[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0ecc33a0d5b4ebfc-claude-code-setup-agents-and-docs-before-any-promp-summary":3,"summaries-facets-categories":83,"summary-related-0ecc33a0d5b4ebfc-claude-code-setup-agents-and-docs-before-any-promp-summary":3669},{"id":4,"title":5,"ai":6,"body":13,"categories":58,"created_at":59,"date_modified":59,"description":60,"extension":61,"faq":59,"featured":62,"kicker_label":59,"meta":63,"navigation":64,"path":65,"published_at":66,"question":59,"scraped_at":67,"seo":68,"sitemap":69,"source_id":70,"source_name":71,"source_type":72,"source_url":73,"stem":74,"tags":75,"thumbnail_url":59,"tldr":80,"tweet":59,"unknown_tags":81,"__hash__":82},"summaries\u002Fsummaries\u002F0ecc33a0d5b4ebfc-claude-code-setup-agents-and-docs-before-any-promp-summary.md","Claude Code Setup: Agents and Docs Before Any Prompts",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6736,1474,12955,0.00206095,{"type":14,"value":15,"toc":51},"minimark",[16,21,25,29,32,35,39,42,45,48],[17,18,20],"h2",{"id":19},"plan-requirements-with-a-dedicated-agent-for-product-focused-prd","Plan Requirements with a Dedicated Agent for Product-Focused PRD",[22,23,24],"p",{},"Use a custom Planner agent instead of Claude's technical planning mode, which overlooks product aspects. The agent iteratively asks questions to clarify your app's MVP, adding user needs until you confirm completion. It then generates a PRD document saved to the project folder, detailing requirements, phased implementation, and key design decisions. Link this PRD in claude.md so agents reference it directly, avoiding repetition. This product-centric planning leverages modern models' technical strengths, ensuring the PRD guides all builds without technical overload.",[17,26,28],{"id":27},"configure-claudemd-rules-and-constraints-to-guide-agents-precisely","Configure claude.md, Rules, and Constraints to Guide Agents Precisely",[22,30,31],{},"Manually craft claude.md—avoid the init command, which bases it on existing code rather than needs. Include only project-specific instructions Claude can't infer: best practices, coding\u002Fwriting conventions, PRD link. Exclude obvious details like file structure, which agents deduce from the codebase. Add path-specific rules for app sections (e.g., frontend guidelines) and link them in claude.md for targeted enforcement.",[22,33,34],{},"Counter agents' action bias with a negative constraints doc in \u002Fdocs, linked to claude.md. Explicitly list prohibitions (e.g., no default purple\u002Fblue UI schemes) to close gaps in positive instructions, eliminating ambiguity and unwanted experimentation. Maintain progress.md to track implemented vs. pending features (avoids token-wasting codebase scans) and learnings.md for errors, causes, fixes—agents update both per claude.md instructions, preventing repeat mistakes.",[17,36,38],{"id":37},"deploy-skills-agents-mcps-and-testing-for-repeatable-scalable-builds","Deploy Skills, Agents, MCPs, and Testing for Repeatable, Scalable Builds",[22,40,41],{},"Pre-install MCPs for external tools (e.g., Supabase backend, shadcn\u002Fui components, Playwright testing) via install commands. Configure agents for dedicated tasks: Commit agent for pre-checks\u002Fconventional commits; Refactoring agent for performance; Verification agent using Playwright MCP to check UI flows.",[22,43,44],{},"Use skills for repeatable workflows with references\u002Fscripts (create via open-source GitHub skill creator): e.g., open-source Front-End skill for consistent UI implementation. Reserve agents for context-heavy tasks.",[22,46,47],{},"Write tests from PRD specs first—agent reverse-engineers functionality\u002Fedge cases, ensuring implementation matches requirements, not just existing code. This catches spec deviations early, unlike post-build tests that optimize for flaws.",[22,49,50],{},"Track issues via GitHub (detailed commits, reverts, worktrees) for technical users; connect Notion\u002FTrello MCP for non-technical collaboration, with claude.md instructing bug logging\u002Fprogress updates. For production, specify concurrent user estimates; agent plans scalability (use Claude plan mode for technical details), then stress tests with K6 (or similar) to handle load, ensuring graceful failures.",{"title":52,"searchDepth":53,"depth":53,"links":54},"",2,[55,56,57],{"id":19,"depth":53,"text":20},{"id":27,"depth":53,"text":28},{"id":37,"depth":53,"text":38},[],null,"The complete claude code setup that you need before writing a single prompt. Most people jump straight into building, but the real difference between apps that work and apps that break comes down to how you set up claude code beforehand. This is the claude code setup guide covering claude code tips and everything you need to know about how to use claude code, even if you're looking for claude code for beginners.\n\nCommunity with All Resources 📦: http:\u002F\u002Failabspro.io\nVideo code: V55\n\nWe start with requirement planning using a dedicated Planner agent that asks questions until it fully understands your app, then generates a PRD document. From there, we walk through writing a proper claude.md file, why the init command is not the best approach, and what actually belongs in that file versus what Claude can figure out on its own.\n\nThen we get into how to setup claude code with skills, agents, and MCPs. You'll see the claude code skills setup process including a Front-End skill, Commit agent, Refactoring agent, and Verification agent, all configured before you start building. We also cover negative constraints, which close the gap that positive instructions leave open, and why the best claude code setup always includes progress and learnings documents so the agent never loses track or repeats mistakes.\n\nFrom there, we cover testing from specs first, not after implementation, issue tracking through GitHub and Notion, and stress testing with K6 for production scale. This is the best setup for claude code whether you want to setup claude code on mac or any other environment. If you want to know how to setup claude code properly, this setup claude code walkthrough and claude code setup tutorial takes you from idea to production ready.\nThe best claude code setup is the one you build before you build. All agents, skills, and resources mentioned are available in AI Labs Pro.\n\n\nHashtags\n#claudecode #ai #claude #claudecodetutorial #vibecoding #aiautomation #aiagent #claudecodesetup","md",false,{},true,"\u002Fsummaries\u002F0ecc33a0d5b4ebfc-claude-code-setup-agents-and-docs-before-any-promp-summary","2026-04-10 14:43:19","2026-04-10 15:01:21",{"title":5,"description":60},{"loc":65},"0ecc33a0d5b4ebfc","AI LABS","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ywIhw15za9Y","summaries\u002F0ecc33a0d5b4ebfc-claude-code-setup-agents-and-docs-before-any-promp-summary",[76,77,78,79],"agents","ai-tools","automation","coding","Reliable AI-built apps require upfront setup: Planner agent for PRD, custom claude.md with rules\u002Fnegative constraints, skills\u002Fagents\u002FMCPs, progress\u002Flearnings docs, spec-first tests, GitHub\u002FNotion tracking, and K6 stress tests—prevents errors and scales to production.",[],"7smKBCwxodSb6VdMYRZg1oJBsoR_eYvcEzf35C9T2QQ",[84,87,90,93,96,99,101,103,105,107,109,111,114,116,118,120,122,124,126,128,130,132,135,138,140,142,145,147,149,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2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Agents first verify findings to cut false positives, rank them by severity, and post inline comments—then automatically apply patches in the cloud while PRs remain open. This closed-loop process handles continuous monitoring post-PR opening, freeing developers from manual fixes. Result: PRs ship faster without human intervention on routine issues, justifying the unchanged $15-25 per PR cost through direct productivity gains.",[22,3688,3689],{},"Trade-offs include reliance on agent accuracy (despite verification) and fixed pricing that scales with PR volume—high for frequent small changes but viable for teams prioritizing speed over cost per edit.",[17,3691,3693],{"id":3692},"backlash-to-buy-in-at-code-w-claude-2026","Backlash to Buy-In at Code w\u002F Claude 2026",[22,3695,3696],{},"Launched two months prior, Code Review drew outrage on Reddit, Hacker News, and r\u002FAnthropic over its $15-25\u002FPR tag, seen as overpriced for read-only feedback. At the May 6, 2026, Code w\u002F Claude conference in San Francisco, Anthropic responded not with cuts but enhancement: auto-fix makes the tool output actionable code changes. Keynote demos (per Simon Willison and InfoQ coverage) showed seamless integration, shifting perception from expensive critic to autonomous contributor. For small teams or indie builders, this means one agent swarm replaces junior reviewer hours, but test on non-critical repos first to validate fix quality.",{"title":52,"searchDepth":53,"depth":53,"links":3698},[3699,3700],{"id":3682,"depth":53,"text":3683},{"id":3692,"depth":53,"text":3693},[86],{"content_references":3703,"triage":3723},[3704,3709,3713,3716,3720],{"type":3705,"title":3706,"url":3707,"context":3708},"other","Anthropic wants $25 per pull request devs are losing their minds over Claude Code Review","https:\u002F\u002Fmedium.com\u002Fgitconnected\u002Fanthropic-wants-25-per-pull-request-devs-are-losing-their-minds-over-claude-code-review-55dbbaca4996","cited",{"type":3705,"title":3710,"author":3711,"url":3712,"context":3708},"Code w\u002F Claude 2026 live blog","Simon Willison","https:\u002F\u002Fsimonwillison.net\u002F2026\u002FMay\u002F6\u002Fcode-w-claude-2026\u002F",{"type":3705,"title":3714,"url":3715,"context":3708},"Anthropic Claude Code Auto Mode","https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2026\u002F05\u002Fanthropic-claude-code-auto-mode\u002F",{"type":3717,"title":3718,"context":3719},"event","Code w\u002F Claude 2026","mentioned",{"type":3705,"title":3721,"url":3722,"context":3719},"Code Review","https:\u002F\u002Fclaude.com\u002Fblog\u002Fcode-review",{"relevance":3724,"novelty":3725,"quality":3724,"actionability":3724,"composite":3726,"reasoning":3727},4,3,3.8,"Category: AI Automation. The article discusses a new feature in Anthropic's Code Review that automates code fixes in pull requests, addressing a specific pain point for developers who want to streamline their CI processes. It provides insights into the tool's functionality and trade-offs, making it actionable for teams looking to improve their code review efficiency.","\u002Fsummaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary","2026-05-11 14:28:42","2026-05-11 15:04:05",{"title":3672,"description":52},{"loc":3728},"c449c2de9818978f","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fanthropic-code-review-auto-fix-pr-911571780aa3?source=rss----5517fd7b58a6---4","summaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary",[77,78,79],"Anthropic's Code Review now auto-patches code issues in open PRs via CI, eliminating manual fixes after agent-verified findings ranked by severity—upgrading the $15-25\u002FPR tool amid past backlash.",[],"nMaWKosRvis90Rh0naJI_m9Vletxg58TNUI-HBEj0XI",{"id":3743,"title":3744,"ai":3745,"body":3750,"categories":3787,"created_at":59,"date_modified":59,"description":52,"extension":61,"faq":59,"featured":62,"kicker_label":59,"meta":3788,"navigation":64,"path":3802,"published_at":3803,"question":59,"scraped_at":3804,"seo":3805,"sitemap":3806,"source_id":3807,"source_name":3808,"source_type":3735,"source_url":3809,"stem":3810,"tags":3811,"thumbnail_url":59,"tldr":3812,"tweet":59,"unknown_tags":3813,"__hash__":3814},"summaries\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary.md","Codex Chrome Extension Gives AI Agents Signed-In Browser Access",{"provider":7,"model":8,"input_tokens":3746,"output_tokens":3747,"processing_time_ms":3748,"cost_usd":3749},7445,1582,27656,0.0022575,{"type":14,"value":3751,"toc":3782},[3752,3756,3759,3763,3775,3779],[17,3753,3755],{"id":3754},"multi-tier-browser-strategy-for-agent-tasks","Multi-Tier Browser Strategy for Agent Tasks",[22,3757,3758],{},"Codex handles browser tasks across three tiers based on needs: dedicated plugins for services like GitHub, Slack, Figma, and Notion; the new Chrome extension for signed-in sites requiring real browser state (e.g., LinkedIn, Salesforce, Gmail, internal tools); and the in-app sandboxed browser for localhost, local dev servers, file previews, or public pages. The agent automatically picks the right tier, preventing interference with your main browsing—Chrome actions occur in isolated tab groups, allowing parallel use of DevTools or tab context collection. This setup streamlines workflows previously blocked by API gaps, enabling web app testing and context gathering from open tabs without disrupting your session.",[17,3760,3762],{"id":3761},"prompt-driven-chrome-invocation","Prompt-Driven Chrome Invocation",[22,3764,3765,3766,3770,3771,3774],{},"Invoke the Chrome extension directly in prompts with ",[3767,3768,3769],"code",{},"@Chrome",", such as ",[3767,3772,3773],{},"@Chrome open Salesforce and update the account from these call notes",". If Chrome is closed, Codex opens it. Combine with existing tools for hybrid tasks, like pulling data from signed-in CRM then processing locally. Available on macOS and Windows (not EU\u002FUK), installation involves five steps to link Codex to your browser profile, detailed in docs.",[17,3776,3778],{"id":3777},"permissions-and-security-trade-offs","Permissions and Security Trade-offs",[22,3780,3781],{},"The extension demands broad permissions (history, bookmarks, page data) for agent control, balanced by per-site confirmations, allow\u002Fblock lists, and manual session approvals for sensitive features. Risks include prompt injection from malicious sites; mitigate by disabling Memories to isolate sessions and prevent cross-contamination. OpenAI stores browser data only when explicitly added to chat context via screenshots or summaries, prioritizing privacy. Developers gain production-ready access to authenticated web flows but must weigh isolation needs against convenience.",{"title":52,"searchDepth":53,"depth":53,"links":3783},[3784,3785,3786],{"id":3754,"depth":53,"text":3755},{"id":3761,"depth":53,"text":3762},{"id":3777,"depth":53,"text":3778},[95],{"content_references":3789,"triage":3798},[3790,3795],{"type":3791,"title":3792,"url":3793,"context":3794},"tool","Codex Chrome Extension","https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fcodex\u002Fhehggadaopoacecdllhhajmbjkdcmajg","recommended",{"type":3705,"title":3796,"url":3797,"context":3794},"Full Docs","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fapp\u002Fchrome-extension",{"relevance":3799,"novelty":3724,"quality":3724,"actionability":3724,"composite":3800,"reasoning":3801},5,4.35,"Category: AI Automation. The article discusses a practical application of AI agents using a Chrome extension to enhance productivity by automating tasks across various platforms, addressing the audience's need for actionable AI tools. It provides specific details on how to invoke the extension and its implications for workflow optimization, making it relevant and actionable.","\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary","2026-05-08 22:22:41","2026-05-09 15:37:21",{"title":3744,"description":52},{"loc":3802},"cfba085e5ebce4be","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F08\u002Fopenai-adds-chrome-extension-to-codex-letting-its-ai-agent-access-linkedin-salesforce-gmail-and-internal-tools-via-signed-in-sessions\u002F","summaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary",[76,77,78],"OpenAI's Codex Chrome extension lets its AI agent use your signed-in Chrome sessions for tasks on LinkedIn, Salesforce, Gmail, and internal tools, auto-selecting from plugins, Chrome, or in-app browser tiers.",[],"b7vWCFyxTpPqPIKmgqGrusNZz3iLtfcELDKk-vQ1qUY",{"id":3816,"title":3817,"ai":3818,"body":3823,"categories":3858,"created_at":59,"date_modified":59,"description":52,"extension":61,"faq":59,"featured":62,"kicker_label":59,"meta":3859,"navigation":64,"path":3867,"published_at":3868,"question":59,"scraped_at":3869,"seo":3870,"sitemap":3871,"source_id":3872,"source_name":3873,"source_type":3735,"source_url":3874,"stem":3875,"tags":3876,"thumbnail_url":59,"tldr":3877,"tweet":3878,"unknown_tags":3879,"__hash__":3880},"summaries\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary.md","Codex Chrome Extension Automates Browsers via Natural Language",{"provider":7,"model":8,"input_tokens":3819,"output_tokens":3820,"processing_time_ms":3821,"cost_usd":3822},4605,1353,17124,0.00157485,{"type":14,"value":3824,"toc":3853},[3825,3829,3832,3836,3839,3843],[17,3826,3828],{"id":3827},"setup-connect-extension-directly-in-codex","Setup: Connect Extension Directly in Codex",[22,3830,3831],{},"Install the Codex Chrome extension on any Chromium-based browser (Chrome, Brave, Edge) without manual Chrome Web Store steps. In the Codex app, navigate to favorite apps, select the Chrome extension option—which links to OpenAI's setup page—and add it. This grants Codex browser control permissions. A dedicated browser skill enhances efficiency for tasks like navigation and interaction. Once connected, Codex handles automation hands-free, clicking elements and filling forms based on natural language prompts.",[17,3833,3835],{"id":3834},"capabilities-automate-web-workflows-and-ui-testing","Capabilities: Automate Web Workflows and UI Testing",[22,3837,3838],{},"Codex turns browsers into agent-controlled environments for complex tasks. Use prompts like \"use your Chrome extension, go to this website, and post a question to the council: is a hot dog a sandwich?\" to trigger actions: open tabs, click buttons (e.g., start new discussion), type queries, and submit. It operates independently—user hands-off—while providing status updates for confirmation (e.g., \"yes\" to proceed). This excels for UI testing, debugging live apps, or repetitive web ops, outperforming manual scripting by handling dynamic sites via vision and reasoning.",[17,3840,3842],{"id":3841},"real-world-test-interacting-with-llm-council-plus","Real-World Test: Interacting with LLM Council Plus",[22,3844,3845,3846,3852],{},"In a demo, Codex queried a custom LLM Council Plus deployment—a fork of Andrej Karpathy's project supporting up to 8 models. The council featured DeepSeek V4 Flash, Granite 4.1 on Llama, and Gemini 3.1 as chairman. Codex navigated the site, initiated a debate on \"hot dog as sandwich,\" routed the query, awaited peer-ranked responses (models anonymously score each other to reduce bias), and retrieved the verdict: \"technically and legally no, though culinarily debated.\" This validates Codex for end-to-end agent-browser loops, settling AI debates autonomously. Repo: ",[3847,3848,3849],"a",{"href":3849,"rel":3850},"https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fllm-council-plus",[3851],"nofollow",".",{"title":52,"searchDepth":53,"depth":53,"links":3854},[3855,3856,3857],{"id":3827,"depth":53,"text":3828},{"id":3834,"depth":53,"text":3835},{"id":3841,"depth":53,"text":3842},[95],{"content_references":3860,"triage":3865},[3861,3862],{"type":3791,"title":3792,"url":3797,"context":3719},{"type":3705,"title":3863,"author":3864,"url":3849,"context":3719},"LLM Council Plus GitHub Repo","jacob-bd",{"relevance":3799,"novelty":3724,"quality":3724,"actionability":3724,"composite":3800,"reasoning":3866},"Category: AI Automation. The article provides a detailed overview of how to use OpenAI's Codex extension for automating browser tasks, which directly addresses the audience's need for practical applications of AI tools. It includes specific examples of commands and workflows that users can implement, enhancing its actionability.","\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary","2026-05-07 22:26:16","2026-05-08 11:19:36",{"title":3817,"description":52},{"loc":3867},"afd53b896c7cfd18","Gen AI Spotlight","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xTIrCNO7RkY","summaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary",[77,76,78],"Install OpenAI's Codex extension on Chromium browsers like Brave to control web tasks—navigate sites, post queries—with plain English commands, as demoed debugging an LLM Council app.","Quick demo of installing OpenAI's Codex Chrome extension on Brave, then using it to navigate the creator's LLM Council site (a Karpathy fork) and post the \"hot dog sandwich\" question for a model debate.",[],"28TAyJ5i_QgUnOk6HRI8LF3iZeKp4R_FWJXWsvehYII",{"id":3882,"title":3883,"ai":3884,"body":3889,"categories":3934,"created_at":59,"date_modified":59,"description":52,"extension":61,"faq":59,"featured":62,"kicker_label":59,"meta":3935,"navigation":64,"path":3947,"published_at":3948,"question":59,"scraped_at":3949,"seo":3950,"sitemap":3951,"source_id":3952,"source_name":3953,"source_type":3735,"source_url":3954,"stem":3955,"tags":3956,"thumbnail_url":59,"tldr":3957,"tweet":3958,"unknown_tags":3959,"__hash__":3960},"summaries\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary.md","VS Code April 2026: Agents Window and Copilot CLI Upgrades",{"provider":7,"model":8,"input_tokens":3885,"output_tokens":3886,"processing_time_ms":3887,"cost_usd":3888},4553,1634,34357,0.00170495,{"type":14,"value":3890,"toc":3928},[3891,3895,3902,3906,3909,3913,3916,3920],[17,3892,3894],{"id":3893},"streamline-agent-first-workflows-with-agents-window","Streamline Agent-First Workflows with Agents Window",[22,3896,3897,3898,3852],{},"The new Agents Window (preview, ships with VS Code Insiders) creates a dedicated environment for agent development. Open it via the icon. It organizes sessions list (past\u002Fcurrent tasks by project with stats) on upper left, customization controls (edit skills, instructions, hooks, MCP servers, plugins) on bottom left, main agent chat (prompts, progress, results, task continuation) in center, and changes view (edited files, diffs, merge updates) on right. Use it to manage agent tasks without cluttering the main editor; docs at ",[3847,3899,3900],{"href":3900,"rel":3901},"https:\u002F\u002Faka.ms\u002Fagent-window",[3851],[17,3903,3905],{"id":3904},"analyze-and-fix-chat-customizations-automatically","Analyze and Fix Chat Customizations Automatically",[22,3907,3908],{},"Install the Chat Customizations Evaluations extension to evaluate prompt files, custom agents, instructions. Click Analyze button in customization files (e.g., prompt file) for assessments and optimization suggestions. Yellow squiggly lines highlight issues like high cognitive load; hover for explanations, apply quick fixes to adjust phrasing. This reduces manual trial-and-error, improving custom chat performance directly in VS Code.",[17,3910,3912],{"id":3911},"balance-speed-and-quality-in-copilot-cli","Balance Speed and Quality in Copilot CLI",[22,3914,3915],{},"Configure thinking effort in Copilot CLI to control model reasoning per request, trading latency for response quality based on task needs. Remote control lets you monitor progress, approve, steer sessions from GitHub.com or mobile app while the CLI runs on the original machine. This enables hands-off long-running tasks without being tied to one device.",[17,3917,3919],{"id":3918},"build-agent-skills-via-vs-code-learn-courses","Build Agent Skills via VS Code Learn Courses",[22,3921,3922,3923,3927],{},"New docs section at ",[3847,3924,3925],{"href":3925,"rel":3926},"https:\u002F\u002Faka.ms\u002FVSCode\u002FLearn",[3851]," offers video courses: Agent Foundations (intro to agent-first dev, build your first agent, review\u002Fcontrol changes); Customization (UI for instructions, skills, custom agents, hooks). Use these to ramp up on agents quickly; more content planned.",{"title":52,"searchDepth":53,"depth":53,"links":3929},[3930,3931,3932,3933],{"id":3893,"depth":53,"text":3894},{"id":3904,"depth":53,"text":3905},{"id":3911,"depth":53,"text":3912},{"id":3918,"depth":53,"text":3919},[86],{"content_references":3936,"triage":3944},[3937,3940,3942],{"type":3705,"title":3938,"url":3939,"context":3794},"VS Code Release Notes","https:\u002F\u002Faka.ms\u002Fvscode\u002Frelease",{"type":3705,"title":3941,"url":3900,"context":3794},"Agent Window Docs",{"type":3705,"title":3943,"url":3925,"context":3794},"VS Code Learn",{"relevance":3799,"novelty":3725,"quality":3724,"actionability":3724,"composite":3945,"reasoning":3946},4.15,"Category: AI & LLMs. The article provides detailed insights into new features in VS Code that enhance agent workflows, which is highly relevant for developers building AI-powered products. It includes actionable steps for using the Agents Window and Copilot CLI, making it practical for the audience.","\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary","2026-05-07 17:28:41","2026-05-08 11:12:06",{"title":3883,"description":52},{"loc":3947},"954508abf26f2fb8","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JiMap1t4okA","summaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary",[77,79,78],"April 2026 VS Code releases add Agents Window for agent workflows, a chat customizations evaluator extension, configurable thinking effort and remote control in Copilot CLI, plus new agent learning courses.","Quick 3-minute official demo of five VS Code April 2026 updates: Agents Window preview for agent workflows, a chat customizations eval extension, Copilot CLI thinking effort and remote control options, plus new Learn docs section. Directs to full release notes for the rest.",[],"L2lHEd98kmd4uAAi621zuoSyamDLREfgk6QP7R7OuGg"]