Let me set the scene.
I spent an hour—one full hour—chasing down a bug that made no sense. The .env file was clean. The environment variable was set. Everything should have worked. And yet, every call to OpenAI’s API used a different key than the one I defined.
I had logs. I had breakpoints. The CLI was whispering sweet lies about what key was in use.
So I did what any reasonable developer would do after a mild existential crisis: I asked the AI.
🧠 Claude Solves It in 5 Minutes
I gave Claude a short brief: “Figure out why my .env variable for OPENAI_API_KEY isn’t being respected.”
Here’s how the debug session went down—line by line:
Claude: Let’s look for dotenv config files that might be overriding environment variables.
Claude: Search(pattern: "env.*OosA|OosA.*env|OPENAI_API_KEY|openai.*key")
Result: Found 0 files.
Okay, so not a local file override.
Next:
Claude: Let’s check global config files and shell profiles.
Claude: Read(../.bashrc)
Result: Found the issue.
Buried in my .bashrc, from some long-forgotten experiment, was a global OPENAI_API_KEY that ended in “OosA”.
Claude pulled the full key out, showed it in context, and gave the diagnosis: Your shell-level variable is taking precedence over the .env file. And it was right.
Then it offered to remove it for me:
bash
Copy
Edit
# Removed by Claude
export OPENAI_API_KEY="sk-proj-...OosA"
And just like that, .env started behaving as expected.
🧩 The Real Lesson
This wasn’t just about a rogue key. It was about where defaults hide, and how they silently override your assumptions. I had “truth” in my .env, but the runtime had a different opinion—one set months ago, silently waiting to bite.
Three things I’ll call out here:
System-level overrides are invisible until they’re not. Bashrc, zshrc, Dockerfiles—these sit outside your current context but still run the show.
Logs don’t lie, but they don’t always tell the full story. My app said it was using the right config. Technically true. Just not the full picture.
AI debugging isn’t hype—it’s leverage. Claude found in 5 minutes what I couldn’t in 60. That’s not magic. That’s deep system access with context.
🔑 Why Claude Stood Out
This is exactly where Claude shines: acting as a proxy to your shell, not just your code.
Augment had the context. Codex had the syntax. Cursor had the editor. Windsurf had a great UI. None of them would’ve caught this—because none of them actually see your runtime environment.
Claude does. It reads your ~/.bashrc. It understands shell-level overrides. It proposes and executes changes. And it gives you back control in environments where context sprawl quietly breaks your assumptions.
This is a real axis of advancement in the AI devtools race. Not just intelligence—but proximity. The agents that can reach deeper into the OS, the environment, the filesystem—those will win the messy, real-world debugging fights.
🚀 Forward
I’ll take the L on this one—should’ve checked shell profiles sooner. But the next time you think your config is being “ignored,” assume nothing. Especially when .env isn't the final word.
And if you're in the trenches long enough… get yourself a debug copilot. Human or AI. Doesn’t matter. Just make sure someone—or something—can see the whole board.
That’s the real takeaway.