},[],{"categories":766},[323],{"categories":768},[267],{"categories":770},[261],{"categories":772},[267],{"categories":774},[316],{"categories":776},[],{"categories":778},[270],{"categories":780},[306],{"categories":782},[316],{"categories":784},[264],{"categories":786},[267],{"categories":788},[261],{"categories":790},[264],{"categories":792},[],{"categories":794},[],{"categories":796},[316],{"categories":798},[309],{"categories":800},[270],{"categories":802},[267],{"categories":804},[264],{"categories":806},[],{"categories":808},[580],{"categories":810},[],{"categories":812},[267],{"categories":814},[],{"categories":816},[],{"categories":818},[264],{"categories":820},[306],{"categories":822},[323],{"categories":824},[267],{"categories":826},[],{"categories":828},[258],{"categories":830},[],{"categories":832},[285],{"categories":834},[264,580],{"categories":836},[285],{"categories":838},[264],{"categories":840},[261],{"categories":842},[264],{"categories":844},[],{"categories":846},[261],{"categories":848},[],{"categories":850},[316],{"categories":852},[306],{"categories":854},[285],{"categories":856},[309],{"categories":858},[258],{"categories":860},[264],{"categories":862},[316],{"categories":864},[],{"categories":866},[],{"categories":868},[270],{"categories":870},[],{"categories":872},[264],{"categories":874},[],{"categories":876},[306],{"categories":878},[306],{"categories":880},[306],{"categories":882},[],{"categories":884},[],{"categories":886},[285],{"categories":888},[267],{"categories":890},[264],{"categories":892},[264],{"categories":894},[264],{"categories":896},[261],{"categories":898},[264],{"categories":900},[],{"categories":902},[316],{"categories":904},[316],{"categories":906},[261],{"categories":908},[],{"categories":910},[264],{"categories":912},[264],{"categories":914},[261],{"categories":916},[285],{"categories":918},[323],{"categories":920},[267],{"categories":922},[],{"categories":924},[306],{"categories":926},[],{"categories":928},[264],{"categories":930},[],{"categories":932},[261],{"categories":934},[267],{"categories":936},[],{"categories":938},[580],{"categories":940},[309],{"categories":942},[316],{"categories":944},[323],{"categories":946},[316],{"categories":948},[267],{"categories":950},[],{"categories":952},[],{"categories":954},[267],{"categories":956},[258],{"categories":958},[267],{"categories":960},[270],{"categories":962},[261],{"categories":964},[],{"categories":966},[264],{"categories":968},[270],{"categories":970},[264],{"categories":972},[264],{"categories":974},[323],{"categories":976},[306],{"categories":978},[267],{"categories":980},[],{"categories":982},[],{"categories":984},[580],{"categories":986},[316],{"categories":988},[],{"categories":990},[267],{"categories":992},[264],{"categories":994},[306,264],{"categories":996},[258],{"categories":998},[],{"categories":1000},[264],{"categories":1002},[258],{"categories":1004},[306],{"categories":1006},[267],{"categories":1008},[316],{"categories":1010},[],{"categories":1012},[264],{"categories":1014},[],{"categories":1016},[258],{"categories":1018},[],{"categories":1020},[267],{"categories":1022},[270],{"categories":1024},[264],{"categories":1026},[264],{"categories":1028},[306],{"categories":1030},[267],{"categories":1032},[580],{"categories":1034},[306],{"categories":1036},[267],{"categories":1038},[264],{"categories":1040},[264],{"categories":1042},[264],{"categories":1044},[285],{"categories":1046},[],{"categories":1048},[270],{"categories":1050},[267],{"categories":1052},[306],{"categories":1054},[267],{"categories":1056},[316],{"categories":1058},[306],{"categories":1060},[267],{"categories":1062},[285],{"categories":1064},[],{"categories":1066},[264],{"categories":1068},[306],{"categories":1070},[264],{"categories":1072},[258],{"categories":1074},[285],{"categories":1076},[264],{"categories":1078},[323],{"categories":1080},[264],{"categories":1082},[264],{"categories":1084},[267],{"categories":1086},[267],{"categories":1088},[264],{"categories":1090},[267],{"categories":1092},[306],{"categories":1094},[264],{"categories":1096},[],{"categories":1098},[],{"categories":1100},[316],{"categories":1102},[],{"categories":1104},[258],{"categories":1106},[580],{"categories":1108},[],{"categories":1110},[258],{"categories":1112},[261],{"categories":1114},[323],{"categories":1116},[],{"categories":1118},[261],{"categories":1120},[],{"categories":1122},[],{"categories":1124},[],{"categories":1126},[],{"categories":1128},[],{"categories":1130},[264],{"categories":1132},[267],{"categories":1134},[580],{"categories":1136},[258],{"categories":1138},[264],{"categories":1140},[316],{"categories":1142},[270],{"categories":1144},[264],{"categories":1146},[323],{"categories":1148},[264],{"categories":1150},[264],{"categories":1152},[264],{"categories":1154},[264,258],{"categories":1156},[316],{"categories":1158},[316],{"categories":1160},[306],{"categories":1162},[264],{"categories":1164},[],{"categories":1166},[],{"categories":1168},[],{"categories":1170},[316],{"categories":1172},[309],{"categories":1174},[285],{"categories":1176},[306],{"categories":1178},[],{"categories":1180},[264],{"categories":1182},[264],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[267],{"categories":1190},[264],{"categories":1192},[261],{"categories":1194},[],{"categories":1196},[258],{"categories":1198},[264],{"categories":1200},[258],{"categories":1202},[264],{"categories":1204},[316],{"categories":1206},[323],{"categories":1208},[264,306],{"categories":1210},[285],{"categories":1212},[306],{"categories":1214},[],{"categories":1216},[580],{"categories":1218},[306],{"categories":1220},[267],{"categories":1222},[],{"categories":1224},[],{"categories":1226},[],{"categories":1228},[],{"categories":1230},[316],{"categories":1232},[267],{"categories":1234},[267],{"categories":1236},[580],{"categories":1238},[264],{"categories":1240},[264],{"categories":1242},[264],{"categories":1244},[],{"categories":1246},[306],{"categories":1248},[],{"categories":1250},[],{"categories":1252},[267],{"categories":1254},[],{"categories":1256},[],{"categories":1258},[323],{"categories":1260},[323],{"categories":1262},[267],{"categories":1264},[],{"categories":1266},[264],{"categories":1268},[264],{"categories":1270},[316],{"categories":1272},[306],{"categories":1274},[306],{"categories":1276},[267],{"categories":1278},[258],{"categories":1280},[264],{"categories":1282},[306],{"categories":1284},[306],{"categories":1286},[267],{"categories":1288},[267],{"categories":1290},[264],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[264],{"categories":1298},[267],{"categories":1300},[285],{"categories":1302},[316],{"categories":1304},[258],{"categories":1306},[264],{"categories":1308},[],{"categories":1310},[267],{"categories":1312},[267],{"categories":1314},[],{"categories":1316},[258],{"categories":1318},[264],{"categories":1320},[258],{"categories":1322},[258],{"categories":1324},[],{"categories":1326},[],{"categories":1328},[267],{"categories":1330},[267],{"categories":1332},[264],{"categories":1334},[264],{"categories":1336},[285],{"categories":1338},[309],{"categories":1340},[270],{"categories":1342},[285],{"categories":1344},[306],{"categories":1346},[],{"categories":1348},[285],{"categories":1350},[],{"categories":1352},[],{"categories":1354},[],{"categories":1356},[],{"categories":1358},[316],{"categories":1360},[309],{"categories":1362},[],{"categories":1364},[264],{"categories":1366},[264],{"categories":1368},[309],{"categories":1370},[316],{"categories":1372},[],{"categories":1374},[],{"categories":1376},[267],{"categories":1378},[285],{"categories":1380},[285],{"categories":1382},[267],{"categories":1384},[258],{"categories":1386},[264,580],{"categories":1388},[],{"categories":1390},[306],{"categories":1392},[258],{"categories":1394},[267],{"categories":1396},[306],{"categories":1398},[],{"categories":1400},[267],{"categories":1402},[267],{"categories":1404},[264],{"categories":1406},[323],{"categories":1408},[316],{"categories":1410},[306],{"categories":1412},[],{"categories":1414},[267],{"categories":1416},[264],{"categories":1418},[267],{"categories":1420},[267],{"categories":1422},[267],{"categories":1424},[323],{"categories":1426},[267],{"categories":1428},[264],{"categories":1430},[],{"categories":1432},[323],{"categories":1434},[285],{"categories":1436},[267],{"categories":1438},[],{"categories":1440},[],{"categories":1442},[264],{"categories":1444},[267],{"categories":1446},[285],{"categories":1448},[267],{"categories":1450},[],{"categories":1452},[],{"categories":1454},[],{"categories":1456},[267],{"categories":1458},[],{"categories":1460},[],{"categories":1462},[309],{"categories":1464},[264],{"categories":1466},[309],{"categories":1468},[285],{"categories":1470},[264],{"categories":1472},[264],{"categories":1474},[267],{"categories":1476},[264],{"categories":1478},[],{"categories":1480},[],{"categories":1482},[580],{"categories":1484},[],{"categories":1486},[],{"categories":1488},[258],{"categories":1490},[],{"categories":1492},[],{"categories":1494},[],{"categories":1496},[],{"categories":1498},[316],{"categories":1500},[285],{"categories":1502},[323],{"categories":1504},[261],{"categories":1506},[264],{"categories":1508},[264],{"categories":1510},[261],{"categories":1512},[],{"categories":1514},[306],{"categories":1516},[267],{"categories":1518},[261],{"categories":1520},[264],{"categories":1522},[264],{"categories":1524},[258],{"categories":1526},[],{"categories":1528},[258],{"categories":1530},[264],{"categories":1532},[323],{"categories":1534},[267],{"categories":1536},[285],{"categories":1538},[261],{"categories":1540},[264],{"categories":1542},[267],{"categories":1544},[],{"categories":1546},[264],{"categories":1548},[258],{"categories":1550},[264],{"categories":1552},[],{"categories":1554},[285],{"categories":1556},[264],{"categories":1558},[],{"categories":1560},[261],{"categories":1562},[264],{"categories":1564},[],{"categories":1566},[],{"categories":1568},[],{"categories":1570},[264],{"categories":1572},[],{"categories":1574},[580],{"categories":1576},[264],{"categories":1578},[],{"categories":1580},[264],{"categories":1582},[264],{"categories":1584},[264],{"categories":1586},[264,580],{"categories":1588},[264],{"categories":1590},[264],{"categories":1592},[306],{"categories":1594},[267],{"categories":1596},[],{"categories":1598},[267],{"categories":1600},[264],{"categories":1602},[264],{"categories":1604},[264],{"categories":1606},[258],{"categories":1608},[258],{"categories":1610},[316],{"categories":1612},[306],{"categories":1614},[267],{"categories":1616},[],{"categories":1618},[264],{"categories":1620},[285],{"categories":1622},[264],{"categories":1624},[261],{"categories":1626},[],{"categories":1628},[580],{"categories":1630},[306],{"categories":1632},[306],{"categories":1634},[267],{"categories":1636},[285],{"categories":1638},[267],{"categories":1640},[264],{"categories":1642},[],{"categories":1644},[264],{"categories":1646},[],{"categories":1648},[],{"categories":1650},[264],{"categories":1652},[264],{"categories":1654},[264],{"categories":1656},[267],{"categories":1658},[264],{"categories":1660},[],{"categories":1662},[309],{"categories":1664},[267],{"categories":1666},[],{"categories":1668},[],{"categories":1670},[264],{"categories":1672},[285],{"categories":1674},[],{"categories":1676},[306],{"categories":1678},[580],{"categories":1680},[285],{"categories":1682},[316],{"categories":1684},[316],{"categories":1686},[285],{"categories":1688},[285],{"categories":1690},[580],{"categories":1692},[],{"categories":1694},[285],{"categories":1696},[264],{"categories":1698},[258],{"categories":1700},[285],{"categories":1702},[],{"categories":1704},[309],{"categories":1706},[285],{"categories":1708},[316],{"categories":1710},[285],{"categories":1712},[580],{"categories":1714},[264],{"categories":1716},[264],{"categories":1718},[],{"categories":1720},[261],{"categories":1722},[],{"categories":1724},[],{"categories":1726},[264],{"categories":1728},[264],{"categories":1730},[264],{"categories":1732},[264],{"categories":1734},[],{"categories":1736},[309],{"categories":1738},[258],{"categories":1740},[],{"categories":1742},[264],{"categories":1744},[264],{"categories":1746},[580],{"categories":1748},[580],{"categories":1750},[],{"categories":1752},[267],{"categories":1754},[285],{"categories":1756},[285],{"categories":1758},[264],{"categories":1760},[267],{"categories":1762},[],{"categories":1764},[306],{"categories":1766},[264],{"categories":1768},[264],{"categories":1770},[],{"categories":1772},[],{"categories":1774},[580],{"categories":1776},[264],{"categories":1778},[316],{"categories":1780},[261],{"categories":1782},[264],{"categories":1784},[],{"categories":1786},[267],{"categories":1788},[258],{"categories":1790},[258],{"categories":1792},[],{"categories":1794},[264],{"categories":1796},[306],{"categories":1798},[267],{"categories":1800},[],{"categories":1802},[264],{"categories":1804},[264],{"categories":1806},[267],{"categories":1808},[],{"categories":1810},[267],{"categories":1812},[316],{"categories":1814},[],{"categories":1816},[264],{"categories":1818},[],{"categories":1820},[264],{"categories":1822},[],{"categories":1824},[264],{"categories":1826},[264],{"categories":1828},[],{"categories":1830},[264],{"categories":1832},[285],{"categories":1834},[264],{"categories":1836},[264],{"categories":1838},[258],{"categories":1840},[264],{"categories":1842},[285],{"categories":1844},[267],{"categories":1846},[],{"categories":1848},[264],{"categories":1850},[323],{"categories":1852},[],{"categories":1854},[],{"categories":1856},[],{"categories":1858},[258],{"categories":1860},[285],{"categories":1862},[267],{"categories":1864},[264],{"categories":1866},[306],{"categories":1868},[267],{"categories":1870},[],{"categories":1872},[267],{"categories":1874},[],{"categories":1876},[264],{"categories":1878},[267],{"categories":1880},[264],{"categories":1882},[],{"categories":1884},[264],{"categories":1886},[264],{"categories":1888},[285],{"categories":1890},[306],{"categories":1892},[267],{"categories":1894},[306],{"categories":1896},[261],{"categories":1898},[],{"categories":1900},[],{"categories":1902},[264],{"categories":1904},[258],{"categories":1906},[285],{"categories":1908},[],{"categories":1910},[],{"categories":1912},[316],{"categories":1914},[306],{"categories":1916},[],{"categories":1918},[264],{"categories":1920},[],{"categories":1922},[323],{"categories":1924},[264],{"categories":1926},[580],{"categories":1928},[316],{"categories":1930},[],{"categories":1932},[267],{"categories":1934},[264],{"categories":1936},[267],{"categories":1938},[267],{"categories":1940},[264],{"categories":1942},[],{"categories":1944},[258],{"categories":1946},[264],{"categories":1948},[261],{"categories":1950},[316],{"categories":1952},[306],{"categories":1954},[],{"categories":1956},[],{"categories":1958},[],{"categories":1960},[267],{"categories":1962},[306],{"categories":1964},[285],{"categories":1966},[264],{"categories":1968},[285],{"categories":1970},[306],{"categories":1972},[],{"categories":1974},[306],{"categories":1976},[285],{"categories":1978},[261],{"categories":1980},[264],{"categories":1982},[285],{"categories":1984},[323],{"categories":1986},[],{"categories":1988},[],{"categories":1990},[309],{"categories":1992},[264,316],{"categories":1994},[285],{"categories":1996},[264],{"categories":1998},[267],{"categories":2000},[267],{"categories":2002},[264],{"categories":2004},[],{"categories":2006},[316],{"categories":2008},[264],{"categories":2010},[309],{"categories":2012},[267],{"categories":2014},[323],{"categories":2016},[580],{"categories":2018},[],{"categories":2020},[258],{"categories":2022},[267],{"categories":2024},[267],{"categories":2026},[316],{"categories":2028},[264],{"categories":2030},[264],{"categories":2032},[],{"categories":2034},[],{"categories":2036},[],{"categories":2038},[580],{"categories":2040},[285],{"categories":2042},[264],{"categories":2044},[264],{"categories":2046},[264],{"categories":2048},[],{"categories":2050},[309],{"categories":2052},[261],{"categories":2054},[],{"categories":2056},[267],{"categories":2058},[580],{"categories":2060},[],{"categories":2062},[306],{"categories":2064},[306],{"categories":2066},[],{"categories":2068},[316],{"categories":2070},[306],{"categories":2072},[264],{"categories":2074},[],{"categories":2076},[285],{"categories":2078},[264],{"categories":2080},[306],{"categories":2082},[267],{"categories":2084},[285],{"categories":2086},[],{"categories":2088},[267],{"categories":2090},[306],{"categories":2092},[264],{"categories":2094},[],{"categories":2096},[264],{"categories":2098},[264],{"categories":2100},[580],{"categories":2102},[285],{"categories":2104},[309],{"categories":2106},[309],{"categories":2108},[],{"categories":2110},[],{"categories":2112},[],{"categories":2114},[267],{"categories":2116},[316],{"categories":2118},[316],{"categories":2120},[],{"categories":2122},[],{"categories":2124},[264],{"categories":2126},[],{"categories":2128},[267],{"categories":2130},[264],{"categories":2132},[],{"categories":2134},[264],{"categories":2136},[261],{"categories":2138},[264],{"categories":2140},[323],{"categories":2142},[267],{"categories":2144},[264],{"categories":2146},[316],{"categories":2148},[285],{"categories":2150},[267],{"categories":2152},[],{"categories":2154},[285],{"categories":2156},[267],{"categories":2158},[267],{"categories":2160},[],{"categories":2162},[261],{"categories":2164},[267],{"categories":2166},[],{"categories":2168},[264],{"categories":2170},[258],{"categories":2172},[285],{"categories":2174},[580],{"categories":2176},[267],{"categories":2178},[267],{"categories":2180},[258],{"categories":2182},[264],{"categories":2184},[],{"categories":2186},[],{"categories":2188},[306],{"categories":2190},[264,261],{"categories":2192},[],{"categories":2194},[258],{"categories":2196},[309],{"categories":2198},[264],{"categories":2200},[316],{"categories":2202},[264],{"categories":2204},[267],{"categories":2206},[264],{"categories":2208},[264],{"categories":2210},[285],{"categories":2212},[267],{"categories":2214},[],{"categories":2216},[],{"categories":2218},[267],{"categories":2220},[264],{"categories":2222},[580],{"categories":2224},[],{"categories":2226},[264],{"categories":2228},[267],{"categories":2230},[],{"categories":2232},[264],{"categories":2234},[323],{"categories":2236},[309],{"categories":2238},[267],{"categories":2240},[264],{"categories":2242},[580],{"categories":2244},[],{"categories":2246},[264],{"categories":2248},[323],{"categories":2250},[306],{"categories":2252},[264],{"categories":2254},[],{"categories":2256},[323],{"categories":2258},[285],{"categories":2260},[264],{"categories":2262},[264],{"categories":2264},[258],{"categories":2266},[],{"categories":2268},[],{"categories":2270},[306],{"categories":2272},[264],{"categories":2274},[309],{"categories":2276},[323],{"categories":2278},[323],{"categories":2280},[285],{"categories":2282},[],{"categories":2284},[],{"categories":2286},[264],{"categories":2288},[],{"categories":2290},[264,316],{"categories":2292},[285],{"categories":2294},[267],{"categories":2296},[316],{"categories":2298},[264],{"categories":2300},[258],{"categories":2302},[],{"categories":2304},[],{"categories":2306},[258],{"categories":2308},[323],{"categories":2310},[264],{"categories":2312},[],{"categories":2314},[306,264],{"categories":2316},[580],{"categories":2318},[258],{"categories":2320},[],{"categories":2322},[261],{"categories":2324},[261],{"categories":2326},[264],{"categories":2328},[316],{"categories":2330},[267],{"categories":2332},[285],{"categories":2334},[323],{"categories":2336},[306],{"categories":2338},[264],{"categories":2340},[264],{"categories":2342},[264],{"categories":2344},[258],{"categories":2346},[264],{"categories":2348},[267],{"categories":2350},[285],{"categories":2352},[],{"categories":2354},[],{"categories":2356},[309],{"categories":2358},[316],{"categories":2360},[264],{"categories":2362},[306],{"categories":2364},[309],{"categories":2366},[264],{"categories":2368},[264],{"categories":2370},[267],{"categories":2372},[267],{"categories":2374},[264,261],{"categories":2376},[],{"categories":2378},[306],{"categories":2380},[],{"categories":2382},[264],{"categories":2384},[285],{"categories":2386},[258],{"categories":2388},[258],{"categories":2390},[267],{"categories":2392},[264],{"categories":2394},[261],{"categories":2396},[316],{"categories":2398},[323],{"categories":2400},[],{"categories":2402},[285],{"categories":2404},[264],{"categories":2406},[264],{"categories":2408},[285],{"categories":2410},[316],{"categories":2412},[264],{"categories":2414},[267],{"categories":2416},[285],{"categories":2418},[264],{"categories":2420},[306],{"categories":2422},[264],{"categories":2424},[264],{"categories":2426},[580],{"categories":2428},[270],{"categories":2430},[267],{"categories":2432},[264],{"categories":2434},[285],{"categories":2436},[267],{"categories":2438},[323],{"categories":2440},[264],{"categories":2442},[],{"categories":2444},[264],{"categories":2446},[],{"categories":2448},[],{"categories":2450},[],{"categories":2452},[261],{"categories":2454},[264],{"categories":2456},[267],{"categories":2458},[285],{"categories":2460},[285],{"categories":2462},[285],{"categories":2464},[285],{"categories":2466},[],{"categories":2468},[258],{"categories":2470},[267],{"categories":2472},[285],{"categories":2474},[258],{"categories":2476},[267],{"categories":2478},[264],{"categories":2480},[264,267],{"categories":2482},[267],{"categories":2484},[580],{"categories":2486},[285],{"categories":2488},[285],{"categories":2490},[267],{"categories":2492},[264],{"categories":2494},[],{"categories":2496},[285],{"categories":2498},[323],{"categories":2500},[258],{"categories":2502},[264],{"categories":2504},[264],{"categories":2506},[],{"categories":2508},[316],{"categories":2510},[],{"categories":2512},[258],{"categories":2514},[267],{"categories":2516},[285],{"categories":2518},[264],{"categories":2520},[285],{"categories":2522},[258],{"categories":2524},[285],{"categories":2526},[285],{"categories":2528},[],{"categories":2530},[261],{"categories":2532},[267],{"categories":2534},[285],{"categories":2536},[285],{"categories":2538},[285],{"categories":2540},[285],{"categories":2542},[285],{"categories":2544},[285],{"categories":2546},[285],{"categories":2548},[285],{"categories":2550},[285],{"categories":2552},[285],{"categories":2554},[309],{"categories":2556},[258],{"categories":2558},[264],{"categories":2560},[264],{"categories":2562},[],{"categories":2564},[264,258],{"categories":2566},[],{"categories":2568},[267],{"categories":2570},[285],{"categories":2572},[267],{"categories":2574},[264],{"categories":2576},[264],{"categories":2578},[264],{"categories":2580},[264],{"categories":2582},[264],{"categories":2584},[267],{"categories":2586},[261],{"categories":2588},[306],{"categories":2590},[285],{"categories":2592},[264],{"categories":2594},[],{"categories":2596},[],{"categories":2598},[267],{"categories":2600},[306],{"categories":2602},[264],{"categories":2604},[],{"categories":2606},[],{"categories":2608},[323],{"categories":2610},[264],{"categories":2612},[],{"categories":2614},[],{"categories":2616},[258],{"categories":2618},[261],{"categories":2620},[264],{"categories":2622},[261],{"categories":2624},[306],{"categories":2626},[],{"categories":2628},[285],{"categories":2630},[],{"categories":2632},[306],{"categories":2634},[264],{"categories":2636},[323],{"categories":2638},[],{"categories":2640},[323],{"categories":2642},[],{"categories":2644},[],{"categories":2646},[267],{"categories":2648},[],{"categories":2650},[261],{"categories":2652},[258],{"categories":2654},[306],{"categories":2656},[316],{"categories":2658},[],{"categories":2660},[],{"categories":2662},[264],{"categories":2664},[258],{"categories":2666},[323],{"categories":2668},[],{"categories":2670},[267],{"categories":2672},[267],{"categories":2674},[285],{"categories":2676},[264],{"categories":2678},[267],{"categories":2680},[264],{"categories":2682},[267],{"categories":2684},[264],{"categories":2686},[270],{"categories":2688},[285],{"categories":2690},[],{"categories":2692},[323],{"categories":2694},[316],{"categories":2696},[267],{"categories":2698},[],{"categories":2700},[264],{"categories":2702},[267],{"categories":2704},[261],{"categories":2706},[258],{"categories":2708},[264],{"categories":2710},[306],{"categories":2712},[316],{"categories":2714},[316],{"categories":2716},[264],{"categories":2718},[309],{"categories":2720},[264],{"categories":2722},[267],{"categories":2724},[261],{"categories":2726},[267],{"categories":2728},[264],{"categories":2730},[264],{"categories":2732},[267],{"categories":2734},[285],{"categories":2736},[],{"categories":2738},[258],{"categories":2740},[264],{"categories":2742},[267],{"categories":2744},[264],{"categories":2746},[264],{"categories":2748},[],{"categories":2750},[306],{"categories":2752},[261],{"categories":2754},[285],{"categories":2756},[264],{"categories":2758},[264],{"categories":2760},[306],{"categories":2762},[323],{"categories":2764},[309],{"categories":2766},[264],{"categories":2768},[285],{"categories":2770},[264],{"categories":2772},[267],{"categories":2774},[580],{"categories":2776},[264],{"categories":2778},[267],{"categories":2780},[309],{"categories":2782},[],{"categories":2784},[267],{"categories":2786},[316],{"categories":2788},[306],{"categories":2790},[264],{"categories":2792},[258],{"categories":2794},[261],{"categories":2796},[316],{"categories":2798},[],{"categories":2800},[267],{"categories":2802},[264],{"categories":2804},[],{"categories":2806},[285],{"categories":2808},[],{"categories":2810},[285],{"categories":2812},[264],{"categories":2814},[267],{"categories":2816},[267],{"categories":2818},[267],{"categories":2820},[],{"categories":2822},[],{"categories":2824},[264],{"categories":2826},[264],{"categories":2828},[],{"categories":2830},[306],{"categories":2832},[267],{"categories":2834},[323],{"categories":2836},[258],{"categories":2838},[],{"categories":2840},[],{"categories":2842},[285],{"categories":2844},[316],{"categories":2846},[264],{"categories":2848},[264],{"categories":2850},[264],{"categories":2852},[316],{"categories":2854},[285],{"categories":2856},[306],{"categories":2858},[264],{"categories":2860},[264],{"categories":2862},[264],{"categories":2864},[285],{"categories":2866},[264],{"categories":2868},[285],{"categories":2870},[267],{"categories":2872},[267],{"categories":2874},[316],{"categories":2876},[267],{"categories":2878},[264],{"categories":2880},[316],{"categories":2882},[306],{"categories":2884},[],{"categories":2886},[267],{"categories":2888},[],{"categories":2890},[],{"categories":2892},[],{"categories":2894},[261],{"categories":2896},[264],{"categories":2898},[267],{"categories":2900},[258],{"categories":2902},[267],{"categories":2904},[323],{"categories":2906},[],{"categories":2908},[267],{"categories":2910},[],{"categories":2912},[258],{"categories":2914},[267],{"categories":2916},[],{"categories":2918},[267],{"categories":2920},[264],{"categories":2922},[285],{"categories":2924},[264],{"categories":2926},[267],{"categories":2928},[285],{"categories":2930},[267],{"categories":2932},[316],{"categories":2934},[306],{"categories":2936},[258],{"categories":2938},[],{"categories":2940},[267],{"categories":2942},[306],{"categories":2944},[580],{"categories":2946},[285],{"categories":2948},[264],{"categories":2950},[306],{"categories":2952},[258],{"categories":2954},[],{"categories":2956},[267],{"categories":2958},[267],{"categories":2960},[264],{"categories":2962},[],{"categories":2964},[267],{"categories":2966},[270],{"categories":2968},[285],{"categories":2970},[267],{"categories":2972},[261],{"categories":2974},[],{"categories":2976},[264],{"categories":2978},[270],{"categories":2980},[264],{"categories":2982},[267],{"categories":2984},[285],{"categories":2986},[258],{"categories":2988},[580],{"categories":2990},[264],{"categories":2992},[264],{"categories":2994},[264],{"categories":2996},[285],{"categories":2998},[261],{"categories":3000},[264],{"categories":3002},[306],{"categories":3004},[285],{"categories":3006},[580],{"categories":3008},[264],{"categories":3010},[],{"categories":3012},[],{"categories":3014},[580],{"categories":3016},[309],{"categories":3018},[267],{"categories":3020},[267],{"categories":3022},[285],{"categories":3024},[264],{"categories":3026},[258],{"categories":3028},[306],{"categories":3030},[267],{"categories":3032},[264],{"categories":3034},[323],{"categories":3036},[264],{"categories":3038},[267],{"categories":3040},[],{"categories":3042},[264],{"categories":3044},[264],{"categories":3046},[285],{"categories":3048},[258],{"categories":3050},[],{"categories":3052},[264],{"categories":3054},[264],{"categories":3056},[316],{"categories":3058},[306],{"categories":3060},[264,267],{"categories":3062},[323,261],{"categories":3064},[264],{"categories":3066},[],{"categories":3068},[267],{"categories":3070},[],{"categories":3072},[316],{"categories":3074},[264],{"categories":3076},[285],{"categories":3078},[],{"categories":3080},[267],{"categories":3082},[],{"categories":3084},[306],{"categories":3086},[267],{"categories":3088},[258],{"categories":3090},[267],{"categories":3092},[264],{"categories":3094},[580],{"categories":3096},[323],{"categories":3098},[261],{"categories":3100},[261],{"categories":3102},[258],{"categories":3104},[258],{"categories":3106},[264],{"categories":3108},[267],{"categories":3110},[264],{"categories":3112},[264],{"categories":3114},[258],{"categories":3116},[264],{"categories":3118},[323],{"categories":3120},[285],{"categories":3122},[264],{"categories":3124},[267],{"categories":3126},[264],{"categories":3128},[],{"categories":3130},[316],{"categories":3132},[],{"categories":3134},[267],{"categories":3136},[258],{"categories":3138},[],{"categories":3140},[580],{"categories":3142},[264],{"categories":3144},[],{"categories":3146},[285],{"categories":3148},[267],{"categories":3150},[316],{"categories":3152},[264],{"categories":3154},[267],{"categories":3156},[316],{"categories":3158},[267],{"categories":3160},[285],{"categories":3162},[258],{"categories":3164},[285],{"categories":3166},[316],{"categories":3168},[264],{"categories":3170},[306],{"categories":3172},[264],{"categories":3174},[264],{"categories":3176},[264],{"categories":3178},[264],{"categories":3180},[267],{"categories":3182},[264],{"categories":3184},[267],{"categories":3186},[264],{"categories":3188},[258],{"categories":3190},[264],{"categories":3192},[267],{"categories":3194},[306],{"categories":3196},[258],{"categories":3198},[267],{"categories":3200},[306],{"categories":3202},[],{"categories":3204},[264],{"categories":3206},[264],{"categories":3208},[316],{"categories":3210},[],{"categories":3212},[267],{"categories":3214},[323],{"categories":3216},[264],{"categories":3218},[285],{"categories":3220},[323],{"categories":3222},[267],{"categories":3224},[261],{"categories":3226},[261],{"categories":3228},[264],{"categories":3230},[258],{"categories":3232},[],{"categories":3234},[264],{"categories":3236},[],{"categories":3238},[258],{"categories":3240},[264],{"categories":3242},[267],{"categories":3244},[267],{"categories":3246},[],{"categories":3248},[316],{"categories":3250},[316],{"categories":3252},[323],{"categories":3254},[306],{"categories":3256},[],{"categories":3258},[264],{"categories":3260},[258],{"categories":3262},[264],{"categories":3264},[316],{"categories":3266},[258],{"categories":3268},[285],{"categories":3270},[285],{"categories":3272},[],{"categories":3274},[285],{"categories":3276},[267],{"categories":3278},[306],{"categories":3280},[309],{"categories":3282},[264],{"categories":3284},[],{"categories":3286},[285],{"categories":3288},[316],{"categories":3290},[261],{"categories":3292},[264],{"categories":3294},[258],{"categories":3296},[580],{"categories":3298},[258],{"categories":3300},[],{"categories":3302},[],{"categories":3304},[285],{"categories":3306},[],{"categories":3308},[267],{"categories":3310},[267],{"categories":3312},[267],{"categories":3314},[],{"categories":3316},[264],{"categories":3318},[],{"categories":3320},[285],{"categories":3322},[258],{"categories":3324},[306],{"categories":3326},[264],{"categories":3328},[285],{"categories":3330},[285],{"categories":3332},[],{"categories":3334},[285],{"categories":3336},[258],{"categories":3338},[264],{"categories":3340},[],{"categories":3342},[267],{"categories":3344},[267],{"categories":3346},[258],{"categories":3348},[],{"categories":3350},[],{"categories":3352},[],{"categories":3354},[306],{"categories":3356},[267],{"categories":3358},[264],{"categories":3360},[],{"categories":3362},[],{"categories":3364},[],{"categories":3366},[306],{"categories":3368},[],{"categories":3370},[258],{"categories":3372},[],{"categories":3374},[],{"categories":3376},[306],{"categories":3378},[264],{"categories":3380},[285],{"categories":3382},[],{"categories":3384},[323],{"categories":3386},[285],{"categories":3388},[323],{"categories":3390},[264],{"categories":3392},[],{"categories":3394},[],{"categories":3396},[267],{"categories":3398},[],{"categories":3400},[],{"categories":3402},[267],{"categories":3404},[264],{"categories":3406},[],{"categories":3408},[267],{"categories":3410},[285],{"categories":3412},[323],{"categories":3414},[309],{"categories":3416},[267],{"categories":3418},[267],{"categories":3420},[],{"categories":3422},[],{"categories":3424},[],{"categories":3426},[285],{"categories":3428},[],{"categories":3430},[],{"categories":3432},[306],{"categories":3434},[258],{"categories":3436},[],{"categories":3438},[261],{"categories":3440},[323],{"categories":3442},[264],{"categories":3444},[316],{"categories":3446},[258],{"categories":3448},[309],{"categories":3450},[261],{"categories":3452},[316],{"categories":3454},[],{"categories":3456},[],{"categories":3458},[267],{"categories":3460},[258],{"categories":3462},[306],{"categories":3464},[258],{"categories":3466},[267],{"categories":3468},[580],{"categories":3470},[267],{"categories":3472},[],{"categories":3474},[264],{"categories":3476},[285],{"categories":3478},[316],{"categories":3480},[],{"categories":3482},[306],{"categories":3484},[285],{"categories":3486},[258],{"categories":3488},[267],{"categories":3490},[264],{"categories":3492},[261],{"categories":3494},[267,580],{"categories":3496},[267],{"categories":3498},[316],{"categories":3500},[264],{"categories":3502},[309],{"categories":3504},[323],{"categories":3506},[267],{"categories":3508},[],{"categories":3510},[267],{"categories":3512},[264],{"categories":3514},[261],{"categories":3516},[],{"categories":3518},[],{"categories":3520},[264],{"categories":3522},[309],{"categories":3524},[264],{"categories":3526},[],{"categories":3528},[285],{"categories":3530},[],{"categories":3532},[285],{"categories":3534},[316],{"categories":3536},[267],{"categories":3538},[264],{"categories":3540},[323],{"categories":3542},[316],{"categories":3544},[],{"categories":3546},[285],{"categories":3548},[264],{"categories":3550},[],{"categories":3552},[264],{"categories":3554},[267],{"categories":3556},[264],{"categories":3558},[267],{"categories":3560},[264],{"categories":3562},[264],{"categories":3564},[264],{"categories":3566},[264],{"categories":3568},[261],{"categories":3570},[],{"categories":3572},[270],{"categories":3574},[285],{"categories":3576},[264],{"categories":3578},[],{"categories":3580},[316],{"categories":3582},[264],{"categories":3584},[264],{"categories":3586},[267],{"categories":3588},[285],{"categories":3590},[264],{"categories":3592},[264],{"categories":3594},[261],{"categories":3596},[267],{"categories":3598},[306],{"categories":3600},[],{"categories":3602},[309],{"categories":3604},[264],{"categories":3606},[],{"categories":3608},[285],{"categories":3610},[323],{"categories":3612},[],{"categories":3614},[],{"categories":3616},[285],{"categories":3618},[285],{"categories":3620},[323],{"categories":3622},[258],{"categories":3624},[267],{"categories":3626},[267],{"categories":3628},[264],{"categories":3630},[261],{"categories":3632},[],{"categories":3634},[],{"categories":3636},[285],{"categories":3638},[309],{"categories":3640},[316],{"categories":3642},[267],{"categories":3644},[306],{"categories":3646},[309],{"categories":3648},[309],{"categories":3650},[],{"categories":3652},[285],{"categories":3654},[264],{"categories":3656},[264],{"categories":3658},[316],{"categories":3660},[],{"categories":3662},[285],{"categories":3664},[285],{"categories":3666},[285],{"categories":3668},[],{"categories":3670},[267],{"categories":3672},[264],{"categories":3674},[],{"categories":3676},[258],{"categories":3678},[261],{"categories":3680},[],{"categories":3682},[264],{"categories":3684},[264],{"categories":3686},[],{"categories":3688},[316],{"categories":3690},[],{"categories":3692},[],{"categories":3694},[],{"categories":3696},[],{"categories":3698},[264],{"categories":3700},[285],{"categories":3702},[],{"categories":3704},[],{"categories":3706},[264],{"categories":3708},[264],{"categories":3710},[264],{"categories":3712},[309],{"categories":3714},[264],{"categories":3716},[309],{"categories":3718},[],{"categories":3720},[309],{"categories":3722},[309],{"categories":3724},[580],{"categories":3726},[267],{"categories":3728},[316],{"categories":3730},[],{"categories":3732},[],{"categories":3734},[309],{"categories":3736},[316],{"categories":3738},[316],{"categories":3740},[316],{"categories":3742},[],{"categories":3744},[258],{"categories":3746},[316],{"categories":3748},[316],{"categories":3750},[258],{"categories":3752},[316],{"categories":3754},[261],{"categories":3756},[316],{"categories":3758},[316],{"categories":3760},[316],{"categories":3762},[309],{"categories":3764},[285],{"categories":3766},[285],{"categories":3768},[264],{"categories":3770},[316],{"categories":3772},[309],{"categories":3774},[580],{"categories":3776},[309],{"categories":3778},[309],{"categories":3780},[309],{"categories":3782},[],{"categories":3784},[261],{"categories":3786},[],{"categories":3788},[580],{"categories":3790},[316],{"categories":3792},[316],{"categories":3794},[316],{"categories":3796},[267],{"categories":3798},[285,261],{"categories":3800},[309],{"categories":3802},[],{"categories":3804},[],{"categories":3806},[309],{"categories":3808},[],{"categories":3810},[309],{"categories":3812},[285],{"categories":3814},[267],{"categories":3816},[],{"categories":3818},[316],{"categories":3820},[264],{"categories":3822},[306],{"categories":3824},[],{"categories":3826},[264],{"categories":3828},[],{"categories":3830},[285],{"categories":3832},[258],{"categories":3834},[309],{"categories":3836},[],{"categories":3838},[316],{"categories":3840},[285],[3842,3968,4029,4094],{"id":3843,"title":3844,"ai":3845,"body":3850,"categories":3950,"created_at":214,"date_modified":214,"description":3951,"extension":215,"faq":214,"featured":216,"kicker_label":214,"meta":3952,"navigation":237,"path":3953,"published_at":3954,"question":214,"scraped_at":3955,"seo":3956,"sitemap":3957,"source_id":3958,"source_name":3959,"source_type":3960,"source_url":3961,"stem":3962,"tags":3963,"thumbnail_url":214,"tldr":3965,"tweet":214,"unknown_tags":3966,"__hash__":3967},"summaries\u002Fsummaries\u002F993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary.md","Claude Code Power Features: Mobile, Loops, Hooks, Worktrees",{"provider":7,"model":8,"input_tokens":3846,"output_tokens":3847,"processing_time_ms":3848,"cost_usd":3849},5032,1332,11135,0.00120545,{"type":14,"value":3851,"toc":3944},[3852,3856,3872,3886,3890,3901,3908,3912,3915,3918,3922,3932,3938],[17,3853,3855],{"id":3854},"multi-device-sessions-enable-seamless-context-switching","Multi-Device Sessions Enable Seamless Context Switching",[22,3857,3858,3859,3863,3864,3867,3868,3871],{},"Start coding on iOS or Android mobile apps, then use ",[3860,3861,3862],"code",{},"\u002Fteleport"," or ",[3860,3865,3866],{},"--teleport"," to shift sessions to web, desktop, or terminal without losing context. Control local sessions remotely via ",[3860,3869,3870],{},"\u002Fremote control"," from phone or web. This lets you begin on convenient devices and finish on powerful ones, turning Claude Code into a portable dev environment rather than a laptop-bound tool.",[22,3873,3874,3875,3863,3878,3881,3882,3885],{},"Fork sessions with ",[3860,3876,3877],{},"\u002Fbranch",[3860,3879,3880],{},"--fork-session"," to experiment on alternate paths while preserving the original context. Use ",[3860,3883,3884],{},"\u002Fbtw"," for quick side queries that don't pollute the main thread, keeping primary workflows focused and effective.",[17,3887,3889],{"id":3888},"automate-repetitive-tasks-with-loops-and-scheduling","Automate Repetitive Tasks with Loops and Scheduling",[22,3891,3892,3893,3896,3897,3900],{},"Set up recurring automation using ",[3860,3894,3895],{},"\u002Floop"," and ",[3860,3898,3899],{},"\u002Fschedule"," for tasks like PR cleanup, rebasing, collecting Slack feedback, sweeping review comments, or pruning stale PRs. These turn one-shot prompts into persistent co-workers that run at intervals (e.g., every 30 minutes), eliminating manual checks and scaling repeatable workflows into reliable skills.",[22,3902,3903,3904,3907],{},"For large changesets, ",[3860,3905,3906],{},"\u002Fbatch"," interviews you first then fans work across multiple agents in git worktrees, ideal for codebase-wide migrations without overwhelming a single session.",[17,3909,3911],{"id":3910},"add-programmability-and-verification-for-reliable-outputs","Add Programmability and Verification for Reliable Outputs",[22,3913,3914],{},"Hooks inject deterministic logic into the agent lifecycle: auto-load contexts on start, log bash commands pre-tool run, route permissions for approval, or prompt continuation when Claude stalls. This makes Claude Code programmable around the edges, boosting control and reducing hallucinations.",[22,3916,3917],{},"Verification ensures accuracy—use dispatch and co-work to let Claude inspect its own output. For frontend\u002Fweb, leverage the Chrome extension or desktop app's built-in browser to auto-launch servers and visually test changes, iterating until results match intent instead of just compiling.",[17,3919,3921],{"id":3920},"advanced-flags-scale-workflows-across-repos-and-agents","Advanced Flags Scale Workflows Across Repos and Agents",[22,3923,3924,3927,3928,3931],{},[3860,3925,3926],{},"--bare"," skips .claude file loading for faster non-interactive\u002FSDK runs, cutting startup overhead. ",[3860,3929,3930],{},"--add-dir"," grants access to multiple folders, handling multi-repo projects without constant context switches.",[22,3933,3934,3937],{},[3860,3935,3936],{},"--agent"," loads custom system prompts and tools from .claude\u002Fagents folder, creating specialists for analysis, migrations, testing, or docs. Combine with git worktrees for isolated parallel Claudes in one repo, preventing interference on separate problems.",[22,3939,3940,3943],{},[3860,3941,3942],{},"\u002Fvoice"," supports spoken coding, underrated for rapid iteration. Together, these treat Claude Code as an operating environment: mobile + hooks + loops + worktrees + agents yield structured, high-output dev flows that maximize paid usage beyond simple prompts.",{"title":206,"searchDepth":207,"depth":207,"links":3945},[3946,3947,3948,3949],{"id":3854,"depth":207,"text":3855},{"id":3888,"depth":207,"text":3889},{"id":3910,"depth":207,"text":3911},{"id":3920,"depth":207,"text":3921},[264],"In this video, I'll be going over Boris Cherny’s favorite hidden and underutilized Claude Code features, including mobile usage, session teleportation, automation with slash loop and slash schedule, hooks, verification workflows, git worktrees, custom agents, and more. Since Boris helped build Claude Code, this is basically a practical look at how someone deeply involved with the product actually uses it day to day.\n\n--\nKey Takeaways:\n\n📱 Claude Code is not limited to the terminal, and Boris says he uses it heavily from mobile on iOS and Android.  \n🔄 You can move sessions across mobile, web, desktop, and terminal with features like slash teleport and slash remote control.  \n⏱️ Slash loop and slash schedule can automate recurring tasks like PR cleanup, rebasing, and collecting feedback.  \n🪝 Hooks let you add deterministic logic around the agent lifecycle, making Claude Code far more programmable.  \n✅ Verification is one of the most important parts of using Claude Code well, especially for frontend and web workflows.  \n🌲 Git worktrees, slash batch, and session forking make parallel work much easier without losing context.  \n⚙️ Flags like dash dash bare, dash dash add dir, and dash dash agent can make Claude Code much more powerful for advanced workflows.  \n🎙️ Overall, the big takeaway is that power users are treating Claude Code like a full operating environment, not just a terminal chatbot.",{},"\u002Fsummaries\u002F993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary","2026-03-30 10:32:49","2026-04-04 23:02:26",{"title":3844,"description":3951},{"loc":3953},"993dabb0d5cad72f","AICodeKing","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pgopk2SFl5Y","summaries\u002F993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary",[3964,249,251,250],"ai-tools","Treat Claude Code as a full dev OS with multi-device sessions (slash teleport), automation (slash loop\u002Fschedule), hooks for lifecycle control, git worktrees for parallel work, and verification workflows—instead of a basic terminal chatbot.",[251,250],"lG-SD9v8kLhAwKXklkzaAQf37kO6jDzraZOSJ_2WNWM",{"id":3969,"title":3970,"ai":3971,"body":3976,"categories":4004,"created_at":214,"date_modified":214,"description":206,"extension":215,"faq":214,"featured":216,"kicker_label":214,"meta":4005,"navigation":237,"path":4017,"published_at":214,"question":214,"scraped_at":4018,"seo":4019,"sitemap":4020,"source_id":4021,"source_name":4022,"source_type":245,"source_url":4023,"stem":4024,"tags":4025,"thumbnail_url":214,"tldr":4026,"tweet":214,"unknown_tags":4027,"__hash__":4028},"summaries\u002Fsummaries\u002F8790295fa452f7ab-tokenmaxxing-leaderboards-risk-waste-over-ai-produ-summary.md","Tokenmaxxing Leaderboards Risk Waste Over AI Productivity",{"provider":7,"model":8,"input_tokens":3972,"output_tokens":3973,"processing_time_ms":3974,"cost_usd":3975},6132,2022,15130,0.0022149,{"type":14,"value":3977,"toc":3999},[3978,3982,3985,3989,3992,3996],[17,3979,3981],{"id":3980},"tokenmaxxing-drives-competition-on-ai-compute-spend","Tokenmaxxing Drives Competition on AI Compute Spend",[22,3983,3984],{},"Tokens, roughly ¾ of a word, measure LLM inputs and dictate pricing. Tokenmaxxing means maximizing token usage, with leaderboards at Meta ('Claudeonomics' for 'Token Legend' status), OpenAI, and Anthropic turning it into a contest. Engineers flex weekly spends of thousands of dollars on X; Y Combinator CEO Garry Tan boasts his firm has 'been tokenmaxxing longer than most.' Nvidia's Jensen Huang warns he'd be 'deeply alarmed' if a $500,000 engineer consumes under $250,000 in tokens yearly, viewing high spend as essential for innovation. Businesses' monthly AI spend has quadrupled per Gartner data cited by Ramp, making compute a key bottleneck.",[17,3986,3988],{"id":3987},"leaderboards-gamify-usage-sparking-waste-concerns","Leaderboards Gamify Usage, Sparking Waste Concerns",[22,3990,3991],{},"Critics argue token spend is a flawed proxy like BMI—quick signal but ignores efficiency. Linear COO Cristina Cordova compares it to ranking marketers by ad spend, not results: 'Don't mistake high burn rate for high success rate.' Khosla's Jon Chu reports Meta engineers building token-burning bots in loops. 'The Pragmatic Engineer' Gergely Orosz notes devs game any metric for bonuses. Chester Zelaya calls it 'heinous,' insisting superior engineers solve problems with fewer tokens. Dylan Mitic warns 'tokenmaxxing without tokenverifying is just tokenslopping.' Persona engineer Arush Shankar deems it an output signal, never used alone.",[17,3993,3995],{"id":3994},"practical-trade-offs-for-ai-teams","Practical Trade-offs for AI Teams",[22,3997,3998],{},"Proponents see it fostering AI adoption; detractors predict performative waste amid rising costs. Builders should pair token tracking with output verification—e.g., code quality, feature velocity—to avoid slop. As compute becomes employee currency, measure impact per token, not total burn.",{"title":206,"searchDepth":207,"depth":207,"links":4000},[4001,4002,4003],{"id":3980,"depth":207,"text":3981},{"id":3987,"depth":207,"text":3988},{"id":3994,"depth":207,"text":3995},[285],{"content_references":4006,"triage":4015},[4007,4011],{"type":220,"title":4008,"url":4009,"context":4010},"Meta Employees Vie for ‘AI Token Legend’ Status","https:\u002F\u002Fwww.theinformation.com\u002Farticles\u002Fmeta-employees-vie-ai-token-legend-status","cited",{"type":220,"title":4012,"publisher":4013,"url":4014,"context":4010},"Tokenmaxxing AI Agents","The New York Times","https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F03\u002F20\u002Ftechnology\u002Ftokenmaxxing-ai-agents.html",{"relevance":233,"novelty":234,"quality":233,"actionability":233,"composite":235,"reasoning":4016},"Category: AI & LLMs. The article discusses the implications of tokenmaxxing in AI productivity, addressing a specific pain point about efficiency in engineering. It provides practical advice for builders to pair token tracking with output verification, making it actionable.","\u002Fsummaries\u002F8790295fa452f7ab-tokenmaxxing-leaderboards-risk-waste-over-ai-produ-summary","2026-04-16 03:14:24",{"title":3970,"description":206},{"loc":4017},"8790295fa452f7ab","__oneoff__","https:\u002F\u002Fwww.businessinsider.com\u002Ftokenmaxxing-ai-token-leaderboards-debate-2026-4","summaries\u002F8790295fa452f7ab-tokenmaxxing-leaderboards-risk-waste-over-ai-produ-summary",[250,251],"Tracking AI token spend via leaderboards like Meta's 'Claudeonomics' incentivizes gaming and bots, not efficient engineering—critics say better engineers solve problems with fewer tokens.",[250,251],"84yyhpp2afNGLZ9fSIjwqJkVl0CWzW1vHPvdfy5QnSg",{"id":4030,"title":4031,"ai":4032,"body":4037,"categories":4065,"created_at":214,"date_modified":214,"description":206,"extension":215,"faq":214,"featured":216,"kicker_label":214,"meta":4066,"navigation":237,"path":4082,"published_at":4083,"question":214,"scraped_at":4083,"seo":4084,"sitemap":4085,"source_id":4086,"source_name":4087,"source_type":245,"source_url":4088,"stem":4089,"tags":4090,"thumbnail_url":214,"tldr":4091,"tweet":214,"unknown_tags":4092,"__hash__":4093},"summaries\u002Fsummaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary.md","10x Engineering Speed with Codex and ChatGPT Rollout",{"provider":7,"model":8,"input_tokens":4033,"output_tokens":4034,"processing_time_ms":4035,"cost_usd":4036},6573,1470,21414,0.00202695,{"type":14,"value":4038,"toc":4060},[4039,4043,4046,4050,4053,4057],[17,4040,4042],{"id":4041},"dual-layer-rollout-balances-broad-access-and-deep-integration","Dual-Layer Rollout Balances Broad Access and Deep Integration",[22,4044,4045],{},"AutoScout24 deployed ChatGPT organization-wide to 2,000 employees for baseline AI literacy, while integrating Codex—a coding agent—into engineering, data, and product workflows for 1,000 builders. After a 3-month team evaluation confirming usability, compatibility, and productivity gains, Codex handled high-impact tasks like automated pull request reviews, large-scale refactoring, technical documentation, and post-incident analysis. Non-technical roles used AI for rapid prototyping, cutting manual workloads and enabling faster platform improvements for 30 million users and 45,000 dealers. A cross-functional AI Champions network created feedback loops, embedding AI into existing processes to drive organic adoption without top-down mandates.",[17,4047,4049],{"id":4048},"quantified-wins-in-speed-quality-and-throughput","Quantified Wins in Speed, Quality, and Throughput",[22,4051,4052],{},"Development timelines dropped ~10x for select projects—from 2-3 weeks to 2-3 days—boosting iteration and experimentation. Code quality rose via automated reviews ensuring consistency, while engineering throughput increased overall. This scaled innovation amid legacy migrations and complexity, directly improving buyer search\u002Fpurchase flows and dealer marketing tools.",[17,4054,4056],{"id":4055},"leadership-principles-for-ai-scaling","Leadership Principles for AI Scaling",[22,4058,4059],{},"Combine broad access (ChatGPT) with targeted integration (Codex) to amplify impact; prioritize real-world use cases over mandates; use champions for organic knowledge spread; evaluate tools on metrics like productivity and quality; augment teams rather than replace them. Future plans deepen AI into core systems for greater automation.",{"title":206,"searchDepth":207,"depth":207,"links":4061},[4062,4063,4064],{"id":4041,"depth":207,"text":4042},{"id":4048,"depth":207,"text":4049},{"id":4055,"depth":207,"text":4056},[258],{"content_references":4067,"triage":4078},[4068,4073,4075],{"type":4069,"title":4070,"publisher":4071,"url":4072,"context":229},"tool","ChatGPT","OpenAI","https:\u002F\u002Fchatgpt.com",{"type":4069,"title":4074,"publisher":4071,"context":229},"Codex",{"type":220,"title":4076,"url":4077,"context":229},"AutoScout24 Group","https:\u002F\u002Fwww.autoscout24.com\u002F",{"relevance":4079,"novelty":233,"quality":233,"actionability":233,"composite":4080,"reasoning":4081},5,4.35,"Category: AI Automation. The article provides a detailed case study on how AutoScout24 effectively integrated AI tools like ChatGPT and Codex to enhance engineering productivity, addressing the audience's need for practical applications of AI in product development. It outlines specific outcomes, such as reducing development cycles by 10x, which offers actionable insights for builders looking to implement similar strategies.","\u002Fsummaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary","2026-05-13 12:01:01",{"title":4031,"description":206},{"loc":4082},"dd83ecd40f2ff407","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fautoscout24","summaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary",[3964,251,250],"AutoScout24 slashed dev cycles from 2-3 weeks to 2-3 days by giving ChatGPT to 2,000 employees and Codex to 1,000 builders, using AI champions and workflow integration for organic adoption.",[251,250],"DW5vKJyQMcoZ528SVvGRb8e-hP_6f5KPNEHwSymNVE4",{"id":4095,"title":4096,"ai":4097,"body":4102,"categories":4243,"created_at":214,"date_modified":214,"description":206,"extension":215,"faq":214,"featured":216,"kicker_label":214,"meta":4244,"navigation":237,"path":4248,"published_at":4249,"question":214,"scraped_at":4250,"seo":4251,"sitemap":4252,"source_id":4253,"source_name":4254,"source_type":245,"source_url":4255,"stem":4256,"tags":4257,"thumbnail_url":214,"tldr":4259,"tweet":214,"unknown_tags":4260,"__hash__":4261},"summaries\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary.md","Python Tricks: Scripts to Invisible Automation Systems",{"provider":7,"model":8,"input_tokens":4098,"output_tokens":4099,"processing_time_ms":4100,"cost_usd":4101},4938,1580,25939,0.00127075,{"type":14,"value":4103,"toc":4238},[4104,4108,4119,4130,4148,4152,4162,4176,4180,4191,4205,4215,4225,4235],[17,4105,4107],{"id":4106},"composable-primitives-eliminate-string-hacking-and-boilerplate","Composable Primitives Eliminate String Hacking and Boilerplate",[22,4109,4110,4111,4114,4115,4118],{},"Replace ugly string concatenation for files with ",[3860,4112,4113],{},"pathlib",": ",[3860,4116,4117],{},"from pathlib import Path; base = Path(\"data\"); file_path = base \u002F \"output\" \u002F \"file.txt\"; file_path.write_text(\"Hello world\")",". Paths stay readable, cross-OS compatible, and composable—crucial since automation centers on file manipulation. Avoid string hacks, as they lead to bugs: “If your file code looks like string manipulation, you’re one bug away from regret.”",[22,4120,4121,4122,4125,4126,4129],{},"For iteration, use ",[3860,4123,4124],{},"itertools.product"," over loops: ",[3860,4127,4128],{},"from itertools import product; colors = [\"red\", \"blue\"]; sizes = [\"S\", \"M\", \"L\"]; list(product(colors, sizes))"," generates cartesian products instantly for test cases, datasets, or configs—replacing 20-line loops.",[22,4131,4132,4133,4114,4136,4139,4140,4143,4144,4147],{},"Ditch manual constructors with ",[3860,4134,4135],{},"dataclasses",[3860,4137,4138],{},"@dataclass class Job: title: str; company: str; salary: int"," auto-generates ",[3860,4141,4142],{},"__init__",", ",[3860,4145,4146],{},"__repr__",", and comparisons, cutting repetitive code so you focus on workflows, not boilerplate.",[17,4149,4151],{"id":4150},"observability-turns-debugging-into-narratives","Observability Turns Debugging into Narratives",[22,4153,4154,4155,3863,4158,4161],{},"f-Strings make logs readable: ",[3860,4156,4157],{},"user = \"qasim\"; action = \"login\"; print(f\"[INFO] User {user} performed {action}\")",[3860,4159,4160],{},"print(f\"[DEBUG] processing={i} | status={status} | items={len(data)}\")",". They create narrative visibility, speeding automation fixes.",[22,4163,4164,4165,4168,4169,4114,4172,4175],{},"Swap ",[3860,4166,4167],{},"print"," for ",[3860,4170,4171],{},"logging",[3860,4173,4174],{},"import logging; logging.basicConfig(level=logging.INFO); logging.info(\"Pipeline started\"); logging.warning(\"Missing values detected\")",". In pipelines, this enables observing systems, not just running code—essential for production debugging without flying blind.",[17,4177,4179],{"id":4178},"safety-nets-cli-tools-and-system-control-scale-automation","Safety Nets, CLI Tools, and System Control Scale Automation",[22,4181,4182,4183,4186,4187,4190],{},"Context managers prevent leaks: ",[3860,4184,4185],{},"with open(\"data.txt\") as f: data = f.read()",". Custom ones add power: ",[3860,4188,4189],{},"@contextmanager def timer(): start = time.time(); yield; print(\"Elapsed:\", time.time() - start); with timer(): sum(range(1_000_000))",". Automation becomes safe by default—no forgotten closes.",[22,4192,4193,4194,4114,4197,4200,4201,4204],{},"Make scripts tools with ",[3860,4195,4196],{},"argparse",[3860,4198,4199],{},"parser = argparse.ArgumentParser(); parser.add_argument(\"--input\"); parser.add_argument(\"--mode\"); args = parser.parse_args()"," lets you run ",[3860,4202,4203],{},"python app.py --input data.csv --mode fast",", turning files into Linux-like CLI without editing code.",[22,4206,4207,4208,4114,4211,4214],{},"Access APIs via ",[3860,4209,4210],{},"requests",[3860,4212,4213],{},"res = requests.get(\"https:\u002F\u002Fapi.github.com\u002Fevents\"); data = res.json(); print(len(data))",". Pair with scheduling\u002Ffiles for scrapers, pipelines, or monitoring—core of most tools, including AI via prompts.",[22,4216,4217,4218,4114,4221,4224],{},"Speed up with ",[3860,4219,4220],{},"asyncio",[3860,4222,4223],{},"async def task(i): await asyncio.sleep(1); return i; async def main(): results = await asyncio.gather(*(task(i) for i in range(5))); asyncio.run(main())"," cuts 5 sequential seconds to ~1 parallel, scaling APIs, scraping, or LLM calls.",[22,4226,4227,4228,4114,4231,4234],{},"Control OS with ",[3860,4229,4230],{},"subprocess",[3860,4232,4233],{},"subprocess.run([\"ls\", \"-l\"])"," for batch renames, CLI orchestration, or pipelines—Python as machine control layer.",[22,4236,4237],{},"Combined, these remove manual decisions: less thinking, repetition, friction. Good automation feels invisible, handling workflows in the background so you stop thinking about them.",{"title":206,"searchDepth":207,"depth":207,"links":4239},[4240,4241,4242],{"id":4106,"depth":207,"text":4107},{"id":4150,"depth":207,"text":4151},{"id":4178,"depth":207,"text":4179},[316],{"content_references":4245,"triage":4246},[],{"relevance":233,"novelty":234,"quality":233,"actionability":233,"composite":235,"reasoning":4247},"Category: AI Automation. The article provides practical Python tricks for building reliable automation systems, addressing the audience's need for actionable content. It includes specific code examples and techniques that can be directly applied to improve automation workflows.","\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary","2026-05-12 15:41:08","2026-05-13 19:01:05",{"title":4096,"description":206},{"loc":4248},"2213f25251a75094","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002F10-python-tricks-that-turn-beginners-into-builders-36c42288ffef?source=rss----78073def27b8---4","summaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary",[4258,249,251],"python","Shift from one-off scripts to reliable systems using pathlib for paths, itertools for combinations, dataclasses for models, logging over print, context managers for safety, argparse for CLI, requests\u002Fasyncio for APIs, and subprocess for OS control—removing manual decisions entirely.",[251],"We0hU3wZU4j3_jCKrixA2VsGroJ-G8A5k73y7Lt-pZc"]