Sunday, February 1, 2026

The right way to Apply Agentic Coding to Remedy Issues


has turn out to be the only only method for me to unravel issues. Most issues I encounter at work will 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 method issues and clear up them utilizing Claude Code. As an engineer, you’re primarily an issue solver. Your job must be one thing like:

  1. Uncover and establish a very powerful issues to unravel
  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 Information Science Lead of a series-A funded startup.

This text highlights the principle contents of this text. I’ll talk about uncover and prioritize points, provide you with options, and execute on these proposed options. Picture by Gemini

Why you must clear up issues with Claude Code

I all the time assume 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 clear up issues with Claude Code just because it’s often the simplest approach to clear up an issue. Now, in fact, you should utilize Claude Code alternate options, corresponding to 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 scrub up and notify you of a very powerful areas to concentrate on
  • 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 under, it’s vital to prioritize them. One of many easiest instruments for that is the worth effort graph.

You merely listing all issues to unravel on a 2D graph, with the axes being the worth you get from fixing the issue and the trouble required to unravel the issue. After doing this, you merely choose the issues which have the best worth, relative to the trouble required to unravel them.

The right way to Apply Claude Code to find and clear up issues

On this part, I’ll 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.

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 feel a very powerful issue find vital issues to unravel is:

Give Claude Code entry to all the knowledge you’ve entry to

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

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

  • Venture administration instruments like Linear
  • Notes from Notion
  • Log teams in AWS
  • GitHub to have a look at commits
  • Browser entry to breed points
    And doubtless many extra platforms. The purpose is: when you use the platform to unravel an issue, you must give your coding brokers entry as properly.

Step 2: Developing with options to issues

Okay, at this level, you’ve completed the toughest half: You’ve recognized an vital drawback you must clear up. 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 simple

So when you’ve gotten right here, try to be excited that you just solely have the straightforward half but. After all, the way you provide you with an answer relies upon so much on the issue you’re attempting to unravel.

If it’s a manufacturing bug, you’ll be able to typically simply immediate Claude Code with:

Drawback X is occurring in location Y. I imagine it’s due to Z. Have a look at the CloudWatch log teams †o perceive why the issue is occurring, and provide you with a plan to unravel it

That is sufficient for over 50% of the issues I work with, and it really works properly to unravel manufacturing bugs and implement easy options. If the issue is a little more sophisticated, you typically must iterate a number of instances on the plan Claude Code creates for you, learn completely via it, and ensure every thing appears appropriate. This all ties again to common strategies and approaches I’ve beforehand mentioned to get probably the most out of Claude Code.


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

Usually, 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 clear up issues for you. That is precisely the identical as when you have been to ask people to unravel an issue. In the event that they don’t have entry to the right platforms and instruments, you can’t anticipate them to be good drawback solvers.

Nonetheless, nevertheless, you must in fact be sure that the agent can’t carry out any damaging actions. For those who’re giving it AWS entry, for instance, you must in all probability log in with Viewer entry solely, as an alternative of an admin person. Usually, you’ll be able to 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 a great plan with Claude Code, you’ll be able to 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 advanced issues the place this doesn’t work. Generally you must iterate a number of instances with Claude Code. For instance, once I create advertising and marketing materials corresponding to:

  • Scripts for webinars
  • PDF carousels for LinkedIn
  • Posters

I typically have the agent make an preliminary design and begin reviewing and iterating on it. Usually, it is a nice method when engaged on advanced issues. Give you an honest preliminary resolution, take a look at it, overview what works and what doesn’t, and iterate. By merely repeating this a number of instances, you’ll often find yourself with an important resolution.

Conclusion

On this article, I’ve mentioned how I apply Claude Code to unravel issues. Usually, my mindset is that at any time when I encounter a brand new drawback, I feel: “How can I apply Claude Code to unravel this drawback for me. Loads of instances, you’ll notice that you would be able to clear up an issue with a easy immediate. Different instances, it requires extra iterations, both to find the suitable issues, prioritize the issues, create a plan to unravel the issue, or to execute on the issue. Usually, 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 proud of it. Most issues don’t require an ideal resolution.

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