[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary":3,"summaries-facets-categories":144,"summary-related-993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary":3713},{"id":4,"title":5,"ai":6,"body":13,"categories":118,"created_at":120,"date_modified":120,"description":121,"extension":122,"faq":120,"featured":123,"kicker_label":120,"meta":124,"navigation":125,"path":126,"published_at":127,"question":120,"scraped_at":128,"seo":129,"sitemap":130,"source_id":131,"source_name":132,"source_type":133,"source_url":134,"stem":135,"tags":136,"thumbnail_url":120,"tldr":141,"tweet":120,"unknown_tags":142,"__hash__":143},"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":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5032,1332,11135,0.00120545,{"type":14,"value":15,"toc":110},"minimark",[16,21,38,52,56,67,74,78,81,84,88,98,104],[17,18,20],"h2",{"id":19},"multi-device-sessions-enable-seamless-context-switching","Multi-Device Sessions Enable Seamless Context Switching",[22,23,24,25,29,30,33,34,37],"p",{},"Start coding on iOS or Android mobile apps, then use ",[26,27,28],"code",{},"\u002Fteleport"," or ",[26,31,32],{},"--teleport"," to shift sessions to web, desktop, or terminal without losing context. Control local sessions remotely via ",[26,35,36],{},"\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.",[22,39,40,41,29,44,47,48,51],{},"Fork sessions with ",[26,42,43],{},"\u002Fbranch",[26,45,46],{},"--fork-session"," to experiment on alternate paths while preserving the original context. Use ",[26,49,50],{},"\u002Fbtw"," for quick side queries that don't pollute the main thread, keeping primary workflows focused and effective.",[17,53,55],{"id":54},"automate-repetitive-tasks-with-loops-and-scheduling","Automate Repetitive Tasks with Loops and Scheduling",[22,57,58,59,62,63,66],{},"Set up recurring automation using ",[26,60,61],{},"\u002Floop"," and ",[26,64,65],{},"\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.",[22,68,69,70,73],{},"For large changesets, ",[26,71,72],{},"\u002Fbatch"," interviews you first then fans work across multiple agents in git worktrees, ideal for codebase-wide migrations without overwhelming a single session.",[17,75,77],{"id":76},"add-programmability-and-verification-for-reliable-outputs","Add Programmability and Verification for Reliable Outputs",[22,79,80],{},"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.",[22,82,83],{},"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.",[17,85,87],{"id":86},"advanced-flags-scale-workflows-across-repos-and-agents","Advanced Flags Scale Workflows Across Repos and Agents",[22,89,90,93,94,97],{},[26,91,92],{},"--bare"," skips .claude file loading for faster non-interactive\u002FSDK runs, cutting startup overhead. ",[26,95,96],{},"--add-dir"," grants access to multiple folders, handling multi-repo projects without constant context switches.",[22,99,100,103],{},[26,101,102],{},"--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.",[22,105,106,109],{},[26,107,108],{},"\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":111,"searchDepth":112,"depth":112,"links":113},"",2,[114,115,116,117],{"id":19,"depth":112,"text":20},{"id":54,"depth":112,"text":55},{"id":76,"depth":112,"text":77},{"id":86,"depth":112,"text":87},[119],"AI & LLMs",null,"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.","md",false,{},true,"\u002Fsummaries\u002F993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary","2026-03-30 10:32:49","2026-04-04 23:02:26",{"title":5,"description":121},{"loc":126},"993dabb0d5cad72f","AICodeKing","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pgopk2SFl5Y","summaries\u002F993dabb0d5cad72f-claude-code-power-features-mobile-loops-hooks-work-summary",[137,138,139,140],"ai-tools","automation","dev-productivity","ai-llms","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.",[139,140],"lG-SD9v8kLhAwKXklkzaAQf37kO6jDzraZOSJ_2WNWM",[145,148,151,153,156,159,161,163,165,167,169,171,174,176,178,180,182,184,186,188,190,192,195,198,200,202,205,207,209,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2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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.",[17,3732,3734],{"id":3733},"quantified-wins-in-speed-quality-and-throughput","Quantified Wins in Speed, Quality, and Throughput",[22,3736,3737],{},"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.",[17,3739,3741],{"id":3740},"leadership-principles-for-ai-scaling","Leadership Principles for AI Scaling",[22,3743,3744],{},"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":111,"searchDepth":112,"depth":112,"links":3746},[3747,3748,3749],{"id":3726,"depth":112,"text":3727},{"id":3733,"depth":112,"text":3734},{"id":3740,"depth":112,"text":3741},[147],{"content_references":3752,"triage":3765},[3753,3759,3761],{"type":3754,"title":3755,"publisher":3756,"url":3757,"context":3758},"tool","ChatGPT","OpenAI","https:\u002F\u002Fchatgpt.com","mentioned",{"type":3754,"title":3760,"publisher":3756,"context":3758},"Codex",{"type":3762,"title":3763,"url":3764,"context":3758},"other","AutoScout24 Group","https:\u002F\u002Fwww.autoscout24.com\u002F",{"relevance":3766,"novelty":3767,"quality":3767,"actionability":3767,"composite":3768,"reasoning":3769},5,4,4.35,"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":3716,"description":111},{"loc":3770},"dd83ecd40f2ff407","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fautoscout24","summaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary",[137,139,140],"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.",[139,140],"DW5vKJyQMcoZ528SVvGRb8e-hP_6f5KPNEHwSymNVE4",{"id":3784,"title":3785,"ai":3786,"body":3791,"categories":3843,"created_at":120,"date_modified":120,"description":111,"extension":122,"faq":120,"featured":123,"kicker_label":120,"meta":3844,"navigation":125,"path":3853,"published_at":3854,"question":120,"scraped_at":3855,"seo":3856,"sitemap":3857,"source_id":3858,"source_name":3859,"source_type":3776,"source_url":3860,"stem":3861,"tags":3862,"thumbnail_url":120,"tldr":3863,"tweet":3864,"unknown_tags":3865,"__hash__":3866},"summaries\u002Fsummaries\u002F6db1795487fd97f5-hooks-ensure-deterministic-claude-code-behavior-summary.md","Hooks Ensure Deterministic Claude Code Behavior",{"provider":7,"model":8,"input_tokens":3787,"output_tokens":3788,"processing_time_ms":3789,"cost_usd":3790},3937,1408,25649,0.00146875,{"type":14,"value":3792,"toc":3837},[3793,3797,3804,3808,3815,3819,3822,3826],[17,3794,3796],{"id":3795},"run-commands-every-time-with-lifecycle-hooks","Run Commands Every Time with Lifecycle Hooks",[22,3798,3799,3800,3803],{},"Hooks in Claude Code execute deterministically at five key events—user prompt submit (before processing), pre-tool use (before tool calls), post-tool use (after), notification (on sends), and stop (on finish)—unlike prompt instructions that sometimes fail. Define them in ",[26,3801,3802],{},".claude\u002Fsettings.json"," with an event, optional matcher (e.g., \"edit\" or \"multi-edit\" for file changes), and command. This guarantees actions like logging every command for compliance or notifying on task completion, eliminating reliance on Claude's inconsistent prompt adherence.",[17,3805,3807],{"id":3806},"auto-format-files-after-edits","Auto-Format Files After Edits",[22,3809,3810,3811,3814],{},"Set a post-tool-use hook with matcher \"edit\" or \"multi-edit\" to trigger formatters on every file modification. The command reads stdin for details, checks file extension, and runs project-specific tools: Prettier for TypeScript\u002FJS, gofmt for Go, Ruff for Python. Use ",[26,3812,3813],{},"$CLAUDE_PROJECT_DIR"," environment variable to reference scripts reliably, regardless of working directory. Result: Clean, consistent code without manual intervention or prompt nagging.",[17,3816,3818],{"id":3817},"block-dangerous-operations-pre-tool-use","Block Dangerous Operations Pre-Tool-Use",[22,3820,3821],{},"Pre-tool-use hooks receive tool name and input as JSON on stdin. Exit code 0 allows the action; exit code 2 blocks it, feeding stderr message back to Claude for adjustment. Enforce rules like: reject writes to production config dirs, block bash with \"rm -rf\", or prevent commits in restricted domains. This creates hard safeguards, overriding Claude's judgment for compliance-critical environments.",[17,3823,3825],{"id":3824},"share-hooks-repo-wide-for-teams","Share Hooks Repo-Wide for Teams",[22,3827,3828,3829,3832,3833,3836],{},"Store ",[26,3830,3831],{},"settings.json"," in ",[26,3834,3835],{},".claude\u002F"," and commit to repo—hooks apply project-level automatically for all teammates. No per-user setup needed. Combine with reference scripts in the project for portable, deterministic workflows across machines.",{"title":111,"searchDepth":112,"depth":112,"links":3838},[3839,3840,3841,3842],{"id":3795,"depth":112,"text":3796},{"id":3806,"depth":112,"text":3807},{"id":3817,"depth":112,"text":3818},{"id":3824,"depth":112,"text":3825},[147],{"content_references":3845,"triage":3850},[3846],{"type":3762,"title":3847,"url":3848,"context":3849},"Claude Courses","https:\u002F\u002Fclaude.com\u002Fcourses","recommended",{"relevance":3766,"novelty":3767,"quality":3767,"actionability":3766,"composite":3851,"reasoning":3852},4.55,"Category: AI Automation. The article provides detailed instructions on configuring lifecycle hooks in Claude Code, addressing practical automation needs for developers. It includes specific commands and examples, making it immediately actionable for teams looking to enhance their coding workflows.","\u002Fsummaries\u002F6db1795487fd97f5-hooks-ensure-deterministic-claude-code-behavior-summary","2026-05-07 01:24:38","2026-05-09 15:34:39",{"title":3785,"description":111},{"loc":3853},"6db1795487fd97f5","AI Summaries (evaluation playlist)","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=IkaPHiMDazM","summaries\u002F6db1795487fd97f5-hooks-ensure-deterministic-claude-code-behavior-summary",[137,138,139],"Configure hooks in settings.json to run commands every time at lifecycle events like post-tool-use for auto-formatting or pre-tool-use to block rm -rf, sharing them repo-wide for team consistency.","Explains how to configure hooks in Claude Code's `settings.json` for deterministic command execution at lifecycle events like post-tool-use (e.g., auto-formatting after edits) or pre-tool-use (e.g., blocking risky file ops or bash commands), with project-level sharing via repo check-in.",[139],"-BZ82wYfQxRaWnjtTX5RwbRZUFKvRAjDuY-xH0eUDDI",{"id":3868,"title":3869,"ai":3870,"body":3875,"categories":4070,"created_at":120,"date_modified":120,"description":111,"extension":122,"faq":120,"featured":123,"kicker_label":120,"meta":4071,"navigation":125,"path":4087,"published_at":4088,"question":120,"scraped_at":4089,"seo":4090,"sitemap":4091,"source_id":4092,"source_name":4093,"source_type":3776,"source_url":4094,"stem":4095,"tags":4096,"thumbnail_url":120,"tldr":4097,"tweet":120,"unknown_tags":4098,"__hash__":4099},"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":3871,"output_tokens":3872,"processing_time_ms":3873,"cost_usd":3874},8626,3137,30288,0.0032712,{"type":14,"value":3876,"toc":4064},[3877,3881,3884,3887,3890,3893,3897,3900,3906,3927,3932,3963,3966,3970,3973,3984,3990,3995,4015,4018,4025,4028,4032],[17,3878,3880],{"id":3879},"hollowing-out-ai-erodes-roles-before-replacing-them","Hollowing Out: AI Erodes Roles Before Replacing Them",[22,3882,3883],{},"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.",[22,3885,3886],{},"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.",[22,3888,3889],{},"\"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.\"",[22,3891,3892],{},"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.",[17,3894,3896],{"id":3895},"run-the-t-c-l-d-audit-on-your-work","Run the T-C-L-D Audit on Your Work",[22,3898,3899],{},"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.",[22,3901,3902],{},[3903,3904,3905],"strong",{},"Steps:",[3907,3908,3909,3913,3921,3924],"ol",{},[3910,3911,3912],"li",{},"Open all sources side-by-side.",[3910,3914,3915,3916,3920],{},"Tag ",[3917,3918,3919],"em",{},"each item"," (meeting, email, doc, message)—not projects\u002Froles—with T, C, L, or D. Use first instinct; agonize = L.",[3910,3922,3923],{},"Count totals by time (hours) or items for proportions.",[3910,3925,3926],{},"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.",[22,3928,3929],{},[3903,3930,3931],{},"Bucket Definitions & Tests:",[3933,3934,3935,3941,3947,3953],"ul",{},[3910,3936,3937,3940],{},[3903,3938,3939],{},"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.\"",[3910,3942,3943,3946],{},[3903,3944,3945],{},"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.",[3910,3948,3949,3952],{},[3903,3950,3951],{},"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.",[3910,3954,3955,3958,3959,3962],{},[3903,3956,3957],{},"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 ",[3917,3960,3961],{},"question",", not just answered it. Rare, power-law distributed (few high-impact hours define careers).",[22,3964,3965],{},"Common pitfalls: Undercount T (confuse 'expected' with 'valuable'); overclaim D (self-image vs. hours logged); ignore L's migration to C.",[17,3967,3969],{"id":3968},"redirect-to-durable-work-results-pitfalls-and-six-moves","Redirect to Durable Work: Results, Pitfalls, and Six Moves",[22,3971,3972],{},"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.",[22,3974,3975,3978,3979,3983],{},[3903,3976,3977],{},"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 ",[3980,3981,3982],"span",{},"is"," question-holding instead of question-answering.\"",[22,3985,3986,3989],{},[3903,3987,3988],{},"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.",[22,3991,3992],{},[3903,3993,3994],{},"Post-Audit Moves (Prioritize by Impact):",[3907,3996,3997,4000,4003,4006,4009,4012],{},[3910,3998,3999],{},"Stop defending T: Delegate\u002Fasync\u002FAI (e.g., bot summaries).",[3910,4001,4002],{},"Automate C: Prompt LLMs for drafts\u002Froutings; spec for juniors.",[3910,4004,4005],{},"Probe L: Articulate judgment— if specifiable, shift to C; else build toward D.",[3910,4007,4008],{},"Amplify D: Propose projects centering it; track\u002Fquantify impact.",[3910,4010,4011],{},"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).",[3910,4013,4014],{},"Re-audit biweekly; share anonymized with peers for calibration.",[22,4016,4017],{},"\"The first sign that your job is on thin ice is often a full calendar and no clue what's happening.\"",[22,4019,4020,4021,4024],{},"\"Your week is not organized around ",[3980,4022,4023],{},"durable work",".\"",[22,4026,4027],{},"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).",[17,4029,4031],{"id":4030},"key-takeaways","Key Takeaways",[3933,4033,4034,4037,4040,4043,4046,4049,4052,4055,4058,4061],{},[3910,4035,4036],{},"Tag last 10 days' items as T\u002FC\u002FL\u002FD to quantify vulnerability—aim \u003C20% T, minimize C\u002FL.",[3910,4038,4039],{},"Eliminate theater first: If no one examines output, AI it now.",[3910,4041,4042],{},"Test commodity: 'Could I spec this for anyone?' → Automate\u002Foffload.",[3910,4044,4045],{},"Seek durable: Did you reframe the question? Double down there.",[3910,4047,4048],{},"Avoid identity trap: Audit hours, not self-image; redirect saved time to D.",[3910,4050,4051],{},"Use AI for audit (chunked prompts) but supply your definitions.",[3910,4053,4054],{},"Re-run biweekly; downturns accelerate shifts—act pre-shock.",[3910,4056,4057],{},"Power-law careers: Few D moments define you; organize week around them.",[3910,4059,4060],{},"Question-holding wins: AI answers; you evolve problems.",[3910,4062,4063],{},"Leaders doubling C productivity lose—shift before systems update.",{"title":111,"searchDepth":112,"depth":112,"links":4065},[4066,4067,4068,4069],{"id":3879,"depth":112,"text":3880},{"id":3895,"depth":112,"text":3896},{"id":3968,"depth":112,"text":3969},{"id":4030,"depth":112,"text":4031},[],{"content_references":4072,"triage":4083},[4073,4076,4081],{"type":3762,"title":4074,"url":4075,"context":3849},"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",{"type":4077,"title":4078,"author":4079,"url":4080,"context":3758},"podcast","AI News & Strategy Daily with Nate B Jones","Nate B Jones","https:\u002F\u002Fopen.spotify.com\u002Fshow\u002F0gkFdjd1wptEKJKLu9LbZ4",{"type":4077,"title":4078,"author":4079,"url":4082,"context":3758},"https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fai-news-strategy-daily-with-nate-b-jones\u002Fid1877109372",{"relevance":3767,"novelty":4084,"quality":3767,"actionability":3767,"composite":4085,"reasoning":4086},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.","\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":3869,"description":111},{"loc":4087},"f76685fd0455c76e","AI News & Strategy Daily | Nate B Jones","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=rYqt6mMlv7o","summaries\u002Fada6c21aa9882eda-t-c-l-d-audit-spot-ai-s-erosion-of-your-role-summary",[138,140,139],"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.",[140,139],"lwAIIHpGLcmdd7HT99Xx_9gnm2NTKm4HUbbLFLQHMrE",{"id":4101,"title":4102,"ai":4103,"body":4108,"categories":4136,"created_at":120,"date_modified":120,"description":111,"extension":122,"faq":120,"featured":123,"kicker_label":120,"meta":4137,"navigation":125,"path":4147,"published_at":4148,"question":120,"scraped_at":4149,"seo":4150,"sitemap":4151,"source_id":4152,"source_name":4153,"source_type":3776,"source_url":4154,"stem":4155,"tags":4156,"thumbnail_url":120,"tldr":4157,"tweet":120,"unknown_tags":4158,"__hash__":4159},"summaries\u002Fsummaries\u002Fe577a62cd9585990-codex-in-app-browser-ditch-playwright-for-prompt-v-summary.md","Codex In-App Browser: Ditch Playwright for Prompt Verifications",{"provider":7,"model":8,"input_tokens":4104,"output_tokens":4105,"processing_time_ms":4106,"cost_usd":4107},4526,1616,17475,0.00169055,{"type":14,"value":4109,"toc":4131},[4110,4114,4117,4121,4124,4128],[17,4111,4113],{"id":4112},"trigger-visual-verification-directly-in-prompts","Trigger Visual Verification Directly in Prompts",[22,4115,4116],{},"Add \"use browser to verify result\" to your Codex prompt after instructing an agent to edit code. The agent locates and modifies the file (e.g., changing a Laravel demo site's header from \"jobs\" to \"recruitment portal\"), resolves the local server URL (like Laravel Herd), requests permission to open the in-app browser, loads the page, and confirms the update via JSON output. This creates a one-time visual check without writing or saving automated tests, keeping everything inside Codex App for faster iteration than setting up Playwright.",[17,4118,4120],{"id":4119},"annotation-screenshots-drive-iterative-fixes","Annotation Screenshots Drive Iterative Fixes",[22,4122,4123],{},"Right-click any browser element to annotate (e.g., change \"find a job\" to \"best jobs\"), then hit Enter to capture a screenshot with the annotation overlaid. Codex automatically interprets this as a new prompt, refreshes the page, and applies the fix. Enable comment mode for ongoing annotations on any part of the loaded page, enabling precise, visual feedback loops without manual prompting or external browsers. This workflow suits local testing of UI tweaks in projects like recruitment portals.",[17,4125,4127],{"id":4126},"weigh-token-costs-against-setup-savings","Weigh Token Costs Against Setup Savings",[22,4129,4130],{},"Browser use excels for simple, unauthenticated verifications but incurs high token spend—parsing screenshots for a minor text swap consumed 3% of the 5-hour usage limit (dropping from 83% to 80%). It explicitly avoids authentication flows or sign-ins, limiting it to public pages. Use it when avoiding Playwright integration saves more dev time than token costs, especially in OpenAI-centric workflows where Codex App acts as a one-stop shop over CLI or Cloud Code.",{"title":111,"searchDepth":112,"depth":112,"links":4132},[4133,4134,4135],{"id":4112,"depth":112,"text":4113},{"id":4119,"depth":112,"text":4120},{"id":4126,"depth":112,"text":4127},[147],{"content_references":4138,"triage":4145},[4139,4142],{"type":3754,"title":4140,"url":4141,"context":3758},"Codex App Browser","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fapp\u002Fbrowser",{"type":3762,"title":4143,"url":4144,"context":3758},"AI Coding Daily experiments","https:\u002F\u002Faicodingdaily.com?mtm_campaign=youtube-channel-default-link",{"relevance":3766,"novelty":3767,"quality":3767,"actionability":3766,"composite":3851,"reasoning":4146},"Category: AI Automation. The article provides a detailed overview of using the Codex in-app browser for visual verification, addressing a specific pain point for developers looking to streamline testing processes without external tools. It offers actionable steps for integrating this feature into workflows, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fe577a62cd9585990-codex-in-app-browser-ditch-playwright-for-prompt-v-summary","2026-05-03 07:58:27","2026-05-03 16:52:14",{"title":4102,"description":111},{"loc":4147},"1b5a8d6b8977f80f","AI Coding Daily","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=nkN45mVXdj8","summaries\u002Fe577a62cd9585990-codex-in-app-browser-ditch-playwright-for-prompt-v-summary",[137,138,139],"Codex App's browser plugin lets agents edit code, launch local servers, and visually verify changes via screenshots without external tools like Playwright—perfect for simple tests but skips auth and burns 3% of 5-hour token limit per small tweak.",[139],"_gYY0th9zqt7LYKQlJW_XioZloTpFbQGmp7Z_RyLdIU"]