Blog

Context engineering for agents

Lessons from building Volnyn agents: load only the context you need, keep artifacts outside the window, and let skills hold the playbook.

Open Volnyn Pricing

A long chat is not a knowledge base. Volnyn treats context as a scarce resource: instructions load when a skill runs, files live in the workspace, and the model sees the slice needed for the next action.

Progressive disclosure

Skills expose a short description first. Full procedures and scripts load only when the user triggers them — so the window stays small until it matters.

Artifacts over transcripts

The source of truth is the site, deck, or document — not a 400-message thread. Follow-up edits target that artifact.

Questions

No. Describe the outcome in plain language. Volnyn drafts, builds, and iterates with you in chat.
Yes. Create an account and start in chat. Paid plans unlock more credits and team features.
Inside your Volnyn workspace — websites, slides, research, mail, and agents share one account.

Try it in the product

Describe the outcome. Volnyn builds, researches, and iterates with you.

Open Volnyn