Ralph

I build software that solves meaningful problems

TireTutor founding Engineer
Automata co-founder

[Ralph @ralphghannam]

Just finished helping a vibe coder fix a critical bug in his mobile app

That was the entire scope: one bug

He’d already spent months trying to fix it himself, so he was desperate to get it sorted

What impressed me was how much he’d built on his own:

A web app.
iOS + Android apps.
Even wearable apps.

He got ~95% of the way there using @Lovable 🤯

But that last 5% had him stuck for months.

It took me a few hours to unblock him.

I also gave him a free guide for getting everything production-ready, whether he decides to work with us or finish it himself.

AI is making it possible for people to build an incredible amount on their own.

Sometimes they just need an engineer to get them through that last 5%.

(And then the real underlying work of getting the app production ready 😄)

[Ralph @ralphghannam]

@DavidOndrej1 @promptyx_ai Going to market in Europe is so hard

Everh country speaks a different language and has its own regulations, and the EU has regulations on top of that

Not to mention that the street layouts are harder to deal with for FSD

[Ralph @ralphghannam]

@kamilbaranek_ I say please, but I batch my thank yous every month to save tokens

I’ve told this to my AIs and they understand

[Ralph @ralphghannam]

This is real footage…

[Mehul Mohan @mehulmpt]

how DO YOU EVEN prompt this

[Ralph @ralphghannam]

@aanthonymax After a recent update:
- Both read by Claude Code
- only Agents.md is read by non Claude Code harnesses

[Ralph @ralphghannam]

@Mckennarigz @typesafeai big bubble: most likely
small bubble: second place
no bubble: 🫧

[Ralph @ralphghannam]

I’m thrilled to announce my new position at @typesafeai as jev’s slower brother, jef

I’m tasked with replying to comments on this post.

You send:

data + a question
choices

I reply with probabilities for each choice

[Ralph @ralphghannam]

@CauseWhyNot_eh There are some places where I was using LLMs for classification. I can now use Jev instead.

Other than that, the applications I think of are more for fun!

[Ralph @ralphghannam]

How are you planning to use TypeSafe AI’s Jev in your existing workflows?

Curious what use cases people are finding for it

[Ralph @ralphghannam]

@RedOldHome Yeah possibly. It could make it way easier to build good NPCs.

[Ralph @ralphghannam]

@kirtandopamine Maybe try an sql “where”

[Ralph @ralphghannam]

@no_stp_on_snek @ibocodes In theory, it should work

but I have to admit that my primary source is the sus demos for now 🤷‍♂️

I wanna try it for something like chess and see how well it does against existing chess bots (although the latency wouldn’t get a proper test in that case)

[Ralph @ralphghannam]

@niqudrift You mean a VII out of X

[Ralph @ralphghannam]

@icanvardar From here, it’s gonna be YouTube -> Instagram -> TikTok -> LinkedIn

[Ralph @ralphghannam]

@Ionkosm “Reminders” on iOS

You can guess 😄

[Ralph @ralphghannam]

@pelloiafilippo @PleistosceneLyf Just surprised you’re not running out of usage!

[Ralph @ralphghannam]

It’s a weird time to be a software engineer…

I get requested to review PRs with Claude generated description bodies, commit messages, and ticket descriptions, let alone the code itself

And the cherry on top is the author of the PR not even reviewing the code themselves before asking for a review!

[Ralph @ralphghannam]

@lncurred These days, if I see John Summit, I skip

[Ralph @ralphghannam]

2026: vibe coders

2027: software jevelopers

[Ralph @ralphghannam]

@jjacky I guess you would need to build a search agent around it or something?

[Ralph @ralphghannam]

@DenLoginoff Is it actually making wrong decisions?

I thought the confidence is attributed to each decision