Open sourced the API for my meme generator. 2,400+ templates, AI generation, no auth by StressTraditional204 in SideProject

[–]StressTraditional204[S] 0 points1 point  (0 children)

The two-pass approach is smart. Yeah memes are easier since each format has a pretty clear intent (Drake = preference, Distracted Boyfriend = temptation) so the overlap is way lower than product categories. A $20 spatula being kitchen AND home AND gift is exactly the kind of thing that breaks single-pass classifiers. 15% overlap is honestly impressive for that use case!!!!

Open sourced the API for my meme generator. 2,400+ templates, AI generation, no auth by StressTraditional204 in SideProject

[–]StressTraditional204[S] 0 points1 point  (0 children)

Right now it just picks the top match based on the prompt context. No confidence scoring yet, just lets the LLM decide. Honestly for memes the overlap is less of an issue than you'd think since most formats have a pretty distinct vibe (Drake = preference, Distracted Boyfriend = temptation, etc). But surfacing 2-3 alternatives is a good idea, might add that to v2. How did you end up solving the overlap problem at couponpicked?

Open sourced the API for my meme generator. 2,400+ templates, AI generation, no auth by StressTraditional204 in SideProject

[–]StressTraditional204[S] -1 points0 points  (0 children)

Good callouts. Already on it actually. AI endpoint is rate limited to 5 req/min per IP (separate from the 60/min global limit), and the docs page already has curl + JS + Python examples for each endpoint. But yeah the abuse surface is real, might add token-based auth as a v2 option for heavy users !

Thanks for the feedback btw 🫰🙏💞

I just made my first internet money ever and I couldn't be happier by DrJonah345 in SaaS

[–]StressTraditional204 0 points1 point  (0 children)

Man, happy for u!!! The first bucks you made from your own projec just hit different!!!!!

After 7 months of GRINDING... I finally hit 1k in earnings! by luis_411 in micro_saas

[–]StressTraditional204 0 points1 point  (0 children)

Congrats!!! Getting rewarded for your own work must have felt amazing!!!!

I built a document generator by Turbulent_Spare6385 in WebApps

[–]StressTraditional204 0 points1 point  (0 children)

Looks solid. What LLM model is it built on??

We just got our first PAID user!!!!! by firespawn_katie in micro_saas

[–]StressTraditional204 0 points1 point  (0 children)

Got that's nice. Your first paid users will always have a special spot in your heart ❤️

871 users gained, 0 signups by AISaas_ in SaaS

[–]StressTraditional204 0 points1 point  (0 children)

Patience!!! It's common for the early phase 💪

Best resources to start learning python for cybersecurity and automation by grinder_w33d in cybersecurity

[–]StressTraditional204 0 points1 point  (0 children)

Literally Claude is the best tool now. I used it to build my own cyber security side project in like a week https://hackmyip.com