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Built a production pipeline on AWS Bedrock that ingests app store reviews at scale, classifies sentiment, clusters themes, and surfaces actionable product insights in near real-time.
Before this, the team relied on a manual weekly reporting process — slow, inconsistent, and always lagging behind what users were actually saying. The pipeline replaced that entirely with automated ingestion, NLP-driven analysis, and structured output product teams could act on immediately.
Result: manual weekly reporting replaced with automated, near-real-time insight delivery.
AWS Bedrock · Python / FastAPI · S3 · NLP · LLM
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Built a deployed AI tool that lets users upload research papers and query them using natural language. RAG pipeline with vector search retrieves precise context-aware answers. Features PDF parsing, AI summaries, topic modeling, and citation extraction. Live on Render.
interesting
"One Mechanism. Eight Steps. Total Mastery." Puzzl3d is your daily dose of mechanical genius. Every 24 hours, a new 3D architecture resets for the world to solve. Navigate deep-set sliders, rotating gears, and physical deadbolts to extract the Core. It’s not just a game; it’s your morning coffee for the brain. Can you crack today’s sequence?"
[work in progress]
I'm still working on the puzzles and the UI because I want puzzl3d to be completely random everyday and also change the aestethic of the whole page acordingly to the puzzle of the day.
You can try it here: https://omma.build/p/sophisticated-3d-puzzle-box-kao1t2
You can see the solution in the steps button, but I realized the steps also appear on the bottom and I'm almost out of credits lol.
I'm listening to your ideas and feedback.
Suggestions on how to generate different puzzles each day are more than welcome.
Cool concept, generating a different puzzle may be a bit difficult to do with code only. Varying a puzzle so it is different every time is doable though.
The closest that you can get with code is to have a set of large set tasks for a puzzle, and have a number of them get picked at random.
A B2B SaaS platform for AI-powered image and video generation via business prompts. Credit-based billing system, real-time Firestore usage tracking, and tiered feature access. Built as Tech Lead from zero to production.
Appreciated 🙌
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