Most AI demos are impressive for 30 seconds…
then fall apart when you try to use them for real work.
So I built something different:
https://topstar-ai.github.io/play
This is a live AI playground focused on:
structured outputs
multi-step workflows
reliability over “cool prompts”
It’s a small window into how I think about building production AI systems.
If you’re working on:
AI agents
internal automation tools
RAG pipelines
LLM integrations into real products
I’m currently open to paid projects and contracts.
I prefer starting small (a focused milestone), then scaling based on results.
If the demo resonates, feel free to reach out or comment.
— Emmanuel
