[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-e2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary":3,"summaries-facets-categories":99,"summary-related-e2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary":6355},{"id":4,"title":5,"ai":6,"body":13,"categories":61,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":66,"navigation":80,"path":81,"published_at":82,"question":63,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":89,"stem":90,"tags":91,"thumbnail_url":63,"tldr":96,"tweet":63,"unknown_tags":97,"__hash__":98},"summaries\u002Fsummaries\u002Fe2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary.md","Codex-maxxing: Managing Long-Running AI Workflows",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4211,502,17440,0.00180575,{"type":14,"value":15,"toc":55},"minimark",[16,21,25,29,32],[17,18,20],"h2",{"id":19},"transitioning-from-prompting-to-persistent-workspaces","Transitioning from Prompting to Persistent Workspaces",[22,23,24],"p",{},"Most AI interactions are treated as ephemeral, single-turn requests. \"Codex-maxxing\" shifts this paradigm by treating the AI as a persistent workspace. This approach requires moving away from monolithic prompts toward a structured environment where context is explicitly managed and preserved over time. By maintaining state across workstreams, builders can sustain progress on complex, multi-stage projects that would otherwise suffer from context loss or drift.",[17,26,28],{"id":27},"structuring-complex-execution","Structuring Complex Execution",[22,30,31],{},"To effectively scale AI-driven work, projects must be decomposed into verifiable steps. Instead of asking for an entire output, the workflow should be broken down into discrete, testable units. This allows for:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Verifiable Progress:"," Each step acts as a checkpoint, ensuring the AI's output meets specific requirements before moving to the next phase.",[36,44,45,48],{},[39,46,47],{},"Continuity Management:"," By explicitly defining how state is passed between steps, you prevent the degradation of instructions that often occurs in long-running AI sessions.",[36,50,51,54],{},[39,52,53],{},"Strategic Oversight:"," The framework emphasizes identifying the \"human-in-the-loop\" threshold. Humans should focus on high-level architectural decisions and validation, while Codex handles the execution of well-defined, repeatable tasks. This division of labor ensures that human oversight is applied where it provides the most value, rather than being bogged down in repetitive implementation details.",{"title":56,"searchDepth":57,"depth":57,"links":58},"",2,[59,60],{"id":19,"depth":57,"text":20},{"id":27,"depth":57,"text":28},[62],"AI & LLMs",null,"md",false,{"content_references":67,"triage":75},[68],{"type":69,"title":70,"author":71,"publisher":72,"url":73,"context":74},"report","Codex-maxxing for long-running work","Jason Liu","OpenAI","https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002F8a9f00cf-d379-4e20-b06f-dd7ba5196a11\u002FOAI_WhitePaper_Codex-maxxing26.pdf","recommended",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":79},5,4,4.35,"Category: AI Automation. The article introduces 'Codex-maxxing,' a framework that enhances AI workflow management, addressing the audience's need for practical applications in building AI-powered products. It provides a structured approach to managing long-running AI workflows, which is actionable for developers looking to implement persistent workspaces.",true,"\u002Fsummaries\u002Fe2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary","2026-06-12 17:00:00","2026-06-25 12:57:15",{"title":5,"description":56},{"loc":81},"e2330fefe7e28987","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fcodex-maxxing-long-running-work","summaries\u002Fe2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary",[92,93,94,95],"ai-tools","agents","workflow-automation","productivity","Codex-maxxing is a framework for treating AI as a persistent workspace rather than a single-prompt tool, focusing on context preservation, verifiable step-based execution, and strategic human-in-the-loop oversight.",[94,95],"RbCCCshwPYcUj0ErLG7p1Pv8gTa6XYQxjSj0Dj5qI3U",[100,102,105,107,110,112,115,118,120,122,124,127,129,131,133,135,138,140,142,144,146,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,192,195,197,199,201,203,205,207,209,211,213,215,217,219,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,259,261,263,265,267,269,271,273,275,277,279,281,283,285,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,349,351,353,355,357,359,361,363,365,367,369,372,374,376,378,380,382,384,386,388,390,392,394,396,398,401,403,405,407,409,411,413,415,417,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,475,477,479,482,484,486,488,490,492,494,496,498,500,502,504,506,508,511,513,515,517,519,521,523,525,527,529,531,533,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,799,801,803,805,807,810,812,814,816,818,820,822,824,826,828,830,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2266,2268,2270,2272,2274,2276,2278,22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Jentic's scorecard grades your OpenAPI file across six dimensions, exposing risks like poor context for LLMs or orchestration hazards that cause agent failures. Foundational Compliance checks structural validity, standards adherence (e.g., OpenAPI 3.x), and parseability by tools—failing here blocks everything else. Developer Experience & Jentic Compatibility evaluates documentation clarity, example coverage, and tooling integration, ensuring humans and machines can use it without friction. These basics prevent 80% of integration headaches by making APIs parseable and intuitive from upload.",[17,6552,6554],{"id":6553},"ai-and-agent-specific-ergonomics","AI and Agent-Specific Ergonomics",[22,6556,6557],{},"For LLMs and agents, raw endpoints aren't enough—APIs must convey intent, constraints, and behaviors explicitly. AI-Readiness & Agent Experience scores how well descriptions provide context for models to infer usage, reducing hallucinations in function calling. Agent Usability measures orchestration safety (e.g., avoiding infinite loops or unsafe chaining) and ergonomics like parameter validation. AI Discoverability assesses metadata for easy indexing by AI crawlers, such as semantic tags or server details. Strong scores here enable reliable agent workflows: agents plan multi-step calls confidently without exposing users to risks like data leaks.",[17,6559,6561],{"id":6560},"security-and-improvement-roadmap","Security and Improvement Roadmap",[22,6563,6564],{},"Security & Governance flags trust gaps, like missing auth scopes, rate limits, or PII exposures—critical since agents amplify risks by automating calls at scale. The tool outputs a holistic grade, prioritized fixes, and expert support via demo booking. Trade-off: it's Jentic-focused for some compatibility checks, but the dimensions apply universally to any agentic AI pipeline. Builders shipping AI products get instant feedback to iterate from 'human-only' APIs to production-grade agent foundations, avoiding costly rewrites post-deployment.",{"title":56,"searchDepth":57,"depth":57,"links":6566},[6567,6568,6569],{"id":6546,"depth":57,"text":6547},{"id":6553,"depth":57,"text":6554},{"id":6560,"depth":57,"text":6561},[62],{"content_references":6572,"triage":6573},[],{"relevance":76,"novelty":77,"quality":77,"actionability":76,"composite":6574,"reasoning":6575},4.55,"Category: AI & LLMs. The article provides a detailed framework for evaluating APIs specifically for AI agents, addressing a core pain point for builders who need to ensure their APIs are ready for AI integration. It offers actionable insights on how to improve API specifications to enhance usability and security, making it immediately applicable for developers and founders.","\u002Fsummaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary","2026-04-15 15:28:14",{"title":6535,"description":56},{"loc":6576},"b514fad20454b526","__oneoff__","http:\u002F\u002Fjentic.com\u002Fscorecard","summaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary",[92,93],"Jentic's free scorecard analyzes OpenAPI specs (JSON\u002FYAML, ≤70MB) across foundational compliance, developer experience, AI-readiness, agent usability, security\u002Fgovernance, and discoverability to reveal gaps and roadmaps for agent-safe APIs.",[],"tYJ_lxcVlMskl_6XhauRknQ7wNkf4j82dtNpLZ7-QuA",{"id":6589,"title":6590,"ai":6591,"body":6596,"categories":6682,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":6683,"navigation":80,"path":6692,"published_at":6693,"question":63,"scraped_at":6694,"seo":6695,"sitemap":6696,"source_id":6697,"source_name":6698,"source_type":88,"source_url":6699,"stem":6700,"tags":6701,"thumbnail_url":63,"tldr":6702,"tweet":63,"unknown_tags":6703,"__hash__":6704},"summaries\u002Fsummaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary.md","Wake Words Fix Voice AI Activation UX",{"provider":7,"model":6537,"input_tokens":6592,"output_tokens":6593,"processing_time_ms":6594,"cost_usd":6595},3923,1684,13150,0.00111975,{"type":14,"value":6597,"toc":6677},[6598,6602,6610,6614,6617,6663,6666,6670,6673],[17,6599,6601],{"id":6600},"replace-vad-and-buttons-with-precise-wake-words","Replace VAD and Buttons with Precise Wake Words",[22,6603,6604,6605,6609],{},"Voice AI agents fail at activation because VAD (like Silero or WebRTC) triggers on any speech—eager false positives from TV noise or chatter—and buttons undermine hands-free ambient AI. Wake words solve this by listening continuously but activating only on your custom phrase, delivering the always-on UX Siri promised when Steve Jobs bought it for $200M in 2010. Open-source ",[6606,6607,6608],"code",{},"livekit-wakeword"," from LiveKit makes this practical: train a model on your phrase from a single YAML config, achieving 100x fewer false positives than prior open-source options.",[17,6611,6613],{"id":6612},"wire-wake-words-into-agents-in-an-afternoon","Wire Wake Words into Agents in an Afternoon",[22,6615,6616],{},"Start with LiveKit’s voice agent stack. The architecture streams audio through the wakeword detector running on-device or edge. On match, it hands off to your LLM agent. Config example:",[6618,6619,6623],"pre",{"className":6620,"code":6621,"language":6622,"meta":56,"style":56},"language-yaml shiki shiki-themes github-light github-dark","model: porcupine\nwakeword: \"your-agent\"\nthreshold: 0.5\n","yaml",[6606,6624,6625,6642,6652],{"__ignoreMap":56},[6626,6627,6630,6634,6638],"span",{"class":6628,"line":6629},"line",1,[6626,6631,6633],{"class":6632},"s9eBZ","model",[6626,6635,6637],{"class":6636},"sVt8B",": ",[6626,6639,6641],{"class":6640},"sZZnC","porcupine\n",[6626,6643,6644,6647,6649],{"class":6628,"line":57},[6626,6645,6646],{"class":6632},"wakeword",[6626,6648,6637],{"class":6636},[6626,6650,6651],{"class":6640},"\"your-agent\"\n",[6626,6653,6654,6657,6659],{"class":6628,"line":6517},[6626,6655,6656],{"class":6632},"threshold",[6626,6658,6637],{"class":6636},[6626,6660,6662],{"class":6661},"sj4cs","0.5\n",[22,6664,6665],{},"This low-latency setup (under 200ms) avoids cloud roundtrips for detection. Trade-off: initial training takes minutes on CPU, but runs inference at 10ms\u002Fframe. Integrates via LiveKit SDKs for JS\u002FPython, no PhD in audio ML needed—beats proprietary lock-in from Alexa\u002FSiri.",[17,6667,6669],{"id":6668},"user-impact-40-happier-production-ready","User Impact: 40% Happier, Production-Ready",[22,6671,6672],{},"Adding wake words turned frustrating activations into seamless UX, with 40% more users reporting high satisfaction. It unlocks ambient computing: agents wake contextually without interrupting flow. For production, monitor false accept\u002Freject rates (aim \u003C0.1% FA); fine-tune threshold per environment. This isn't hype—it's the missing layer shipping hands-free AI today.",[6674,6675,6676],"style",{},"html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":56,"searchDepth":57,"depth":57,"links":6678},[6679,6680,6681],{"id":6600,"depth":57,"text":6601},{"id":6612,"depth":57,"text":6613},{"id":6668,"depth":57,"text":6669},[],{"content_references":6684,"triage":6690},[6685,6686,6688],{"type":6477,"title":6608,"context":74},{"type":6477,"title":6687,"context":6481},"Silero VAD",{"type":6477,"title":6689,"context":6481},"WebRTC VAD",{"relevance":76,"novelty":77,"quality":77,"actionability":76,"composite":6574,"reasoning":6691},"Category: AI & LLMs. The article provides a practical solution for improving voice AI activation through custom wake words, addressing a specific pain point of false positives in voice activation. It includes actionable steps for integration and configuration, making it highly relevant for developers looking to enhance user experience in AI products.","\u002Fsummaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary","2026-04-18 23:01:01","2026-04-19 01:22:15",{"title":6590,"description":56},{"loc":6692},"350b7001f3e8ead7","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fthese-are-the-missing-ux-layer-for-your-advanced-voice-ai-agents-ae4d95372d6a?source=rss----98111c9905da---4","summaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary",[93,92],"Ditch VAD or buttons for LiveKit’s open-source wakeword library: train custom wake words from YAML, slash false positives 100x, integrate into voice agents fast, and make 40% more users happy.",[],"Luc9f0YixZGdld0wEm75AA08QThcC3wPcerMPNtelMQ",{"id":6706,"title":6707,"ai":6708,"body":6713,"categories":6733,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":6734,"navigation":80,"path":6735,"published_at":6736,"question":63,"scraped_at":63,"seo":6737,"sitemap":6738,"source_id":6739,"source_name":6740,"source_type":88,"source_url":6741,"stem":6742,"tags":6743,"thumbnail_url":63,"tldr":6744,"tweet":63,"unknown_tags":6745,"__hash__":6746},"summaries\u002Fsummaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary.md","Teaser Promises 7 Agentic Browser Secrets for Productivity",{"provider":7,"model":6537,"input_tokens":6709,"output_tokens":6710,"processing_time_ms":6711,"cost_usd":6712},3412,1068,11739,0.0011939,{"type":14,"value":6714,"toc":6729},[6715,6719,6722,6726],[17,6716,6718],{"id":6717},"content-limited-to-hype-teaser","Content Limited to Hype Teaser",[22,6720,6721],{},"This extraction from an RSS feed contains only a title—'7 Hidden Agentic Browser Secrets: Future-Proof Your Workflow by 2026'—and a brief teaser: 'Unmasking the AI Tools Everyone’s Ignoring to 10X Your Productivity.' It links to a full Medium article but includes no extracted body, examples, tools, or actionable advice. No specific agentic browser techniques, workflows, or evidence are shared.",[17,6723,6725],{"id":6724},"lacks-practical-value-for-builders","Lacks Practical Value for Builders",[22,6727,6728],{},"Without the article's substance, readers learn nothing concrete about AI agents in browsers, productivity gains, or 2026 trends. Frontmatter tags like 'web-browsing' and 'productivity' suggest a focus on AI-enhanced browsing automation, but hype terms like '10X' and 'hidden secrets' dominate without backing. For actual workflows, seek full content or proven tools like browser extensions with LLM integrations (e.g., via function calling for web tasks). This thin post exemplifies low-value clickbait over builder-focused insights.",{"title":56,"searchDepth":57,"depth":57,"links":6730},[6731,6732],{"id":6717,"depth":57,"text":6718},{"id":6724,"depth":57,"text":6725},[114],{},"\u002Fsummaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary","2026-04-08 21:21:19",{"title":6707,"description":56},{"loc":6735},"3a46e1bb835e1e20","AI Simplified in Plain English","https:\u002F\u002Funknown","summaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary",[93,92],"Medium teaser hypes 'hidden' AI browser tools to 10x productivity and future-proof workflows by 2026, but provides no details or techniques.",[],"w4tSTREWYUavZxjHh2ucOnV6f3KfB_sZZC28n9oCAv0"]