From c319c49345d7bce0a0b7c2f26f398945d4caedd3 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 07:48:02 +0200
Subject: [PATCH 1/9] Add search command

---
 app/models/command/get_insight.rb  |  8 --------
 app/models/command/parser.rb       | 11 +++++++----
 app/models/command/search.rb       | 11 +++++++++++
 app/views/commands/_help.html.erb  |  2 +-
 test/models/command/search_test.rb | 11 +++++++++++
 5 files changed, 30 insertions(+), 13 deletions(-)
 create mode 100644 app/models/command/search.rb
 create mode 100644 test/models/command/search_test.rb

diff --git a/app/models/command/get_insight.rb b/app/models/command/get_insight.rb
index adfde915a..a43183fd0 100644
--- a/app/models/command/get_insight.rb
+++ b/app/models/command/get_insight.rb
@@ -12,14 +12,6 @@ class Command::GetInsight < Command
     Command::Result::InsightResponse.new(response.content)
   end
 
-  def undoable?
-    false
-  end
-
-  def needs_confirmation?
-    false
-  end
-
   private
     def chat
       chat = RubyLLM.chat
diff --git a/app/models/command/parser.rb b/app/models/command/parser.rb
index c37a7a174..fe6269515 100644
--- a/app/models/command/parser.rb
+++ b/app/models/command/parser.rb
@@ -18,6 +18,7 @@ class Command::Parser
   private
     def parse_command(string)
       command_name, *command_arguments = string.strip.split(" ")
+      combined_arguments = command_arguments.join(" ")
 
       case command_name
       when /^#/
@@ -26,16 +27,18 @@ class Command::Parser
         Command::GoToUser.new(user_id: assignee_from(command_name)&.id)
       when "/assign", "/assignto"
         Command::Assign.new(assignee_ids: assignees_from(command_arguments).collect(&:id), card_ids: cards.ids)
-      when "/insight"
-        Command::GetInsight.new(query: command_arguments.join(" "), card_ids: cards.ids)
       when "/clear"
         Command::ClearFilters.new(params: filter.as_params)
       when "/close"
-        Command::Close.new(card_ids: cards.ids, reason: command_arguments.join(" "))
+        Command::Close.new(card_ids: cards.ids, reason: combined_arguments)
+      when "/insight"
+        Command::GetInsight.new(query: combined_arguments, card_ids: cards.ids)
+      when "/search"
+        Command::Search.new(terms: combined_arguments)
       when "/visit"
         Command::VisitUrl.new(url: command_arguments.first)
       when "/tag"
-        Command::Tag.new(tag_title: tag_title_from(command_arguments.join(" ")), card_ids: cards.ids)
+        Command::Tag.new(tag_title: tag_title_from(combined_arguments), card_ids: cards.ids)
       else
         parse_free_string(string)
       end
diff --git a/app/models/command/search.rb b/app/models/command/search.rb
new file mode 100644
index 000000000..1a4586718
--- /dev/null
+++ b/app/models/command/search.rb
@@ -0,0 +1,11 @@
+class Command::Search < Command
+  store_accessor :data, :terms
+
+  def title
+    "Search '#{terms}'"
+  end
+
+  def execute
+    redirect_to search_path(q: terms)
+  end
+end
diff --git a/app/views/commands/_help.html.erb b/app/views/commands/_help.html.erb
index 45d9db64c..3454c7c91 100644
--- a/app/views/commands/_help.html.erb
+++ b/app/views/commands/_help.html.erb
@@ -12,7 +12,7 @@
     <dd>Just show cards taggged [tag]</dd>
     <dt><code>[id] [id]…</code></dt>
     <dd>Show multiple cards by ID</dd>
-    <dt><code>[search term]</code></dt>
+    <dt><code>[/search term]</code></dt>
     <dd>Keyword search</dd>
     <dt><code>/clear</code></dt>
     <dd>Clear all filters</dd>
diff --git a/test/models/command/search_test.rb b/test/models/command/search_test.rb
new file mode 100644
index 000000000..61e46b436
--- /dev/null
+++ b/test/models/command/search_test.rb
@@ -0,0 +1,11 @@
+require "test_helper"
+
+class Command::SearchTest < ActionDispatch::IntegrationTest
+  include CommandTestHelper
+
+  test "redirect to the user perma" do
+    result = execute_command "/search something"
+
+    assert_equal search_path(q: "something"), result.url
+  end
+end

From 9e3dbb08582bfc3a4248b8e89be75a11fd396621 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 09:36:01 +0200
Subject: [PATCH 2/9] Remove semantic searches

We may revisit in the future but we'll go with keyword search only for launch
---
 Gemfile                                       |  1 -
 Gemfile.lock                                  |  6 --
 app/jobs/search/refresh_embedding_job.rb      |  5 --
 app/models/command/parser/context.rb          | 12 ++-
 app/models/concerns/searchable.rb             | 29 -------
 app/models/filter.rb                          |  2 +-
 app/models/search/embedding.rb                |  5 --
 config/application.rb                         |  1 -
 config/database.yml                           |  4 -
 ...20250625073215_remove_search_embeddings.rb |  5 ++
 db/schema.rb                                  | 13 +--
 db/schema_cache.yml                           | 80 +------------------
 12 files changed, 22 insertions(+), 141 deletions(-)
 delete mode 100644 app/jobs/search/refresh_embedding_job.rb
 delete mode 100644 app/models/search/embedding.rb
 create mode 100644 db/migrate/20250625073215_remove_search_embeddings.rb

diff --git a/Gemfile b/Gemfile
index e5e3637e9..2f56fa81d 100644
--- a/Gemfile
+++ b/Gemfile
@@ -50,7 +50,6 @@ gem "rails_structured_logging", bc: "rails-structured-logging"
 
 # AI
 gem "ruby_llm", git: "https://github.com/crmne/ruby_llm.git"
-gem "sqlite-vec", "0.1.7.alpha.2"
 gem "tiktoken_ruby"
 
 group :development, :test do
diff --git a/Gemfile.lock b/Gemfile.lock
index f18b08187..871dc9cc4 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -519,11 +519,6 @@ GEM
       fugit (~> 1.11.0)
       railties (>= 7.1)
       thor (~> 1.3.1)
-    sqlite-vec (0.1.7.alpha.2-arm64-darwin)
-    sqlite-vec (0.1.7.alpha.2-arm64-linux)
-    sqlite-vec (0.1.7.alpha.2-x86_64-darwin)
-    sqlite-vec (0.1.7.alpha.2-x86_64-linux)
-    sqlite-vec (0.1.7.alpha.2-x86_64-mingw32)
     sqlite3 (2.7.0)
       mini_portile2 (~> 2.8.0)
     sqlite3 (2.7.0-arm64-darwin)
@@ -623,7 +618,6 @@ DEPENDENCIES
   solid_cable (>= 3.0)
   solid_cache (~> 1.0)
   solid_queue (~> 1.1)
-  sqlite-vec (= 0.1.7.alpha.2)
   sqlite3 (>= 2.0)
   stimulus-rails
   thruster
diff --git a/app/jobs/search/refresh_embedding_job.rb b/app/jobs/search/refresh_embedding_job.rb
deleted file mode 100644
index cef2397d1..000000000
--- a/app/jobs/search/refresh_embedding_job.rb
+++ /dev/null
@@ -1,5 +0,0 @@
-class Search::RefreshEmbeddingJob < ApplicationJob
-  def perform(record)
-    record.refresh_search_embedding
-  end
-end
diff --git a/app/models/command/parser/context.rb b/app/models/command/parser/context.rb
index 3624ba43d..0efcf0fa9 100644
--- a/app/models/command/parser/context.rb
+++ b/app/models/command/parser/context.rb
@@ -12,7 +12,7 @@ class Command::Parser::Context
     if viewing_card_contents?
       user.accessible_cards.where id: params[:id]
     elsif viewing_list_of_cards?
-      filter.cards.published
+      filtered_cards
     else
       Card.none
     end
@@ -33,6 +33,9 @@ class Command::Parser::Context
   private
     attr_reader :controller, :action, :params
 
+    MAX_CARDS = 20
+    MAX_CLOSED_CARDS = 10
+
     def extract_url_components
       uri = URI.parse(url || "")
       route = Rails.application.routes.recognize_path(uri.path)
@@ -40,4 +43,11 @@ class Command::Parser::Context
       @action = route[:action]
       @params =  ActionController::Parameters.new(Rack::Utils.parse_nested_query(uri.query).merge(route.except(:controller, :action)))
     end
+
+    def filtered_cards
+      open_cards = filter.cards.published.limit(MAX_CARDS)
+      closed_cards = filter.indexed_by.stalled? || filter.indexed_by.closed? ? Card.none : filter.with(indexed_by: "closed").cards.limit(MAX_CLOSED_CARDS)
+      Rails.logger.info "CLOSED CARDS: #{closed_cards.collect(&:title)}"
+      user.accessible_cards.where(id: open_cards.ids + closed_cards.ids)
+    end
 end
diff --git a/app/models/concerns/searchable.rb b/app/models/concerns/searchable.rb
index 8fcede1ec..5b63c7f09 100644
--- a/app/models/concerns/searchable.rb
+++ b/app/models/concerns/searchable.rb
@@ -1,14 +1,6 @@
 module Searchable
   extend ActiveSupport::Concern
 
-  included do
-    has_one :search_embedding, as: :record, dependent: :destroy, class_name: "Search::Embedding"
-
-    after_create_commit :refresh_search_embedding_later
-    after_update_commit :refresh_search_embedding_later
-    after_destroy_commit :remove_search_embedding
-  end
-
   class_methods do
     def searchable_by(*fields, using:)
       define_method :search_fields do
@@ -38,13 +30,6 @@ module Searchable
           none
         end
       end
-
-      scope :search_similar, ->(query) do
-        query_embedding = Rails.cache.fetch("embed-search:#{query}") { RubyLLM.embed(Ai::Tokenizer.truncate(query)) }
-        joins(:search_embedding)
-          .where("embedding MATCH ? AND k = ?", query_embedding.vectors.to_json, 20)
-          .order(:distance)
-      end
     end
   end
 
@@ -52,12 +37,6 @@ module Searchable
     update_in_search_index
   end
 
-  def refresh_search_embedding
-    embedding = RubyLLM.embed(Ai::Tokenizer.truncate(search_embedding_content))
-    search_embedding = self.search_embedding || build_search_embedding
-    search_embedding.update! embedding: embedding.vectors.to_json
-  end
-
   private
     def create_in_search_index
       fields_sql = [ "rowid", *search_fields ].join(", ")
@@ -88,16 +67,8 @@ module Searchable
       execute_sql_with_binds "delete from #{search_table} where rowid = ?", id
     end
 
-    def refresh_search_embedding_later
-      Search::RefreshEmbeddingJob.perform_later(self)
-    end
-
     def execute_sql_with_binds(*statement)
       self.class.connection.execute self.class.sanitize_sql(statement)
       self.class.connection.raw_connection.changes.nonzero?
     end
-
-    def remove_search_embedding
-      search_embedding&.destroy
-    end
 end
diff --git a/app/models/filter.rb b/app/models/filter.rb
index 7e6e932c3..a92b3a402 100644
--- a/app/models/filter.rb
+++ b/app/models/filter.rb
@@ -29,7 +29,7 @@ class Filter < ApplicationRecord
       result = result.in_stage(stages.ids) if stages.present?
       result = result.tagged_with(tags.ids) if tags.present?
       result = terms.reduce(result) do |result, term|
-        result.similar_to(term)
+        result.mentioning(term)
       end
 
       result
diff --git a/app/models/search/embedding.rb b/app/models/search/embedding.rb
deleted file mode 100644
index 32ee2786c..000000000
--- a/app/models/search/embedding.rb
+++ /dev/null
@@ -1,5 +0,0 @@
-class Search::Embedding < ApplicationRecord
-  self.table_name = "search_embeddings"
-
-  belongs_to :record, polymorphic: true
-end
diff --git a/config/application.rb b/config/application.rb
index 76851bea2..765a43731 100644
--- a/config/application.rb
+++ b/config/application.rb
@@ -1,7 +1,6 @@
 require_relative "boot"
 
 require "rails/all"
-require "sqlite_vec" # Referenced in database.yml
 
 # Require the gems listed in Gemfile, including any gems
 # you've limited to :test, :development, or :production.
diff --git a/config/database.yml b/config/database.yml
index 05bf8e6e4..1eb359d73 100644
--- a/config/database.yml
+++ b/config/database.yml
@@ -8,8 +8,6 @@ default: &default
   adapter: sqlite3
   pool: <%= ENV.fetch("RAILS_MAX_THREADS") { 5 } %>
   timeout: 5000
-  extensions:
-    - <%= SqliteVec.loadable_path %>
 
 development:
   primary:
@@ -42,8 +40,6 @@ production: &production
     <<: *default
     database: file:storage/tenants/<%= Rails.env %>/%{tenant}/db/main.sqlite3?vfs=beamer
     tenanted: true
-    extensions:
-      - <%= SqliteVec.loadable_path %>
   primary_original:
     <<: *default
     database: storage/production.sqlite3
diff --git a/db/migrate/20250625073215_remove_search_embeddings.rb b/db/migrate/20250625073215_remove_search_embeddings.rb
new file mode 100644
index 000000000..0452650b2
--- /dev/null
+++ b/db/migrate/20250625073215_remove_search_embeddings.rb
@@ -0,0 +1,5 @@
+class RemoveSearchEmbeddings < ActiveRecord::Migration[8.1]
+  def change
+    drop_table :search_embeddings
+  end
+end
diff --git a/db/schema.rb b/db/schema.rb
index 825a6dbef..eb894a811 100644
--- a/db/schema.rb
+++ b/db/schema.rb
@@ -10,7 +10,7 @@
 #
 # It's strongly recommended that you check this file into your version control system.
 
-ActiveRecord::Schema[8.1].define(version: 2025_06_24_080408) do
+ActiveRecord::Schema[8.1].define(version: 2025_06_25_073215) do
   create_table "accesses", force: :cascade do |t|
     t.integer "collection_id", null: false
     t.datetime "created_at", null: false
@@ -300,17 +300,11 @@ ActiveRecord::Schema[8.1].define(version: 2025_06_24_080408) do
     t.index ["reacter_id"], name: "index_reactions_on_reacter_id"
   end
 
-# Could not dump table "search_embeddings_vector_chunks00" because of following StandardError
-#   Unknown type '' for column 'rowid'
-
-
   create_table "search_queries", force: :cascade do |t|
     t.datetime "created_at", null: false
     t.string "terms", limit: 2000, null: false
     t.datetime "updated_at", null: false
-    t.integer "user_id", null: false
-    t.index ["user_id", "terms"], name: "index_search_queries_on_user_id_and_terms"
-    t.index ["user_id"], name: "index_search_queries_on_user_id"
+    t.index ["terms"], name: "index_search_queries_on_terms"
   end
 
   create_table "search_results", force: :cascade do |t|
@@ -340,7 +334,6 @@ ActiveRecord::Schema[8.1].define(version: 2025_06_24_080408) do
     t.datetime "created_at", null: false
     t.string "title"
     t.datetime "updated_at", null: false
-    t.index ["title"], name: "index_tags_on_account_id_and_title", unique: true
   end
 
   create_table "users", force: :cascade do |t|
@@ -401,7 +394,6 @@ ActiveRecord::Schema[8.1].define(version: 2025_06_24_080408) do
   add_foreign_key "notifications", "users", column: "creator_id"
   add_foreign_key "pins", "cards"
   add_foreign_key "pins", "users"
-  add_foreign_key "search_queries", "users"
   add_foreign_key "sessions", "users"
   add_foreign_key "taggings", "cards"
   add_foreign_key "taggings", "tags"
@@ -413,5 +405,4 @@ ActiveRecord::Schema[8.1].define(version: 2025_06_24_080408) do
   # Note that virtual tables may not work with other database engines. Be careful if changing database.
   create_virtual_table "cards_search_index", "fts5", ["title", "description"]
   create_virtual_table "comments_search_index", "fts5", ["body"]
-  create_virtual_table "search_embeddings", "vec0", ["id INTEGER PRIMARY KEY", "record_type TEXT NOT NULL", "record_id INTEGER NOT NULL", "embedding FLOAT[1536] distance_metric=cosine"]
 end
diff --git a/db/schema_cache.yml b/db/schema_cache.yml
index f37790897..84621ba81 100644
--- a/db/schema_cache.yml
+++ b/db/schema_cache.yml
@@ -876,43 +876,6 @@ columns:
     default_function:
     collation:
     comment:
-  search_embeddings_vector_chunks00:
-  - !ruby/object:ActiveRecord::ConnectionAdapters::SQLite3::Column
-    auto_increment:
-    name: rowid
-    cast_type: !ruby/object:ActiveModel::Type::Value
-      precision:
-      scale:
-      limit:
-    sql_type_metadata: !ruby/object:ActiveRecord::ConnectionAdapters::SqlTypeMetadata
-      sql_type: ''
-      type:
-      limit:
-      precision:
-      scale:
-    'null': true
-    default:
-    default_function:
-    collation:
-    comment:
-  - !ruby/object:ActiveRecord::ConnectionAdapters::SQLite3::Column
-    auto_increment:
-    name: vectors
-    cast_type: !ruby/object:ActiveModel::Type::Binary
-      precision:
-      scale:
-      limit:
-    sql_type_metadata: !ruby/object:ActiveRecord::ConnectionAdapters::SqlTypeMetadata
-      sql_type: BLOB
-      type: :binary
-      limit:
-      precision:
-      scale:
-    'null': false
-    default:
-    default_function:
-    collation:
-    comment:
   search_queries:
   - *5
   - *6
@@ -937,7 +900,6 @@ columns:
     collation:
     comment:
   - *9
-  - *25
   search_results:
   - *5
   - *6
@@ -1112,7 +1074,6 @@ primary_keys:
   pins: id
   reactions: id
   schema_migrations: version
-  search_embeddings_vector_chunks00: rowid
   search_queries: id
   search_results: id
   sessions: id
@@ -1155,7 +1116,6 @@ data_sources:
   pins: true
   reactions: true
   schema_migrations: true
-  search_embeddings_vector_chunks00: true
   search_queries: true
   search_results: true
   sessions: true
@@ -2217,30 +2177,12 @@ indexes:
     comment:
     valid: true
   schema_migrations: []
-  search_embeddings_vector_chunks00: []
   search_queries:
   - !ruby/object:ActiveRecord::ConnectionAdapters::IndexDefinition
     table: search_queries
-    name: index_search_queries_on_user_id
+    name: index_search_queries_on_terms
     unique: false
     columns:
-    - user_id
-    lengths: {}
-    orders: {}
-    opclasses: {}
-    where:
-    type:
-    using:
-    include:
-    nulls_not_distinct:
-    comment:
-    valid: true
-  - !ruby/object:ActiveRecord::ConnectionAdapters::IndexDefinition
-    table: search_queries
-    name: index_search_queries_on_user_id_and_terms
-    unique: false
-    columns:
-    - user_id
     - terms
     lengths: {}
     orders: {}
@@ -2304,23 +2246,7 @@ indexes:
     nulls_not_distinct:
     comment:
     valid: true
-  tags:
-  - !ruby/object:ActiveRecord::ConnectionAdapters::IndexDefinition
-    table: tags
-    name: index_tags_on_account_id_and_title
-    unique: true
-    columns:
-    - title
-    lengths: {}
-    orders: {}
-    opclasses: {}
-    where:
-    type:
-    using:
-    include:
-    nulls_not_distinct:
-    comment:
-    valid: true
+  tags: []
   users:
   - !ruby/object:ActiveRecord::ConnectionAdapters::IndexDefinition
     table: users
@@ -2421,4 +2347,4 @@ indexes:
     comment:
     valid: true
   workflows: []
-version: 20250624080408
+version: 20250625073215

From d54aa272feccbf6348081d2e7d222f7cddc5bc39 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 09:42:51 +0200
Subject: [PATCH 3/9] Remove insights, default to keyword search

---
 app/models/command/ai/translator.rb | 12 ++----------
 1 file changed, 2 insertions(+), 10 deletions(-)

diff --git a/app/models/command/ai/translator.rb b/app/models/command/ai/translator.rb
index 4d85a4e8a..8501b693c 100644
--- a/app/models/command/ai/translator.rb
+++ b/app/models/command/ai/translator.rb
@@ -83,7 +83,6 @@ class Command::Ai::Translator
         * "Recent cards": use `indexed_by: "newest"`.
         * "Cards with recent activity": use `indexed_by: "latest"`.
         * "Completed/closed cards": use `indexed_by: "closed"`.
-        * Unknown terms default to `terms`.
         * If cards are described as being “assigned to X” or “currently assigned to X”, treat X as an existing filter.
           - For example: “close cards assigned to andy and assign them to kevin” → `assignee_ids: ["andy"]` with `/assign kevin` as a command.
           - Only the first mention (“assigned to”) is a filter. The second (“assign”) is a new action.
@@ -97,6 +96,7 @@ class Command::Ai::Translator
         * "close": always `/close`, even if no reason is given or no cards are explicitly described.
             - If the user just says “close”, assume they mean to close the current set of visible cards or context.
         * Always generate commands in the order they appear in the query.
+        * If you don't understand the command, default to use /search with the expression.
 
         ## ⚠️ Crucial Rules to Avoid Confusion:
 
@@ -132,15 +132,7 @@ class Command::Ai::Translator
         * Close cards: `/close [optional reason]`
         * Tag cards: `/tag #[tag-name]`
         * Clear filters: `/clear`
-        * Insights: `/insight [query]`.
-          - Always use `/insight` for user questions or requests like:
-            - “steps to reproduce”
-            - “summary” / “summarize”
-            - “what's the root cause”
-            - “can you explain…”
-          - These must be interpreted as requests for insight — **not** tagging.
-          - Pass the exact query as the /insight param.
-          - Especially when **inside a card**, interpret standalone phrases as insight commands even if they could be tags.#{'      '}
+        * Search cards: `/search [terms]`
 
         ## JSON Output Examples (strictly follow these patterns):
 

From a4a92a689943cf7efe4238081dac58252b1ae097 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 10:14:41 +0200
Subject: [PATCH 4/9] Favor search over terms

---
 app/models/command/ai/translator.rb | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/app/models/command/ai/translator.rb b/app/models/command/ai/translator.rb
index 8501b693c..99235068b 100644
--- a/app/models/command/ai/translator.rb
+++ b/app/models/command/ai/translator.rb
@@ -51,7 +51,7 @@ class Command::Ai::Translator
 
         ## Context Properties for Filtering (use explicitly):
 
-        * **terms**: Array of keywords (split individually, e.g., ["some", "term"]). Avoid redundancy.
+        * **terms**: Array of keywords (split individually, e.g., ["some", "term"]). Avoid redundancy. Only use if the query explicitly refers to cards.
         * **indexed_by**: "newest", "oldest", "latest", "stalled", "closed".
           * "closed": completed cards.
           * "newest": by creation date
@@ -67,6 +67,7 @@ class Command::Ai::Translator
 
         ## Explicit Filtering Rules:
 
+        * Only use "terms" if the query explicitly refers to cards. If just searching for an expression, ALWAYS use /search.
         * Numbers entered without explicit "card" or "cards" prefix should default to `terms`.
           * Examples:
             * "123": `terms: ["123"]`
@@ -89,6 +90,9 @@ class Command::Ai::Translator
 
         ## Command Interpretation Rules:
 
+        * Unless you can clearly match the query with a command, pass the expression verbatim to /search to perform a search with it.
+        * When searching for nouns (singular or plural), if they don't refer to a person, favor /search with them instead of using the "terms" filter.
+        * When using /search, pass the expression to search verbatim, don't interpret it.
         * "tag with #design": always `/tag #design`. Do NOT create `tag_ids` context.
         * "#design cards" or "cards tagged with #design": use `tag_ids`.
         * "Assign cards tagged with #design to jz": filter by `tag_ids`, command `/assign jz`. Do NOT generate `/tag` command.
@@ -96,7 +100,6 @@ class Command::Ai::Translator
         * "close": always `/close`, even if no reason is given or no cards are explicitly described.
             - If the user just says “close”, assume they mean to close the current set of visible cards or context.
         * Always generate commands in the order they appear in the query.
-        * If you don't understand the command, default to use /search with the expression.
 
         ## ⚠️ Crucial Rules to Avoid Confusion:
 

From eea240193aae5f856c0f3f8968e001c19cb2652f Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 10:37:19 +0200
Subject: [PATCH 5/9] Fix schema, it was missing a FK

---
 db/migrate/20250510034936_create_search_embeddings.rb | 10 ----------
 db/migrate/20250625073215_drop_search_embeddings.rb   |  5 +++++
 db/migrate/20250625073215_remove_search_embeddings.rb |  5 -----
 db/schema.rb                                          |  5 ++++-
 4 files changed, 9 insertions(+), 16 deletions(-)
 delete mode 100644 db/migrate/20250510034936_create_search_embeddings.rb
 create mode 100644 db/migrate/20250625073215_drop_search_embeddings.rb
 delete mode 100644 db/migrate/20250625073215_remove_search_embeddings.rb

diff --git a/db/migrate/20250510034936_create_search_embeddings.rb b/db/migrate/20250510034936_create_search_embeddings.rb
deleted file mode 100644
index 688d4a082..000000000
--- a/db/migrate/20250510034936_create_search_embeddings.rb
+++ /dev/null
@@ -1,10 +0,0 @@
-class CreateSearchEmbeddings < ActiveRecord::Migration[7.1]
-  def change
-    create_virtual_table :search_embeddings, :vec0, [
-      "id INTEGER PRIMARY KEY",
-      "record_type TEXT NOT NULL",
-      "record_id INTEGER NOT NULL",
-      "embedding FLOAT[1536] distance_metric=cosine"
-    ]
-  end
-end
diff --git a/db/migrate/20250625073215_drop_search_embeddings.rb b/db/migrate/20250625073215_drop_search_embeddings.rb
new file mode 100644
index 000000000..f44ca2de3
--- /dev/null
+++ b/db/migrate/20250625073215_drop_search_embeddings.rb
@@ -0,0 +1,5 @@
+class DropSearchEmbeddings < ActiveRecord::Migration[8.1]
+  def change
+    drop_table :search_embeddings if table_exists?(:search_embeddings)
+  end
+end
diff --git a/db/migrate/20250625073215_remove_search_embeddings.rb b/db/migrate/20250625073215_remove_search_embeddings.rb
deleted file mode 100644
index 0452650b2..000000000
--- a/db/migrate/20250625073215_remove_search_embeddings.rb
+++ /dev/null
@@ -1,5 +0,0 @@
-class RemoveSearchEmbeddings < ActiveRecord::Migration[8.1]
-  def change
-    drop_table :search_embeddings
-  end
-end
diff --git a/db/schema.rb b/db/schema.rb
index eb894a811..0413b6c3a 100644
--- a/db/schema.rb
+++ b/db/schema.rb
@@ -304,7 +304,9 @@ ActiveRecord::Schema[8.1].define(version: 2025_06_25_073215) do
     t.datetime "created_at", null: false
     t.string "terms", limit: 2000, null: false
     t.datetime "updated_at", null: false
-    t.index ["terms"], name: "index_search_queries_on_terms"
+    t.integer "user_id", null: false
+    t.index ["user_id", "terms"], name: "index_search_queries_on_user_id_and_terms"
+    t.index ["user_id"], name: "index_search_queries_on_user_id"
   end
 
   create_table "search_results", force: :cascade do |t|
@@ -394,6 +396,7 @@ ActiveRecord::Schema[8.1].define(version: 2025_06_25_073215) do
   add_foreign_key "notifications", "users", column: "creator_id"
   add_foreign_key "pins", "cards"
   add_foreign_key "pins", "users"
+  add_foreign_key "search_queries", "users"
   add_foreign_key "sessions", "users"
   add_foreign_key "taggings", "cards"
   add_foreign_key "taggings", "tags"

From ed4baf2effdb0290af7ab69a1895c25b686bb87c Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 10:37:33 +0200
Subject: [PATCH 6/9] recreate vcr fixtures

---
 ...and_containing_the_individual_commands.yml | 1228 +++
 ...st_resolve_filter_string_params_as_ids.yml | 1241 +++
 .../ai/translator_test-test_assign_cards.yml  | 2776 +++++-
 .../ai/translator_test-test_close_cards.yml   | 5035 +++++++++-
 ...test-test_combine_commands_and_filters.yml | 4311 +++++++-
 ...slator_test-test_filter_by_assignments.yml | 7578 +++++++++++++-
 ...translator_test-test_filter_by_card_id.yml | 3808 ++++++-
 ...slator_test-test_filter_by_collections.yml | 1261 ++-
 ...nslator_test-test_filter_by_indexed_by.yml | 8839 ++++++++++++++++-
 .../ai/translator_test-test_filter_by_tag.yml | 4849 ++++++++-
 ...tor_test-test_getting_insight_on_cards.yml |  370 +-
 .../ai/translator_test-test_tag_cards.yml     | 1255 ++-
 ...ular_search_if_the_card_does_not_exist.yml | 1228 +++
 ...e_parsed_command_contains_the_raw_line.yml | 1228 +++
 ...quiring_a_confirmation_with_a_redirect.yml | 1231 +++
 15 files changed, 45498 insertions(+), 740 deletions(-)

diff --git a/test/vcr_cassettes/command/ai/parser_test-test_parse_command_strings_into_a_composite_command_containing_the_individual_commands.yml b/test/vcr_cassettes/command/ai/parser_test-test_parse_command_strings_into_a_composite_command_containing_the_individual_commands.yml
index 54b9afb6c..894dad09c 100644
--- a/test/vcr_cassettes/command/ai/parser_test-test_parse_command_strings_into_a_composite_command_containing_the_individual_commands.yml
+++ b/test/vcr_cassettes/command/ai/parser_test-test_parse_command_strings_into_a_composite_command_containing_the_individual_commands.yml
@@ -726,4 +726,1232 @@ http_interactions:
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         ODM0M2EyZjhmIgp9Cg==
   recorded_at: Fri, 13 Jun 2025 08:47:47 GMT
+- request:
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+    uri: https://api.openai.com/v1/chat/completions
+    body:
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+      message: OK
+    headers:
+      Date:
+      - Wed, 25 Jun 2025 08:32:30 GMT
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+      message: OK
+    headers:
+      Date:
+      - Wed, 25 Jun 2025 08:34:48 GMT
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+        bCwKICAgICAgICAiYW5ub3RhdGlvbnMiOiBbXQogICAgICB9LAogICAgICAi
+        bG9ncHJvYnMiOiBudWxsLAogICAgICAiZmluaXNoX3JlYXNvbiI6ICJzdG9w
+        IgogICAgfQogIF0sCiAgInVzYWdlIjogewogICAgInByb21wdF90b2tlbnMi
+        OiAxNjAzLAogICAgImNvbXBsZXRpb25fdG9rZW5zIjogMjUsCiAgICAidG90
+        YWxfdG9rZW5zIjogMTYyOCwKICAgICJwcm9tcHRfdG9rZW5zX2RldGFpbHMi
+        OiB7CiAgICAgICJjYWNoZWRfdG9rZW5zIjogMTQwOCwKICAgICAgImF1ZGlv
+        X3Rva2VucyI6IDAKICAgIH0sCiAgICAiY29tcGxldGlvbl90b2tlbnNfZGV0
+        YWlscyI6IHsKICAgICAgInJlYXNvbmluZ190b2tlbnMiOiAwLAogICAgICAi
+        YXVkaW9fdG9rZW5zIjogMCwKICAgICAgImFjY2VwdGVkX3ByZWRpY3Rpb25f
+        dG9rZW5zIjogMCwKICAgICAgInJlamVjdGVkX3ByZWRpY3Rpb25fdG9rZW5z
+        IjogMAogICAgfQogIH0sCiAgInNlcnZpY2VfdGllciI6ICJkZWZhdWx0IiwK
+        ICAic3lzdGVtX2ZpbmdlcnByaW50IjogImZwXzM4MzQzYTJmOGYiCn0K
+  recorded_at: Wed, 25 Jun 2025 08:36:47 GMT
 recorded_with: VCR 6.3.1

From 00a9b431d16c6f3ec56c0553e01512cab9c9f136 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 10:37:42 +0200
Subject: [PATCH 7/9] Fix tests

---
 app/models/command/ai/translator.rb          |  6 ++++--
 app/models/command/parser/context.rb         |  9 +--------
 test/controllers/commands_controller_test.rb |  2 ++
 test/models/command/ai/translator_test.rb    | 10 +---------
 4 files changed, 8 insertions(+), 19 deletions(-)

diff --git a/app/models/command/ai/translator.rb b/app/models/command/ai/translator.rb
index 99235068b..b2ab30a77 100644
--- a/app/models/command/ai/translator.rb
+++ b/app/models/command/ai/translator.rb
@@ -9,7 +9,6 @@ class Command::Ai::Translator
 
   def translate(query)
     response = translate_query_with_llm(query)
-    Rails.logger.debug "Commands: #{response}"
     normalize JSON.parse(response)
   end
 
@@ -92,9 +91,10 @@ class Command::Ai::Translator
 
         * Unless you can clearly match the query with a command, pass the expression verbatim to /search to perform a search with it.
         * When searching for nouns (singular or plural), if they don't refer to a person, favor /search with them instead of using the "terms" filter.
+        * Respect strictly the order of commands as the appear in the user request.
         * When using /search, pass the expression to search verbatim, don't interpret it.
         * "tag with #design": always `/tag #design`. Do NOT create `tag_ids` context.
-        * "#design cards" or "cards tagged with #design": use `tag_ids`.
+        * "#design cards" or "cards tagged with #design": use `tag_ids`. Do not use the /tag command in this case.
         * "Assign cards tagged with #design to jz": filter by `tag_ids`, command `/assign jz`. Do NOT generate `/tag` command.
         * "close as [reason]" or "close because [reason]": include the reason in the `/close` command, e.g., `/close not now`.
         * "close": always `/close`, even if no reason is given or no cards are explicitly described.
@@ -145,6 +145,8 @@ class Command::Ai::Translator
 
         Omit empty arrays or unnecessary properties. At least one property (`context` or `commands`) must exist.
 
+        Never include JSON outside of "context" or "commands".
+
         ## Other Strict Instructions:
 
         * NEVER add properties based on view descriptions ("card", "list", etc.).
diff --git a/app/models/command/parser/context.rb b/app/models/command/parser/context.rb
index 0efcf0fa9..a4e8b3e18 100644
--- a/app/models/command/parser/context.rb
+++ b/app/models/command/parser/context.rb
@@ -12,7 +12,7 @@ class Command::Parser::Context
     if viewing_card_contents?
       user.accessible_cards.where id: params[:id]
     elsif viewing_list_of_cards?
-      filtered_cards
+      filter.cards.published
     else
       Card.none
     end
@@ -43,11 +43,4 @@ class Command::Parser::Context
       @action = route[:action]
       @params =  ActionController::Parameters.new(Rack::Utils.parse_nested_query(uri.query).merge(route.except(:controller, :action)))
     end
-
-    def filtered_cards
-      open_cards = filter.cards.published.limit(MAX_CARDS)
-      closed_cards = filter.indexed_by.stalled? || filter.indexed_by.closed? ? Card.none : filter.with(indexed_by: "closed").cards.limit(MAX_CLOSED_CARDS)
-      Rails.logger.info "CLOSED CARDS: #{closed_cards.collect(&:title)}"
-      user.accessible_cards.where(id: open_cards.ids + closed_cards.ids)
-    end
 end
diff --git a/test/controllers/commands_controller_test.rb b/test/controllers/commands_controller_test.rb
index ba1b0f460..339be0775 100644
--- a/test/controllers/commands_controller_test.rb
+++ b/test/controllers/commands_controller_test.rb
@@ -3,6 +3,8 @@ require "test_helper"
 class CommandsControllerTest < ActionDispatch::IntegrationTest
   include VcrTestHelper
 
+  vcr_record!
+
   setup do
     sign_in_as :kevin
   end
diff --git a/test/models/command/ai/translator_test.rb b/test/models/command/ai/translator_test.rb
index 03dbed8b4..a3e8fd248 100644
--- a/test/models/command/ai/translator_test.rb
+++ b/test/models/command/ai/translator_test.rb
@@ -49,14 +49,6 @@ class Command::Ai::TranslatorTest < ActionDispatch::IntegrationTest
     assert_command({ context: { terms: [ "123" ] } }, "123") # Notice existing cards will be intercepted earlier
   end
 
-  test "getting insight on cards" do
-    # Card context
-    assert_command({ commands: [ "/insight summarize" ] }, "summarize", context: :card)
-    assert_command({ commands: [ "/insight steps to reproduce" ] }, "steps to reproduce", context: :card)
-    assert_command({ commands: [ "/insight create a table with the main participants and takeaways" ] }, "create a table with the main participants and takeaways", context: :card)
-    assert_command({ commands: [ "/insight what's the issue here?" ] }, "what's the issue here?", context: :card)
-  end
-
   test "filter by collections" do
     assert_command({ context: { collection_ids: [ "writebook" ] } }, "writebook collection")
   end
@@ -74,7 +66,7 @@ class Command::Ai::TranslatorTest < ActionDispatch::IntegrationTest
   test "assign cards" do
     # List context
     assert_command({ commands: [ "/assign jz" ] }, "assign to jz")
-    assert_command({ context: { tag_ids: [ "design" ] }, commands: [ "/assign jz" ] }, "assign cards tagged with #design to jz", context: :card)
+    assert_command({ context: { tag_ids: [ "design" ] }, commands: [ "/assign jz" ] }, "assign cards agged with #design to jz", context: :card)
   end
 
   test "tag cards" do

From f64f5ef315fa801a43b4672107dd3bbf3518f101 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 10:39:51 +0200
Subject: [PATCH 8/9] Remove VCR record

---
 test/controllers/commands_controller_test.rb | 2 --
 1 file changed, 2 deletions(-)

diff --git a/test/controllers/commands_controller_test.rb b/test/controllers/commands_controller_test.rb
index 339be0775..ba1b0f460 100644
--- a/test/controllers/commands_controller_test.rb
+++ b/test/controllers/commands_controller_test.rb
@@ -3,8 +3,6 @@ require "test_helper"
 class CommandsControllerTest < ActionDispatch::IntegrationTest
   include VcrTestHelper
 
-  vcr_record!
-
   setup do
     sign_in_as :kevin
   end

From 81641e77a9a835067e886d986ab13a09cd0d4bb1 Mon Sep 17 00:00:00 2001
From: Jorge Manrubia <jorge@37signals.com>
Date: Wed, 25 Jun 2025 10:41:08 +0200
Subject: [PATCH 9/9] schema update

---
 db/schema_cache.yml | 20 +++++++++++++++++++-
 1 file changed, 19 insertions(+), 1 deletion(-)

diff --git a/db/schema_cache.yml b/db/schema_cache.yml
index 84621ba81..65caf8d50 100644
--- a/db/schema_cache.yml
+++ b/db/schema_cache.yml
@@ -900,6 +900,7 @@ columns:
     collation:
     comment:
   - *9
+  - *25
   search_results:
   - *5
   - *6
@@ -2180,9 +2181,26 @@ indexes:
   search_queries:
   - !ruby/object:ActiveRecord::ConnectionAdapters::IndexDefinition
     table: search_queries
-    name: index_search_queries_on_terms
+    name: index_search_queries_on_user_id
     unique: false
     columns:
+    - user_id
+    lengths: {}
+    orders: {}
+    opclasses: {}
+    where:
+    type:
+    using:
+    include:
+    nulls_not_distinct:
+    comment:
+    valid: true
+  - !ruby/object:ActiveRecord::ConnectionAdapters::IndexDefinition
+    table: search_queries
+    name: index_search_queries_on_user_id_and_terms
+    unique: false
+    columns:
+    - user_id
     - terms
     lengths: {}
     orders: {}