Adelina Martiniuc

I'm Adelina, obsessed with making agents faster and more reliable. Ask me anything!

Hey PH Community! 👋

I’m Adelina, co-founder and CEO at RoryPlans.dev, part builder, part dreamer, and fully obsessed with making AI agents faster, smarter, and more reliable 🤖⚡

We’re building The Synthetic Data Generation Tool for Function Calling, built for teams to Collaboratively generate, review, and manage datasets for tool calling to build more reliable AI agents, faster.

Until then, I’d love to chat about all things AI agents, fine-tuning, function calling, automation, and how teams can move faster with less manual work.

I’m here to answer any and all of your questions, so fire away! 💬

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Henrik Thorenfeldt

cool topic. why fine-tuning is better than contextual engineering?

Adelina Martiniuc

@henrik_thorenfeldt Contextual engineering is the critical discipline that makes both fine-tuned models and deep agents actually work effectively. It's the art and science of designing the perfect input (the "context") to get the best possible output from an AI.

Think of an LLM as a brilliant but hyper-literal employee. Contextual engineering is how you write the perfect project brief for them. Fine-tuning might train them to be an expert in a certain field, but the brief still determines the quality of their work on any given day.