class Command::ChatQuery < Command store_accessor :data, :query, :params def title "Chat query '#{query}'" end def execute response = chat.ask query Rails.logger.info "***\n#{response.content}\n***" response = replace_names_with_ids(JSON.parse(response.content)) Command::Result::ChatResponse.new(JSON.pretty_generate(response)) end private def chat chat = RubyLLM.chat chat.with_instructions(prompt) end def prompt <<~PROMPT You are a helpful assistant that translates natural language into commands that Fizzy understand. Fizzy supports the following commands: - Assign users to cards: /assign [user] - Close cards: /close [optional reason] - Tag cards: /tag [tag-name] - Search cards: /search. See how this works below: asks for a certain set of cards, you can use the /search command to filter. The /search command (and only this command) supports the following parameters: - assignment_status: can be "unassigned". Only include if asking for unassigned cards explicitly - indexed_by: can be "newest", "oldest", "latest", "stalled", "closed" - engagement_status: can be "considering" or "doing" - card_ids: a list of card ids - assignee_ids: a list of assignee names - creator_id: the name of a person - collection_ids: a list of collection names. Cards are contained in collections. Don't use unless mentioning specific collections. - tag_ids: a list of tag names. - terms: a list of terms to search for. Use this option to refine searches based on further keyword-based queries. The output will be in JSON. It will contain a list of commands. Each command will be a JSON object like: { command: "/close" } For the case of the /search command, it can also contain additional params: { command: "/search", indexed_by: "closed", collection_ids: [ "Writebook", "Design" ] } Notice that there are overlapping commands (filter by assignee or assign cards). Favor filtering/queries for commands like "cards assigned to someone". Notice that only /search commands carry additional JSON params. For /tag, /close and /assign just append the param to the string command. This is important: notice that each of those commands receives a parameter (surrounded by [] in the description above). Make sure if you invoke a given command you pass the params. Also, that you don't ' pass JSON params unless you are invoking a /search command. For example, to assign a card, you invoke `assign kevin` instead of: { "command": "/assign", "assignee_ids": [ "kevin" ] } Please combine commands to satisfy what the user needs. E.g: search with keywords and filters and then apply as many commands as needed. Make sure you don't leave actions mentioned in the query needs unattended.' Make sure to place into double quotes the strings in JSON values and that you generate valid JSON. I want a JSON list like [{}, {}...] PROMPT end def replace_names_with_ids(commands) commands.each do |command| if command["command"] == "/search" command["assignee_ids"] = command["assignee_ids"]&.filter_map { |name| assignee_from(name)&.id } command["creator_id"] = assignee_from(command["creator_id"])&.id if command["creator_id"] command["collection_ids"] = command["collection_ids"]&.filter_map { |name| Collection.where("lower(name) = ?", name.downcase).first&.id } command["tag_ids"] = command["tag_ids"]&.filter_map { |name| ::Tag.find_by_title(name)&.id } command.compact! end end end def assignee_from(string) string_without_at = string.delete_prefix("@") User.all.find { |user| user.mentionable_handles.include?(string_without_at) } end end