ByteMakers Community

Building the future,Byte by Byte. Desktop Development. Mobile Development. Web Development. Ethical Hacking and More.

[Devarshi Shimpi @DevarshiShimpi]

so @LVNilesh sir told me to try breaking into his network as a challenge

found exposed backend internals, user systems, config, and way more than I expected

and apparently the backend was happy to let me speak for it

[ByteMakers Community @bytemakers]

@DevarshiShimpi @GrowInComm Keep going!💪

[Devarshi Shimpi @DevarshiShimpi]

Reached 100 stars on Codra.

Thank you to everyone who starred it, opened issues, or gave it a try. Means a lot for a side project.

Onward. https://t.co/7jPoxlZ2HD

[Devarshi Shimpi @DevarshiShimpi]

I'll be posting 1 free tool daily on Codra. These utilities help developers ship better code faster.

Day 1: An instant .gitignore generator for any stack. Just type the environment and copy the config.

[Arindam Majumder 𝕏 @Arindam_1729]

This open-source project makes AI code review free by letting you run your own reviewer on GitHub 🔥

Most AI code review tools charge you for every repository, PR, or review.

This takes a different approach.

Connect your GitHub repo, and it automatically reviews pull requests, understands the repository context, and posts findings directly inside the PR.

You can run the whole thing yourself and bring your own model.

No separate code review SaaS. No per-review bill.

What you get:

> Automatic reviews on new and updated PRs
> Inline comments + review summaries
> Open-source model support
> Per-repository review rules
> Custom skipped paths and triggers
> Model chains and fallbacks
> Self-hosted infrastructure
> Review history and job monitoring

It’s still in beta, but the idea is simple:

Your code. Your models. Your code reviewer.

[Devarshi Shimpi @DevarshiShimpi]

𝐖𝐡𝐞𝐧 𝐒𝐞𝐫𝐯𝐢𝐜𝐞 𝐀 𝐜𝐚𝐥𝐥𝐬 𝐒𝐞𝐫𝐯𝐢𝐜𝐞 𝐁, 𝐚𝐧𝐝 𝐒𝐞𝐫𝐯𝐢𝐜𝐞 𝐁 𝐡𝐚𝐧𝐠𝐬...

Service A exhausts its thread pool and crashes too.

This is a cascading failure.

[Devarshi Shimpi @DevarshiShimpi]

Bitcoin gets called digital gold, internet money, a scam, a revolution.

My new post is none of that. It is just how the machine works: hashes, keys, UTXOs, proof of work, built up one layer at a time.

With demos you can run yourself.
https://t.co/8SHcCUgFF5

[Devarshi Shimpi @DevarshiShimpi]

Codra's evidence grounding discards every hallucinated finding: of ~14,800 findings generated across the sweep.

Check it out: https://t.co/7jPoxlZ2HD

PS: These numbers are from the v0.9.5 work, not yet released.

PPS: Special thanks to @Gautam_A_k for helping me with this!

[Devarshi Shimpi @DevarshiShimpi]

Across 787 runs, Codra posted 0.003 false positives per review, 99.97% precision, matching Opus.

At its default settings, Codra running a flash-lite model posted the same ten true positives per review that Claude Opus did, at ~1,700 tokens and 24 seconds per defect found.

[Devarshi Shimpi @DevarshiShimpi]

this is crazy af https://t.co/7jPoxlZ2HD

[Devarshi Shimpi @DevarshiShimpi]

um @CloudflareDev ???

cc @BraydenWilmoth @ritakozlov

[Devarshi Shimpi @DevarshiShimpi]

just applied for @CloudflareDev ambassador! hoping for the best..🤞

@kristianfreeman @transienterrors @fayazara 👀

[Devarshi Shimpi @DevarshiShimpi]

This is the one 🔥

Codra = open-source, self-hosted AI PR reviews with inline comments, model chains/fallbacks, per-repo rules, and a real dashboard.
Star + try it:👉 https://t.co/7jPoxlZ2HD

[Devarshi Shimpi @DevarshiShimpi]

I built Codra, an open-source self-hosted AI code review engine for GitHub pull requests.

Built on Cloudflare Workers, posts inline comments, tracks reviews, and supports per-repo settings, model fallbacks, and queues.

For teams that want AI review without giving up control.

[Devarshi Shimpi @DevarshiShimpi]

@abhxy03 As @sunnykgupta mentioned, do take help from AI to get the work done!

I’d go as far as saying let AI do the heavy lifting, but with one base rule: You must understand every line it generates.

If you're blindly copying code you can't explain, pause and learn the basics first.

[Devarshi Shimpi @DevarshiShimpi]

Left or right?

[Devarshi Shimpi @DevarshiShimpi]

Recreated the iconic Vercel Ship 3D card for my portfolio!⚡️

Always loved the interactivity of the original, so I had to build my own version. The floaty physics are so satisfying to play with.

Check it out:👉 https://t.co/X4YFPXexeI

[Devarshi Shimpi @DevarshiShimpi]

I thought my code was perfect, until a user tried it.

The UI was flickering. Every keystroke triggered a request: Type "H" → Request sent. Type "He" → Request sent. Type "Hel" → Request sent.

Fixed it with a 300ms debounce. Now the app waits for a pause before fetching data.

[Devarshi Shimpi @DevarshiShimpi]

Windows -> VirtualBox -> Ubuntu desktop -> DigitalOcean Ubuntu server -> Windows.

Cuz DigitalOcean officially doesn't allow running Windows Droplets

[Devarshi Shimpi @DevarshiShimpi]

Discord really cooked on this one!