Akshay Shinde

Engineer. Explorer. Into tech, AI/ML, space, fitness, sports, philosophy, nature, awareness - basically everything. Sharing raw thoughts & building in public.

[Akshay Shinde @ConsciousRide]

90% of AI Engineer interviews in 2026 are just these 12 concepts repeated:

[Akshay Shinde @ConsciousRide]

@SumitM_X That extra OPTIONS request is the browser sending a CORS preflight request.

Adding the Authorization header makes the request non simple under CORS rules, so the browser first asks the server for permission before sending the actual request.

[Akshay Shinde @ConsciousRide]

@Its_Nova1012 quantity over quality

[Akshay Shinde @ConsciousRide]

The bottleneck is often not the email API itself, but the queueing, provider rate limits, retries, throughput limits, or asynchronous processing pipeline behind it.

A 200 OK usually only means the provider accepted the request, not that the email was actually delivered immediately.

At that scale you need proper queue architecture, retry handling, backpressure control, provider monitoring, batching strategies, and sometimes multiple email providers for reliability.

[Akshay Shinde @ConsciousRide]

@itsaaroshi Freedom.

Android gives users far more control over customization, file management, app installation, default apps, and hardware choices across different budgets.

[Akshay Shinde @ConsciousRide]

@devXritesh Congratulations bro

[Akshay Shinde @ConsciousRide]

@Umesh__digital Usually rebase for a cleaner linear history before merging.

But if the branch is heavily shared with multiple developers already working on it, merge can be safer to avoid rewriting commit history and creating conflicts for everyone else.

[Akshay Shinde @ConsciousRide]

@knowRowan Currently building LifeStack.

It is focused on productivity, activity tracking, and helping people understand where their time actually goes instead of losing everything inside random notes and unfinished to do lists.

[Akshay Shinde @ConsciousRide]

@avrldotdev Great start on Raft in Go.

[Akshay Shinde @ConsciousRide]

A growing DLQ usually means messages are repeatedly failing processing and never recovering successfully.

Common causes are bad payloads, schema mismatches, downstream service failures, poison messages, retry logic problems, or consumers that cannot handle certain edge cases correctly.

[Akshay Shinde @ConsciousRide]

The circuit breaker pattern is one of the main protections here.

It stops repeatedly calling unhealthy downstream services, preventing thread exhaustion, cascading failures, and system wide overload.

Timeouts, retries with backoff, bulkheads, and load shedding are also commonly used together.

[Akshay Shinde @ConsciousRide]

Bcoz training LLMs is not limited by Python execution speed alone.

Python became dominant because of its AI ecosystem, simplicity, research friendliness, and massive library support like PyTorch, TensorFlow, NumPy, and JAX.

Also, the heavy computation is usually happening underneath in highly optimized C, C++, or CUDA code running on GPUs. Python often acts more like the orchestration layer than the raw compute layer itself.

[Akshay Shinde @ConsciousRide]

@shub0414 Convenience fees for doing the entire process yourself online

[Akshay Shinde @ConsciousRide]

@0xPrajwal_ pure fun watching the creativity in this

[Akshay Shinde @ConsciousRide]

@Sarthak4Alpha Learning Linux fixes at least one category of problems while creating five new terminal ones 😭

[Akshay Shinde @ConsciousRide]

@jahirsheikh8 Yeah, nothing beats that.

[Akshay Shinde @ConsciousRide]

@themishra4402 Both have their place. Try Linux Mint if you want something close to Windows.

[Akshay Shinde @ConsciousRide]

@ash_twtz Saving their money

[Akshay Shinde @ConsciousRide]

@jahirsheikh8 These jobs mostly go to people from top colleges like IIT or NIT. Or they need years of strong work experience. Normal college grads rarely get in.

[Akshay Shinde @ConsciousRide]

@itsaaroshi Vercel, AWS, Cloudflare, and Render

all these above ones based on the use-case

[Akshay Shinde @ConsciousRide]

You are doing great bro.

Have some break and come back stronger again.

A lot of creators underestimate how mentally exhausting daily posting becomes after the initial excitement phase.

At some point, the pressure to constantly perform, stay visible, and maintain engagement starts feeling more like a job than creative expression.