Real images in assistant answers

Ask what something looks like and an assistant without retrieval answers in adjectives. The same assistant with one search call answers like a friend would: it shows you.

People ask assistants what things look like. A caterpillar, a spider in the garage, the difference between two snakes. An assistant without retrieval answers the only way it can: with adjectives. The descriptions below are real, verbatim output from a capable model with no tools, and they are accurate. They are also nearly useless at the moment that matters, because recognition is visual and words are not.

The same assistant with one retrieval call answers the way a knowledgeable friend would: it shows you. Flip the toggle. Every photograph is a real corpus result from National Park Service field records, each with its rights answer, and the tool chips show the actual queries.

The same assistant, with and without eyes

FieldnoteAI assistant

How do I tell a copperhead from a cottonmouth?

Telling a copperhead from a cottonmouth involves looking at several key features. Copperheads typically have a more defined hourglass or Hershey's Kiss pattern on their bodies, which are often light brown to reddish-brown. Their heads are usually copper-colored, and their pupils are elliptical, like a cat's. Cottonmouths, on the other hand, are generally darker, often dark brown or black, and may have faint banding, especially when young. They have a distinctive white, cottony mouth lining they display when threatened. Cottonmouths also tend to be bulkier and often have a more triangular-shaped head that appears distinct from their neck. While both are venomous, copperheads are usually found in drier, wooded areas, and cottonmouths are semi-aquatic, preferring wetlands and swamps.

What does a monarch caterpillar look like?

Monarch caterpillars are quite striking. They have smooth, segmented bodies, typically creamy white or pale yellow, adorned with prominent black and bright yellow bands running horizontally around each segment. You'll often see two pairs of black, fleshy tentacles, called filaments, one pair at the front near the head and another smaller pair at the back. Their heads are usually black with a distinct pattern of white or yellow spots. They can grow to be a few inches long before they pupate.

What does a black widow look like?

Black widow spiders are easily recognized by their shiny, jet-black bodies and the distinctive bright red hourglass shape on the underside of their abdomen. They have eight legs and are relatively small, with females typically measuring around 1.5 inches in length, including their legs. Males are much smaller, often less than half the size of females, and may have a less prominent or even absent hourglass marking, sometimes with red or yellow stripes instead. Their webs are typically irregular and messy, not the classic orb shape.

Ask anything

The queries behind the chips

copperhead (Agkistrodon contortrix)
cottonmouth (Agkistrodon piscivorus)
monarch butterfly caterpillar (Danaus plexippus)
black widow spider (Latrodectus)

Why showing beats describing

Read the words-only snake answer again. Hourglass bands, elliptical pupils, a triangular head distinct from the neck. Every word is correct, and none of it prepares you for how a copperhead actually disappears into leaf litter. The photographs settle in one glance what the paragraph cannot settle at all, and for questions like this one the glance has real stakes.

For the assistant, the difference is one call. The subject of the question becomes the query, the top result arrives with its license, and the answer embeds an image the assistant has the right to show. The rendered credit and the source link come from the same rights answer; nothing here was cleared by hand.

The loop, per question

const res = await lightdrift.search({
  query: "black widow spider (Latrodectus)", k: 3 });
const img = res.results.find((r) => r.rights.commercial);
reply.attach({ src: img.file, credit: img.rights.attribution });

An answer that shows the real thing is also an answer the user can act on without trusting the model's memory. The photo is not a rendering of what the model believes a black widow looks like. It is a black widow, photographed by a ranger, license attached. That is what retrieval buys inside a chat window: the assistant stops describing its recollection and starts showing evidence.

Image credits