Nilamadhab Senapati

Backend & Cloud Engineer
I mass destroy bugs features for a living. 5+ years shipping code
I build things that scale (and don't crash at 3 AM).

[Nilamadhab Senapati @MadhabCoder]

@DonaldLamp84do Exactly — gate for structure, model for judgment, extraction stays after.
Those parse-fail numbers are the whole pitch: I’d rather be 3pts “dumber” and never invent a field.
Logging paired misses on a fixed suite is basically what I’m shipping in Verdikt this week.

[Nilamadhab Senapati @MadhabCoder]

I saw "Jev" on Product Hunt ranked #7.
Read it as JAV. Yes, THAT JAV.

Laughed. Closed the tab. Moved on.
Then my entire feed wouldn't shut up about it for 4 days. "Jev kills LLMs." "Jev changes everything."

Fine. I read the docs.
LLMs write essays. Jev ticks boxes.
You ask it yes/no, pick-one, or rate-on-a-scale. Typed answers back with confidence scores. No paragraphs. No parsing. No drama.
14ms locally. $42 per billion tokens on cloud. Output tokens free.

So I'm building 3 things with it this week:

→ Jev gate inside RoastMyPR — an AI that checks if my AI PR reviewer did a good job. Yes, AI reviewing AI.
→ Verdikt — describe your tests in YAML. Jev evaluates. No assertions. No boilerplate.
→ Reflex — VS Code extension running Laya (open-source Jev) locally on Apple Silicon. Code feedback on every save. 14ms. Offline. Free.

Sharing results, benchmarks, honest feedback as I build.

Not a paid promo. Just a dev who misread a product name and now can't stop building.

First build drops this week.
@typesafe_ai, #jev, @ProductHunt

[Nilamadhab Senapati @MadhabCoder]

→ Reflex — a VS Code extension running Laya (open-source Jev alternative) locally on Apple Silicon. Real-time code sense on every save. 14ms. Offline. Free.

[Nilamadhab Senapati @MadhabCoder]

@rom1trs Awesome , let me try this

[Nilamadhab Senapati @MadhabCoder]

I just published Longhand: I built a UPSC note-taking app that works like a library, not a pile https://t.co/7G5oNUwZVO

[Nilamadhab Senapati @MadhabCoder]

The most modern-feeling thing on my phone yesterday was the oldest part of the system finally being used for what it was always built for.
#India #TechExplained #Engineering #CellBroadcast #SACHET

[Nilamadhab Senapati @MadhabCoder]

Yesterday every phone in my house went off at the same second. Different brands, different networks, same exact moment. People thought their phones were hacked. The interesting part: it wasn't a text message.

[Nilamadhab Senapati @MadhabCoder]

The technology has been sitting in the cellular standard for thirty years. The hard part wasn't the code. It was getting every phone company in India to upgrade their towers, getting an agency to own the alerts, and coordinating across 36 states. Coordination, not engineering.

[Nilamadhab Senapati @MadhabCoder]

A normal text is one-to-one. The phone company has to deliver fifty million separate messages to reach fifty million people. India's older alert system works this way. It has sent over 134 billion of them. It works — until the network is jammed during the exact emergency you need

[Nilamadhab Senapati @MadhabCoder]

#BuildInPublic #F1 #FullStack #FastF1 #SideProject #ShipIt

[Nilamadhab Senapati @MadhabCoder]

What started as "let me show F1 data in a table" ended with me building a complete Race Intelligence Operating System
F1 Intelligence Studio : https://t.co/vj7GUg0ezs

[Nilamadhab Senapati @MadhabCoder]

I just published I Built an F1 Race Intelligence Dashboard — Here’s Everything I Learned https://t.co/uCGOxfD74h

[Nilamadhab Senapati @MadhabCoder]

If you’re interested in the code, the full article and project is on my Blog. Built with Next.js, FastAPI, FastF1, Claude, and ElevenLabs. Got questions, feedback, or suggestions? I’d love to hear the

https://t.co/7BefCe2Hlz

https://t.co/LSL3dMYSXp

[Nilamadhab Senapati @MadhabCoder]

Huge shoutout to the FastF1 creator https://t.co/89do0QKJ6B — this project stands on your shoulders.