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AI demos are easy.
Production AI is where engineering begins.
Anyone can connect an LLM API and make something that looks impressive in a demo.
But real businesses need systems that survive messy users, bad inputs, edge cases, and scale.
Production AI means:
✅ Grounded retrieval (RAG)
✅ Reliable tool/API execution
✅ Structured outputs
✅ Agent workflows with business logic
✅ Monitoring, evals, and feedback loops
✅ Infrastructure that scales in production
The difference between an AI demo and an AI product?
Architecture.
That’s where most “AI startups” break.
I build AI systems that go beyond prompt wrappers — production-ready LLM agents, RAG pipelines, and full-stack AI products.
If you're building something real, build it like software.
#AIEngineering #LLMAgents #RAG #GenerativeAI #LangChain #LangGraph #OpenAI #ClaudeAI #Python #FastAPI #AWS #VectorDatabase #AIProduct #SaaS #ArtificialIntelligence #Contra #FreelanceDeveloper #AIConsultant
The real challenge starts when real users use it.💯
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🤖 LLM Agents are changing how software gets built.
It’s no longer just about generating text — modern AI agents can plan, remember, use tools, and take action to solve real problems.
From research assistants to automation workflows, DevOps copilots to customer support — this is where AI becomes truly practical. 🚀
As an AI Engineer, I build intelligent systems using LLM Agents, RAG, Python, and Full-Stack development to turn ideas into scalable products.
What would you build with an AI agent? 👇
#AI #LLMAgents #ArtificialIntelligence #GenerativeAI #RAG #PythonDeveloper #AIEngineer #MachineLearning #Automation #AIAutomation #FullStackDeveloper #OpenAI #LangChain #AIProducts #TechInnovation #Contra
Tools don't build the future. Builders do 🔥
Can AI video tools actually deliver luxury beauty campaigns, or do they just look impressive for five seconds? 🤔
I gave Runway and Gemini new video models the exact same references and prompt for a skincare campaign and compared the results side by side.
One handled motion beautifully while the other added elements I didn't ask for. Interesting interpretation! 😂
What surprised me most is how close these tools are getting to real pre production workflows.
Have you tried any? Let me know what you think!
25 voted
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Closed
Shutout to this amazing reference I used for both videos.
Hey 👋 I'm Memouna, just submitted Molo-Run to Bloom with Bubble. A mindful running coach with a Claude AI coach inside, built for people who find running intimidating. No shouting. Just movement 🌸
App name: MoloRun
Tagline: Slow running. Real progress.
App identifier: molo-run
Branch version ID: version-test
BubbleGo preview URL:
https://molo-run.bubbleapps.io/version-test/api/1.1/mobile/preview?debug_mode=true&preview_view=Splash
🙌 Short description:
MoloRun is a mindful running coach for people who find running intimidating. Simple run-walk intervals, no pace pressure, plus a personalized AI coach (Claude) that gives you encouragement based on how you actually feel after each session.
🚀 What it does
Most fitness apps shout at you to run faster, push harder, beat yesterday. Molo-Run does the opposite.
It's a mindful running coach built for everyone who's tried to start running and quit because the apps made them feel slow or behind. Molo-Run uses simple run-walk intervals, looped for around 30 minutes, so you build stamina at your own rhythm. No GPS shaming. No pace targets. No fitness-influencer energy.
After each session, you rate how you felt, not how fast you went. Anthropic's Claude reads your feedback and sends you a personalized coaching message: gentle, specific, and actually encouraging.
🤑Freemium with subscription (Molo+).
Free tier: onboarding, weekly schedule, the Easy Run program, and limited AI coach messages
Molo+ ($6.99/month or $29/year): unlimited AI coach with deeper personalization, advanced programs (5K, 10K, half-marathon), mood + pain trend analytics, custom intervals
🔥Why right now:
Spring is when most of us finally start moving outside again after winter. MoloRun meets you where you are, gentle, structured, and forgiving of bad days.
Built in 6 days on Bubble Mobile, powered by Claude🎉
#BloomWithBubble
love the designs for this!!
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