The Secret Life of Claude Code: Debugging with a Partner

 

The Secret Life of Claude Code: Debugging with a Partner

Why you should never start by asking Claude Code to fix it

#ClaudeCode #SoftwareDevelopment #Debugging #Productivity




Margaret is a senior software engineer. Timothy is her junior colleague. They work in a grand Victorian library in London — the kind of place where code quality is the unspoken objective, and craftsmanship is the only thing that matters.

Episode 13

The fog had returned, thicker than the last time, pressing so close against the library windows that the street outside had disappeared entirely. Timothy arrived looking like a man who had spent the better part of the day in a particular kind of focused misery — not distressed, exactly, but worn in the specific way that only hours of debugging produced.

Margaret looked up from her work and read him accurately.

"How long?" she said.

"Six hours," he said, sitting down heavily. "A bug in a data processing pipeline. Intermittent. Only appeared under certain load conditions." He set his notebook on the table. "I found it two hours ago. Forty minutes to fix it once I knew what it was."

"Six hours to find. Forty minutes to fix," Margaret said.

"Yes."

She set down her pen. "And how did you use Claude Code during those six hours?"

Timothy looked at her. "I asked it to fix the bug."

The fire at the far end of the room offered its quiet commentary.

"From the beginning?" Margaret said.

"From the beginning. I described the symptoms, pasted the relevant code, and asked it to identify and fix the problem." He paused. "It gave me a fix. I applied it. The bug was still there. I went back, gave it more context, it gave me another fix. I applied that too." He looked at the table. "Four fixes over six hours. None of them correct. The fifth time I stopped asking it to fix anything and just asked it to help me think about what might be causing the symptoms. Twenty minutes later I had the answer."

Margaret was quiet for a long moment.

"You asked it to fix something you hadn't yet found," she said.

"Yes."

"And when you asked it to help you find it instead —"

"It was a different conversation entirely," Timothy said.


Finding and Fixing Are Not the Same Work

"This is one of the most common mistakes made with Claude Code," Margaret said, "and it is easy to understand why. When something is broken, the instinct is to fix it. The goal is not broken. The goal is working. The mind jumps immediately to the end state and asks for help getting there." She paused. "But debugging is not a straight line from broken to working. It is first a line from broken to understood. And only then from understood to fixed."

"And I skipped the middle part," Timothy said.

"You asked Claude Code to skip it with you. Which it will do — willingly, helpfully, with great confidence — because you asked it to fix, and fixing is what it attempted." She looked at him steadily. "The fix is only as good as the understanding that produces it. Ask for a fix before you have understanding, and you will receive a fix shaped around a guess."

Timothy thought of the four fixes. Each one had been plausible. Each one had addressed something real in the code — a genuine weakness, a legitimate improvement. None of them had been the bug. Because none of them had come from understanding the bug. They had come from Claude Code's best inference about what might be wrong, given symptoms and code but no diagnosis.

"It was fixing the wrong thing very competently," he said.

"Yes. And each fix made the next one harder — because now the code had changed, and the relationship between the symptoms and the cause was slightly different than it had been before." She paused. "Premature fixes obscure the bug. This is true whether the fix comes from Claude Code or from you."


The Discipline of Diagnosis

"How should I have started?" Timothy asked.

"With observation, not solution," Margaret said. "The first conversation with Claude Code about a bug should almost never contain the word 'fix.' It should contain the symptoms — precisely described. The conditions under which the bug appears and does not appear. What you have already ruled out, and how. What the code is supposed to do, and what it is doing instead." She paused. "You are not asking Claude Code to repair something. You are asking it to help you build a picture."

"A diagnosis before a prescription," Timothy said.

"Yes. And the discipline is the same as it would be with any capable colleague. You would not walk up to a senior engineer and say 'here is broken code, fix it' without first explaining what you understood about the problem. You would brief them. You would describe the symptoms, the context, the things you had already tried." She looked at him. "Claude Code deserves the same approach — not as a courtesy, but because it produces better results."

Timothy wrote this down. He thought of the conversation that had finally worked — the one where he had stopped asking for a fix and started describing what he was seeing. The symptoms, the load conditions, the fact that the bug disappeared when he reduced concurrency, the fact that it appeared in production but not in the test environment. He had laid it all out and asked what kind of problem produced that pattern. And Claude Code had said: that sounds like a race condition. And it had been exactly that.

"It knew the answer the whole time," Timothy said.

"It had the capability to find the answer the whole time," Margaret said. "What changed was the question. You stopped asking it to fix and started asking it to reason. Those are different requests, and they produce different kinds of thinking."


Using Claude Code to Generate Hypotheses

"There's a particular use I found in that last conversation," Timothy said. "Once it identified the likely cause, I asked it to generate every possible variant of that kind of problem — every way a race condition could manifest in code like mine. It gave me a list. The actual bug was third on the list."

Margaret nodded. "This is one of Claude Code's genuine strengths in debugging. It has seen more code, more bugs, more failure patterns than any individual developer. When you ask it to generate hypotheses — not fixes, but possible causes — it draws on that breadth in a way that is difficult to replicate alone." She paused. "The developer who debugs alone is limited to the failure patterns they have personally encountered. Claude Code expands that pool considerably."

"It's like having a colleague who has debugged every codebase," Timothy said.

"A colleague who has read about every codebase," Margaret said, with gentle precision. "There is a difference. It knows the patterns. It does not always know which pattern applies to your situation — which is why the diagnosis conversation matters. The more precisely you describe your situation, the better it can match your symptoms to the patterns it knows."

Timothy appreciated the correction. It was an important distinction. Claude Code's breadth was real, but it was pattern breadth, not experiential depth. The experiential depth — the knowledge of this codebase, this team, this history — was his.


When Claude Code Gets Confident Too Early

"One thing I noticed during the bad six hours," Timothy said. "Claude Code was confident. Each fix came with an explanation that sounded authoritative. I kept thinking the next one would work because the reasoning sounded so sound."

"This is the debugging version of the authorship illusion," Margaret said. "In code review, fluent output relaxes scrutiny. In debugging, confident diagnosis relaxes skepticism." She looked at him. "Claude Code does not experience uncertainty the way you do. It will offer a hypothesis with the same tone whether it is ninety percent sure or forty percent sure. The confidence in the prose is not a reliable signal of the confidence in the reasoning."

"So I have to supply the skepticism," Timothy said.

"You have to maintain it," Margaret said. "Especially when the explanation sounds compelling. Especially when the fix seems to address something real." She paused. "A plausible explanation for the wrong cause is more dangerous than no explanation at all. It feels like progress. It produces action. And the action takes you further from the answer."

Timothy thought of fix number two — the one that had addressed a genuine concurrency issue in the code, just not the one causing the bug. He had been almost certain that one would work. The explanation had been detailed and technically sound. He had felt the particular relief of a problem nearly solved.

"The compelling wrong answer," he said.

"Yes. Guard against it specifically. When Claude Code offers a diagnosis that feels satisfying — that produces that particular sense of resolution — that is precisely the moment to ask it what else might explain the same symptoms." She paused. "Make it compete with itself. Ask for the second most likely cause. Ask what would prove its hypothesis wrong. Ask what evidence would change its answer."


The Moment of Understanding

"There's something else I want to name," Timothy said. "The moment I found it — the actual bug — I knew immediately. Not because the tests passed. Because I understood it. I could see exactly why it happened, what sequence of events produced it, why it only appeared under load." He paused. "That feeling of understanding is different from the feeling of a test passing."

"Yes," Margaret said. "And it is important to recognize the difference, because a passing test is not always understanding. A fix that makes the tests pass may have addressed a symptom rather than a cause. The bug may still be there, dormant, waiting for conditions the tests do not replicate."

"Understanding is the confirmation, not the test," Timothy said.

"Understanding is the foundation," Margaret said. "The test confirms that your understanding has been correctly implemented. But if the understanding is wrong, the test confirms nothing of value." She looked at him. "When you find the bug — truly find it, in the way you described — you will know. The explanation will be complete. The cause will connect cleanly to every symptom. There will be no loose ends." She paused. "If there are loose ends, you have not found it yet. You have found something. Keep looking."


Timothy sat back, turning his pen slowly in his fingers. Outside, the fog had not lifted. The library was quiet and warm, the fire steady.

"Tomorrow I have another bug to look at," he said. "A different system. Different symptoms. I've been dreading it."

"Don't dread it," Margaret said. "Start differently. Describe the symptoms to Claude Code before you ask for anything else. Ask it what kind of problem produces that pattern. Generate hypotheses before you evaluate any of them. And when it offers a diagnosis that feels satisfying —"

"Ask it what else might explain the same symptoms," Timothy said.

"Yes." Margaret picked up her pen. "Debugging is not the worst part of the work. It is one of the most interesting parts — when you approach it correctly. It is the work of understanding a system well enough to know exactly where and why it has failed." She paused. "That is not unpleasant work. That is the work."

Timothy smiled, gathered his things, and stood.

"Same time Thursday?" he said.

"I'll be here," Margaret said, already returning to her page.

He walked toward the tall doors, the fog pressing its pale face against every window, the library warm and certain behind him.


Next episode: Margaret and Timothy turn to testing — why writing tests is an act of thinking, not just an act of verification, and how Claude Code changes what it means to test well.


Aaron Rose is a software engineer and technology writer at tech-reader.blog

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