Example 1: Recommend a coffee
User: "what coffee should I order?"
→ Recommend intent
→ A ranked pick (a confirmed ⭐ first when it fits the ask, then fitting candidates), each with one line on why it fits
Example 2: Discover new coffees
User: "what other coffees would I like besides my usual?"
→ DiscoverCoffees intent
→ A few finds not yet in the corpus, as "Because you like <anchor> → <roaster blend>" lines tagged safe fit or stretch
Example 3: Gear / brew question
User: "how should I brew for the taste I like?"
→ Reads the gear notes (no intent)
→ The brewer, ratio and grind the gear notes give for that profile, with one line tying each to the profile
Example 4: Grow the corpus
User: "add Example Roasters' Harbor Blend to my coffee list — I loved it"
→ AddCoffee intent
→ A dated ⭐ row in the corpus with what the user stated, counts updated, and a one-line confirmation