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    Home » How to Apply Agentic Coding to Solve Problems
    Artificial Intelligence

    How to Apply Agentic Coding to Solve Problems

    ProfitlyAIBy ProfitlyAIJanuary 31, 2026No Comments8 Mins Read
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    has develop into the only handiest strategy for me to resolve issues. Most issues I encounter at work may 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’ll give a high-level overview of how I strategy issues and resolve them utilizing Claude Code. As an engineer, you’re primarily an issue solver. Your job ought to be one thing like:

    1. Uncover and determine crucial issues to resolve
    2. Give you an answer to the issue
    3. Execute

    And this doesn’t simply apply to programming duties. It additionally applies to duties in advertising and marketing, 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 Knowledge Science Lead of a series-A funded startup.

    This text highlights the primary contents of this text. I’ll focus on how you can uncover and prioritize points, how you can provide you with options, and how you can execute on these proposed options. Picture by Gemini

    Why it is best to resolve issues with Claude Code

    I at all times suppose it’s vital to know why you do one thing. For those who take any engineering main at college, it is a mindset they’ll instill in you.

    At all times perceive the why of what you’re doing

    You must resolve issues with Claude Code just because it’s normally the best solution to resolve an issue. Now, after all, you need to use Claude Code options, resembling Cursor, although I’ll discuss with Claude Code all through this text, as a result of it’s the device I exploit.

    Nonetheless, Claude Code isn’t solely efficient in step 3 of the problem-solving course of (executing on the answer). It’s additionally efficient in discovering and figuring out issues, together with how vital they’re. It’s additionally tremendous efficient at developing with options to the issues you’ve found.

    You may, for instance, uncover vital issues by:

    • Having Claude analyze manufacturing logs and inform you of any points
    • Give Claude entry to your CRM system to wash up and notify you of crucial areas to deal with
    • Give Claude entry to all of your social media posts and their efficiency, to research what works and what doesn’t

    After discovering points like those listed beneath, it’s vital to prioritize them. One of many easiest instruments for that is the worth effort graph.

    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 decide the issues which have the best worth, relative to the trouble required to resolve them.

    Methods to Apply Claude Code to find and resolve issues

    On this part, I’ll undergo the three steps of the problem-solving course of, which I highlighted earlier: determine and prioritize issues, provide you with an answer to the issue, and execute on the answer.

    To maintain the article organized, I’ll have one subsection per step of the problem-solving course of.

    Step 1: Uncover and prioritize issues

    Earlier within the article, I highlighted some particular methods to find vital issues with Claude Code.
    I believe crucial issue find vital issues to resolve is:

    Give Claude Code entry to all the data you could have entry to

    For those who don’t give your coding brokers this entry, you merely can’t count on them to carry out properly. You may think about in the event you needed to resolve a manufacturing bug with out being allowed to take a look at the logs. After all, you wouldn’t be capable to resolve it, since you can’t perceive what the issue is, with out trying on the logs.

    Thus, ensure that your coding agent has entry to all related assets:

    • Mission administration instruments like Linear
    • Notes from Notion
    • Log teams in AWS
    • GitHub to take a look at commits
    • Browser entry to breed points
      And possibly many extra platforms. The purpose is: in the event you use the platform to resolve an issue, it is best to give your coding brokers entry as properly.

    Step 2: Developing with options to issues

    Okay, at this level, you’ve carried out the toughest half: You’ve recognized an vital downside you should resolve. In software program engineering, we frequently say that:

    Discovering the bug, why it occurs, and reproducing it’s the hardest half. Fixing it from there’s straightforward

    So in the event you’ve gotten right here, you have to be excited that you simply solely have the straightforward half but. After all, the way you provide you with an answer relies upon rather a lot on the issue you’re attempting to resolve.

    If it’s a manufacturing bug, you may typically simply immediate Claude Code with:

    Drawback X is going on in location Y. I consider it’s due to Z. Take a look at the CloudWatch log teams †o perceive why the issue is going on, and provide you with a plan to resolve it

    That is sufficient for over 50% of the issues I work with, and it really works properly to resolve manufacturing bugs and implement easy options. If the issue is a little more sophisticated, you typically must iterate a number of occasions on the plan Claude Code creates for you, learn totally by it, and ensure all the things appears appropriate. This all ties again to common strategies and approaches I’ve previously discussed to get the most out of Claude Code.


    For different issues, you may must immediate Claude Code in another way, or ensure that it has entry to the right instruments. For those who’re, for instance, analyzing your CRM device, you’ll want to offer API entry to the device and supply Claude Code with all of the entry it wants.

    Generally, 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’t resolve issues for you. That is precisely the identical as in the event you have been to ask people to resolve an issue. In the event that they don’t have entry to the right platforms and instruments, you can’t count on them to be good downside solvers.

    Nonetheless, nevertheless, it is best to after all ensure that the agent can’t carry out any damaging actions. For those who’re giving it AWS entry, for instance, it is best to most likely log in with Viewer entry solely, as a substitute of an admin consumer. Generally, you may merely observe good safety practices.

    Step 3: Executing on options

    The final a part of the problem-solving course of is to execute the answer. For those who’ve provide you with plan with Claude Code, you may merely inform it to execute on its plan.

    Once more, this works for a majority of the issues I apply Claude Code to. It’s gotten so good that it one-shots the answer.

    Nonetheless, I nonetheless encounter extra complicated issues the place this doesn’t work. Generally you should iterate a number of occasions with Claude Code. For instance, once I create advertising and marketing materials resembling:

    • Scripts for webinars
    • PDF carousels for LinkedIn
    • Posters

    I typically have the agent make an preliminary design and begin reviewing and iterating on it. Generally, it is a nice approach when engaged on complicated issues. Give you an honest preliminary resolution, check it, overview what works and what doesn’t, and iterate. By merely repeating this a number of occasions, you’ll normally find yourself with an excellent resolution.

    Conclusion

    On this article, I’ve mentioned how I apply Claude Code to resolve issues. Generally, my mindset is that each time I encounter a brand new downside, I believe: “How can I apply Claude Code to resolve this downside for me. A whole lot of occasions, you’ll notice which you could resolve an issue with a easy immediate. Different occasions, it requires extra iterations, both to find the best issues, prioritize the issues, create a plan to resolve the issue, or to execute on the issue. Generally, 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’re pleased with it. Most issues don’t require an ideal resolution.

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