Andrii Shavel

Congrats on the launch — love the idea of giving coding agents a controlled execution environment. One question from a standards/consistency perspective: how granular can the sandbox rules be? Do you allow defining reusable rule sets or patterns for file access, so the agent behaves consistently across different projects?

Congrats on the release — impressive work. I’m curious from a standards/consistency perspective: when SERA adapts to a new repo, how do you ensure it follows stable patterns instead of drifting between different coding styles? Is there any way to define explicit rules or constraints the model must follow during generation?

You mention vibe‑coding as a core part of the workflow. How do you prevent the AI from drifting or producing inconsistent changes across iterations?

Congrats on the launch — really interesting approach to agent‑driven storefronts. I’m curious about the technical side: are your AI agents based on a trained internal model, or are they role‑specialized through prompting? In other words, does each agent have its own “persona” defined by prompts, or did you build something more structured behind the scenes? Would love to understand how you...

Congrats on the launch. Curious — how do you handle unpredictable behavior in AI‑driven components of the system? That’s where I see most real‑world failures.