{"id":11361,"date":"2026-02-01T08:08:39","date_gmt":"2026-02-01T08:08:39","guid":{"rendered":"https:\/\/techtrendfeed.com\/?p=11361"},"modified":"2026-02-01T08:08:39","modified_gmt":"2026-02-01T08:08:39","slug":"the-right-way-to-apply-agentic-coding-to-resolve-issues","status":"publish","type":"post","link":"https:\/\/techtrendfeed.com\/?p=11361","title":{"rendered":"The right way to Apply Agentic Coding to Resolve Issues"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p class=\"wp-block-paragraph\"> has develop into the only handiest strategy for me to resolve issues. Most issues I encounter at work might be solved successfully by using brokers. That is in distinction to manually fixing duties or coding up an answer your self.<\/p>\n<p class=\"wp-block-paragraph\">On this article, I\u2019ll give a high-level overview of how I strategy issues and resolve them utilizing Claude Code. As an engineer, you\u2019re primarily an issue solver. Your job ought to be one thing like:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Uncover and establish an important issues to resolve<\/li>\n<li class=\"wp-block-list-item\">Provide you with an answer to the issue<\/li>\n<li class=\"wp-block-list-item\">Execute<\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">And this doesn\u2019t simply apply to programming duties. It additionally applies to duties in advertising, gross sales, and buyer administration. I do know this as a result of that is what I do each single day at work as a Information Science Lead of a series-A funded startup.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/contributor.insightmediagroup.io\/wp-content\/uploads\/2026\/01\/image-212.png\" alt=\"Agentic coding infographic\" class=\"wp-image-644802\"\/><figcaption class=\"wp-element-caption\">This text highlights the primary contents of this text. I\u2019ll talk about the best way to uncover and prioritize points, the best way to provide you with options, and the best way to execute on these proposed options. Picture by Gemini<\/figcaption><\/figure>\n<h2 class=\"wp-block-heading\">Why it is best to resolve issues with Claude Code<\/h2>\n<p class=\"wp-block-paragraph\">I at all times suppose it\u2019s essential to know why you do one thing. In the event you take any engineering main at college, it is a mindset they\u2019ll instill in you.<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">All the time perceive the <em>why<\/em> of what you\u2019re doing<\/p>\n<\/blockquote>\n<p class=\"wp-block-paragraph\">It&#8217;s best to resolve issues with Claude Code just because it\u2019s normally the simplest method to resolve an issue. Now, after all, you should utilize Claude Code alternate options, equivalent to Cursor, although I\u2019ll seek advice from Claude Code all through this text, as a result of it\u2019s the device I exploit.<\/p>\n<p class=\"wp-block-paragraph\">Nonetheless, Claude Code isn\u2019t solely efficient in step 3 of the problem-solving course of (executing on the answer). It\u2019s additionally efficient in discovering and figuring out issues, together with how essential they&#8217;re. It\u2019s additionally tremendous efficient at arising with options to the issues you\u2019ve found.<\/p>\n<p class=\"wp-block-paragraph\">You possibly can, for instance, uncover essential issues by:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Having Claude analyze manufacturing logs and inform you of any points<\/li>\n<li class=\"wp-block-list-item\">Give Claude entry to your CRM system to wash up and notify you of an important areas to concentrate on<\/li>\n<li class=\"wp-block-list-item\">Give Claude entry to all of your social media posts and their efficiency, to investigate what works and what doesn\u2019t<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">After discovering points like those listed beneath, it\u2019s essential to prioritize them. One of many easiest instruments for that is the worth effort graph.<\/p>\n<p class=\"wp-block-paragraph\">You merely checklist all issues to resolve on a 2D graph, with the axes being the worth you get from fixing the issue and the trouble required to resolve the issue. After doing this, you merely choose the issues which have the best worth, relative to the trouble required to resolve them.<\/p>\n<h2 class=\"wp-block-heading\">The right way to Apply Claude Code to find and resolve issues<\/h2>\n<p class=\"wp-block-paragraph\">On this part, I\u2019ll undergo the three steps of the problem-solving course of, which I highlighted earlier: establish and prioritize issues, provide you with an answer to the issue, and execute on the answer.<\/p>\n<p class=\"wp-block-paragraph\">To maintain the article organized, I\u2019ll have one subsection per step of the problem-solving course of.<\/p>\n<h3 class=\"wp-block-heading\">Step 1: Uncover and prioritize issues<\/h3>\n<p class=\"wp-block-paragraph\">Earlier within the article, I highlighted some particular methods to find essential issues with Claude Code.<br \/>I believe an important issue find essential issues to resolve is:<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Give Claude Code entry to all the data you could have entry to<\/p>\n<\/blockquote>\n<p class=\"wp-block-paragraph\">In the event you don\u2019t give your coding brokers this entry, you merely can\u2019t count on them to carry out effectively. You possibly can think about should you needed to resolve a manufacturing bug with out being allowed to take a look at the logs. In fact, you wouldn\u2019t be capable of resolve it, since you can not perceive what the issue is, with out trying on the logs.<\/p>\n<p class=\"wp-block-paragraph\">Thus, make certain your coding agent has entry to all related sources:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Venture administration instruments like Linear<\/li>\n<li class=\"wp-block-list-item\">Notes from Notion<\/li>\n<li class=\"wp-block-list-item\">Log teams in AWS<\/li>\n<li class=\"wp-block-list-item\">GitHub to take a look at commits<\/li>\n<li class=\"wp-block-list-item\">Browser entry to breed points<br \/>And doubtless many extra platforms. The purpose is: should you use the platform to resolve an issue, it is best to give your coding brokers entry as effectively.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">Step 2: Developing with options to issues<\/h3>\n<p class=\"wp-block-paragraph\">Okay, at this level, you\u2019ve performed the toughest half: You\u2019ve recognized an essential drawback you want to resolve. In software program engineering, we regularly say that:<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Discovering the bug, why it occurs, and reproducing it&#8217;s the hardest half. Fixing it from there may be straightforward<\/p>\n<\/blockquote>\n<p class=\"wp-block-paragraph\">So should you\u2019ve gotten right here, you have to be excited that you simply solely have the straightforward half but. In fact, the way you provide you with an answer relies upon rather a lot on the issue you\u2019re attempting to resolve.<\/p>\n<p class=\"wp-block-paragraph\">If it\u2019s a manufacturing bug, you may typically simply immediate Claude Code with:<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Downside X is going on in location Y. I imagine it\u2019s due to Z. Have a look at the CloudWatch log teams \u2020o perceive why the issue is going on, and provide you with a plan to resolve it<\/p>\n<\/blockquote>\n<p class=\"wp-block-paragraph\">That is sufficient for over 50% of the issues I work with, and it really works effectively to resolve manufacturing bugs and implement easy options. If the issue is a little more difficult, you typically must iterate a number of instances on the plan Claude Code creates for you, learn completely by it, and ensure all the pieces appears to be like right. This all ties again to common methods and approaches <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/towardsdatascience.com\/how-to-maximize-claude-code-effectiveness\/\">I\u2019ve beforehand mentioned to get probably the most out of Claude Code.<\/a><\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dotted\"\/>\n<p class=\"wp-block-paragraph\">For different issues, you would possibly must immediate Claude Code otherwise, or make certain it has entry to the right instruments. In the event you\u2019re, for instance, analyzing your CRM device, you\u2019ll want to supply API entry to the device and supply Claude Code with all of the entry it wants.<\/p>\n<p class=\"wp-block-paragraph\">Basically, I urge you to be liberal with the entry you present your coding agent, as a result of with out correct entry, it merely can not resolve issues for you. That is precisely the identical as should you have been to ask people to resolve an issue. In the event that they don\u2019t have entry to the right platforms and instruments, you can&#8217;t count on them to be good drawback solvers.<\/p>\n<p class=\"wp-block-paragraph\">Nonetheless, nonetheless, it is best to after all make certain the agent can not carry out any damaging actions. In the event you\u2019re giving it AWS entry, for instance, it is best to in all probability log in with Viewer entry solely, as an alternative of an admin consumer. Basically, you may merely observe good safety practices.<\/p>\n<h3 class=\"wp-block-heading\">Step 3: Executing on options<\/h3>\n<p class=\"wp-block-paragraph\">The final a part of the problem-solving course of is to execute the answer. In the event you\u2019ve provide you with a great plan with Claude Code, you may merely inform it to execute on its plan.<\/p>\n<p class=\"wp-block-paragraph\">Once more, this works for a majority of the issues I apply Claude Code to. It\u2019s gotten so good that it one-shots the answer.<\/p>\n<p class=\"wp-block-paragraph\">Nonetheless, I nonetheless encounter extra advanced issues the place this doesn\u2019t work. Generally you want to iterate a number of instances with Claude Code. For instance, once I create advertising materials equivalent to:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Scripts for webinars<\/li>\n<li class=\"wp-block-list-item\">PDF carousels for LinkedIn<\/li>\n<li class=\"wp-block-list-item\">Posters<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">I typically have the agent make an preliminary design and begin reviewing and iterating on it. Basically, it is a nice method when engaged on advanced issues. Provide you with an honest preliminary resolution, take a look at it, overview what works and what doesn\u2019t, and iterate. By merely repeating this a number of instances, you\u2019ll normally find yourself with an important resolution.<\/p>\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n<p class=\"wp-block-paragraph\">On this article, I\u2019ve mentioned how I apply Claude Code to resolve issues. Basically, my mindset is that each time I encounter a brand new drawback, I believe: \u201cHow can I apply Claude Code to resolve this drawback for me. A number of instances, you\u2019ll understand which you can resolve an issue with a easy immediate. Different instances, it requires extra iterations, both to find the precise issues, prioritize the issues, create a plan to resolve the issue, or to execute on the issue. Basically, I strongly urge you to have the mindset of iteration in place, the place you begin off with an honest resolution, and iterate on it till you\u2019re proud of it. Most issues don\u2019t require an ideal resolution.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udc49 My free eBook and Webinar:<\/strong><\/p>\n<p class=\"wp-block-paragraph\"><strong>\ud83d\ude80<\/strong>\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.eivindkjosbakken.com\/email-course\">10x Your Engineering with LLMs (Free 3-Day E mail Course)<\/a><\/p>\n<p class=\"wp-block-paragraph\">\ud83d\udcda\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/eivindkjosbakken.com\/ebook\">Get my free Imaginative and prescient Language Fashions e-book<\/a><\/p>\n<p class=\"wp-block-paragraph\">\ud83d\udcbb\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.eivindkjosbakken.com\/webinar\">My webinar on Imaginative and prescient Language Fashions<\/a><\/p>\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udc49 Discover me on socials:<\/strong><\/p>\n<p class=\"wp-block-paragraph\">\ud83d\udc8c\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/eivindkjosbakken.substack.com\/about\">Substack<\/a><\/p>\n<p class=\"wp-block-paragraph\">\ud83d\udd17\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/eivind-kjosbakken\/\">LinkedIn<\/a><\/p>\n<p class=\"wp-block-paragraph\">\ud83d\udc26\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/x.com\/EivindKjos\">X \/ Twitter<\/a><\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>has develop into the only handiest strategy for me to resolve issues. Most issues I encounter at work might be solved successfully by using brokers. That is in distinction to manually fixing duties or coding up an answer your self. On this article, I\u2019ll give a high-level overview of how I strategy issues and resolve [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":11363,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[55],"tags":[2105,7516,1256,1367,1364],"class_list":["post-11361","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-agentic","tag-apply","tag-coding","tag-problems","tag-solve"],"_links":{"self":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/11361","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=11361"}],"version-history":[{"count":1,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/11361\/revisions"}],"predecessor-version":[{"id":11362,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/11361\/revisions\/11362"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/media\/11363"}],"wp:attachment":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=11361"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=11361"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=11361"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<!-- This website is optimized by Airlift. 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