How I’m Solving the Dark Side of Vibe Coding — Building DevPilot Core as a Solo Engineer

vijaysheru — Fri, 18 Jul 2025 23:51:07 +0000

You ever vibe-code something with ChatGPT or Copilot and it just works — but a week later, you can't explain how or why?

That was me. Over and over. So I decided to fix it, for real.

🎯 The Problem I Couldn't Ignore Anymore

As an AI engineer building solo, I love the speed of vibe coding — but it comes with a tradeoff no one talks about enough:

Code that works, but doesn’t make sense
No tests
No memory of what I did yesterday
Refactors? LOL
GPT hallucinating like it's high on API sugar

And most importantly… when things break, it’s on me to dig through stack traces while my AI assistant forgets everything it ever wrote.

🤖 Enter DevPilot Core: My Solution to AI-Induced Chaos

So I started building a tool I needed for myself — something smarter than autocomplete.

Not a co-pilot, but a tech lead that never sleeps.

DevPilot Core is an AI-powered coding agent that actually remembers your project, cleans up after itself, and thinks like a real engineer — not just a fancy keyboard extension.

💥 What It Does (v1 MVP as a Solo Dev)

Problem	DevPilot Core Fix
❌ No memory	✅ Persistent vector memory of your codebase
❌ Bad commits	✅ GPT-powered Git diff summaries + hygiene checks
❌ Missing tests	✅ Test detector + auto-test scaffolder
❌ Spaghetti AI code	✅ Proactive GPT refactor agent
❌ Debugging pain	✅ Stacktrace replay + GPT root cause analysis

All local-first, minimal setup. Just you, your repo, and a smarter way to ship.

🛠️ How I'm Building It (Solo Stack)

Python for CLI + agents
LangChain + OpenAI/Claude for logic + prompts
ChromaDB to persist memory across sessions
GitPython to hook into your commits
Typer + Rich to make the CLI feel smooth

My goal? Minimal magic. Maximum clarity.

🧪 Early Wins (Internal Testing)

Metric	Before	After DevPilot
Repeated GPT prompts	~15/day	~4/day
Debug time per bug	~90 mins	~15 mins
Untested features	40%	<10%
Commit clarity (subjective)	5/10	9/10

Nothing scientific here — just real dev grind feedback from me to myself.

🔎 Why This Matters

Everyone is building with AI.

But no one is asking: “Who’s cleaning up this mess?”

DevPilot Core exists to answer that.

Not just faster code — better engineering with memory, clarity, and structure.

If Copilot is your sidekick… DevPilot is the CTO whispering,

“That function’s doing too much. Also, where’s the test?”

🚀 What's Next?

✅ Open-source CLI release
🔜 Refactor agent for Python + JS
🔜 VSCode extension with inline memory
🔜 Dev memory notebook (auto-learns your repo)

🤝 Want to Follow the Journey?

If you’re:

Building solo
Using GPT/Copilot every day
Tired of throwing code into the void…

Then DevPilot Core is for you. I’m sharing everything I build in public — from agents to prompt strategies.

👉 Drop a comment, follow me, or DM to get early access.

And if you’ve ever said “this code works but I’m scared of it” — we should talk.

🧠 Let’s build AI that remembers.

🧼 Let’s make code cleaner.

🛠️ Let’s vibe less and engineer more.

ai #devtools #productivity #opensource

From Gears to Code: A Mechanical Engineer's Journey into the World of Software Development

vijaysheru — Fri, 17 Feb 2023 16:27:53 +0000

Introduction:

The engineering field is vast and diverse, offering students and professionals many opportunities to explore. In today's world, many engineers find that the skills they learned in one engineering area can be applied to another. This is the story of one mechanical engineer who made a massive leap into software development. And I am proud that It was me.

Body:

I had always been mesmerized by how things functioned. As a child, I would take apart my toys to see how they were put together and try to assemble them again. As I grew, My curiosity shifted to how bikes and cars work and how a refrigerator could work. This inquisitiveness led me to study mechanical engineering in college, where I learned how to design and build machines that could solve complex problems and got to know how the machines work.

I took an Internship at a government corporation during graduation, where I worked on designing, optimizing assembly, and non-destructive testing. I loved the work, but a question haunted me while using software for design. How do these commands work? What goes behind this software that made my job easy digitally? I started exploring other engineering areas and discovered it was a building of coding. That was my first baby step toward coding.
At first, I found it challenging to transition from mechanical engineering to software development. But I learned the basics, picking my first programming language, Java. I heard that Java is the hardest to understand. I want to challenge myself with the hardest. Gradually I learned the basics from the W3 schools website.
Along with this, I learned scripting languages, built a website, and deployed it on netlify. Though it was not a responsive website and not entirely written, I was happy with what I learned and implemented. My ability to think analytically and solve complex problems was also helpful in programming.

With this knowledge, I could clear the interview and get placed in a top MNC. There they gave me training in Core Java, Spring, Spring Boot, Microservices, and DBMS. It was hard at first. Despite the challenges, I was determined to transition to software development.

My experience in mechanical engineering gave me a unique perspective on problem-solving and helped me to think creatively about software design. I quickly became an invaluable member of the team and was able to solve real-time problems in my assigned projects.

Conclusion:

I deem that pursuing your passion is always possible. I took a chance and made the leap from mechanical engineering to software development, which paid off. I made myself open to new opportunities and the value of transferable skills. My ability to think critically, problem-solve, and visualize complex systems helped me progress in a field that initially seemed foreign. Not to boast about myself, but anyone can successfully transition to a new domain with hard work and dedication.

DEV Community: vijaysheru