NNyquest docs

Generated vs Saved Artifacts

There are two ways content becomes an artifact: generated (the model produced it and the platform auto-suggested saving it) or user-saved (you explicitly clicked Save). Knowing the difference helps you organize your vault.

User-saved artifacts

You hit the Save button on a chat reply, or used + New Artifact directly. You picked the title, type, and tags. These are explicit, intentional, and tend to be what you actually want long-term.

Characteristics:

  • Title set by you
  • Type confirmed by you (auto-detection is just a default)
  • Tags reflect your organization scheme
  • Usually higher signal — you didn't save it on accident

Generated artifacts

Some chassis (notably Atelier and Studio) auto-suggest saving certain model outputs:

  • Generated images go to the artifact vault automatically
  • Long code blocks may prompt with "Save as artifact?"
  • TTS audio gets saved with playback metadata

Characteristics:

  • Title auto-generated from prompt or content
  • Type set automatically
  • No tags by default (you can add them)
  • Mixed signal — useful but easy to accumulate clutter

Why distinguish them

Three reasons:

  1. Cleanup. Generated artifacts pile up faster. Periodic reviews of your vault are easier if you can filter "show me only what I explicitly saved."
  2. Searching. User-saved artifacts tend to have higher-quality titles and tags, so they rank better in search results.
  3. Sharing intent. When export/sharing rolls out, you'll want to share user-saved (curated) work, not generated (raw output).

Currently the vault doesn't visually distinguish between the two, but the source field is in the data model and a filter is on the roadmap.

When generation auto-suggests saving

Content typeAuto-suggests save?
Plain text replyNo
Code block (any size)Most chassis: only on copy
Long markdown reply with structureNo (use the explicit Save button)
Generated imageYes, in Atelier; on-demand elsewhere
Generated audio (TTS)Yes, in Studio; on-demand elsewhere
JSON output that looks like configurationNo

The platform errs toward NOT auto-saving so your vault stays clean. If you want something saved, you save it.

Override: don't auto-save

In chassis where some content auto-saves (Atelier, Studio):

  • Settings → that chassis's preferences may have a toggle
  • Otherwise, you can delete after the fact

Override: always save

If you want the platform to auto-save more aggressively:

  • Most chassis don't expose a "save everything" toggle
  • The workaround: build the habit of clicking Save on every reply you might want later

Best practice for organization

  • Tag generated artifacts as soon as you save them so they're searchable later
  • Periodically prune — open vault, sort by oldest, delete what's no longer useful
  • Pin user-saved artifacts you reference often — the visual prominence helps
  • Use distinct tags for generated vs handpicked content (e.g. gen for generated, keepers for handpicked)

A note on artifacts as recall context

Both generated and user-saved artifacts are equally eligible to be surfaced as recall context during chat. The recall layer doesn't know which was which — it just looks at semantic relevance. If a generated artifact is highly relevant to your current message, it surfaces.

This means: prune generated artifacts that are bad signal. Otherwise the model might pull in a bad-quality artifact as recall context.

Where to next