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I built dev tools at GitHub for 7 years before AI coding became the default. AI made code gen fast, but software still depends on the human mind knowing which details matter. AI only made that harder. That's why I built Nuanced, the AI coding app I want. Nuanced...

13,454 views • 3 months ago •via X (Twitter)

24 Comments

Charles McQuain's profile picture
Charles McQuain3 months ago

Definitely intrigued by this! Looks like a great product here, and excited to see how it evolves!

Timur Yessenov's profile picture
Timur Yessenov3 months ago

This is the right pain. AI coding made typing cheap, but not intent. A living spec is interesting because it can become the place where the agent must reconcile “what we meant” with “what it changed” after each run.

Akram Ahmed's profile picture
Akram Ahmed3 months ago

How is this diff from agentic workspaces which codex app, claude code app, cursor app etc offer already?

ayman nadeem's profile picture
ayman nadeem3 months ago

Fair question. There’s def overlap, but the main difference is the abstraction. Nuanced is less about giving an agent a workspace and more about preserving the relationship between intent, plan, implementation, and file changes. The plan becomes a living, non-ephemeral spec that persists beyond any single interaction, the implementation maps back to it, and review/commit happens against that structure instead of a disappearing chat thread.

Marlize Holtzhausen's profile picture
Marlize Holtzhausen3 months ago

Definitely trying this out. Thank you!

Ahmed Reza's profile picture
Ahmed Reza3 months ago

How about existing code bases? Wish I could load up a large legacy codebase and infer speed and go that way.

ayman nadeem's profile picture
ayman nadeem3 months ago

Nuanced is meant for existing codebases, not just greenfield apps. You connect a repo, and it helps infer the current architecture, patterns, and constraints so changes are grounded in how the system already works. Legacy code is actually one of the places this matters most, because the hard part usually isn’t generating code, it’s understanding what not to break.

Jan Stevens's profile picture
Jan Stevens3 months ago

Thanks! Will give it a try over the weekend.

ayman nadeem's profile picture
ayman nadeem3 months ago

Read more on our blog:

Adam's profile picture
Adam3 months ago

Your observation about feeling “scattered” when coding like this is spot on. Love your idea, gonna have to check it out.

ayman nadeem's profile picture
ayman nadeem3 months ago

glad it resonated!

Jason Nguyen's profile picture
Jason Nguyen3 months ago

I have no experience in coding, but I am learning a lot after starting to use CC and Vibe coding.

ayman nadeem's profile picture
ayman nadeem3 months ago

Love this. vibe coding is such a good entry point, but I think the next step is helping people understand what’s happening as they build. that’s a big part of what I’m trying to do with Nuanced. would love for you to try it!

offwhite_humour's profile picture
offwhite_humour3 months ago

how different is this with softwarefactory 8090 ?

ayman nadeem's profile picture
ayman nadeem3 months ago

good question. from what I can see, 8090 seems more like an org-level SDLC/control plane. Nuanced is developer-first, closer to the repo, the spec, the diffs, and the human decisions behind agent-generated code.

Franklin the Pump Dot Fun Guy's profile picture
Franklin the Pump Dot Fun Guy3 months ago

@tweem 2x views

vibe yoda's profile picture
vibe yoda3 months ago

show your github

Sanskar Tiwari's profile picture
Sanskar Tiwari3 months ago

no dis, but may i ask why can't this be a prompt?

ayman nadeem's profile picture
ayman nadeem3 months ago

Fair question. my bias from working on complex codebases is that software engineering has never been just “say the thing you want”… imo the work is maintaining the right mental model, like what context matters, what constraints persist, what changed, what needs review, and whether the implementation still matches the intent. a prompt is just not enough of an interface for that.

Chandler builds OpenLuxe.co's profile picture
Chandler builds OpenLuxe.co3 months ago

These seems so much better than software factory from 8090

Prakhar Upadhyay's profile picture
Prakhar Upadhyay3 months ago

Wow...honestly I don't know if i should say this or not ...it's completely Beauty with brain moment...u have pretty eyes😬

karthikk vijay's profile picture
karthikk vijay3 months ago

How is this different codex?

ayman nadeem's profile picture
ayman nadeem3 months ago

Good question. Codex is probably the closest comparison. The difference is the organizing layer. Nuanced centers the living spec, the plan persists, implementation maps back to it, and review/commit is about whether the code still matches the intended behavior, not just whether the diff looks okay or not.

C_C_WU's profile picture
C_C_WU3 months ago

great! ai builder

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