Update title of architecture diagram

pipeline/diagrams/future-possible-activity.puml

@@ -1,4 +1,5 @@
-@startuml future_possible_activity
+@startuml
+skinparam style strictuml
 skinparam defaultFontName "DM Sans"
 skinparam defaultFontSize 13
 skinparam titleFontName "Volkhov"
@@ -7,186 +8,270 @@ skinparam backgroundColor #FAFCF9
 skinparam defaultFontColor #28342A
 skinparam titleFontColor #28342A
 skinparam ArrowColor #628A5B
-skinparam ActivityBackgroundColor #EAF0E8
+skinparam SequenceLifeLineBorderColor #547461
-skinparam ActivityBorderColor #547461
+skinparam SequenceParticipantBorderColor #547461
-skinparam ActivityDiamondBackgroundColor #DCE8D8
+skinparam SequenceParticipantBackgroundColor #EAF0E8
-skinparam ActivityDiamondBorderColor #547461
+skinparam SequenceBoxBorderColor #547461
 skinparam NoteBackgroundColor #EAF0E8
 skinparam NoteBorderColor #547461
+skinparam SequenceDividerBackgroundColor #EAF0E8
+skinparam SequenceDividerBorderColor #547461
 
-title The Biergarten Data Pipeline — Activity Diagram
+title The Biergarten Data Pipeline — Sequence Diagram v4 (Unified Orchestrator)
 
-|Main|
+participant "main.cc" as main #F2F6F0
-start
+participant "Orchestrator" as orch #EAF0E8
-:ParseArguments(argc, argv);
+participant "Thread U1\nUserProducer" as u1 #DCE8D8
-if (Invalid args?) then (yes)
+participant "Thread U2\nUserExportConsumer" as u2 #E0EAE0
-  :spdlog::error;
+participant "Thread B1\nEnrichmentProducer" as b1 #DCE8D8
-  stop
+participant "Thread B2\nBreweryGenerationConsumer" as b2 #E5EDE1
-else (no)
+participant "Thread B3\nBreweryExportConsumer" as b3 #E0EAE0
-endif
+participant "Thread R1\nBeerGenerationProducer" as r1 #DCE8D8
-:Init CurlGlobalState & LlamaBackendState;
+participant "Thread R2\nBeerExportConsumer" as r2 #E0EAE0
-:Build DI injector;
+participant "Thread C1\nCheckinGenerationProducer" as c1 #DCE8D8
+participant "Thread C2\nCheckinExportConsumer" as c2 #E0EAE0
+participant "Thread G1\nRatingGenerationProducer" as g1 #DCE8D8
+participant "Thread G2\nRatingExportConsumer" as g2 #E0EAE0
 
-:JsonLoader::LoadLocations("locations.json");
+' ─────────────────────────────────────────────
-:JsonLoader::LoadBeerStyles("beer-styles.json");
+' STARTUP
+' ─────────────────────────────────────────────
+main -> main : ParseArguments(argc, argv)
+alt Invalid args
+  main -> main : spdlog::error; stop
+end
 
-:EnrichmentService::PreWarmBeerStyleCache(beer_styles);
+main -> main : Init CurlGlobalState & LlamaBackendState
-note right
+main -> main : Build DI injector
-  **NEW**: Beer styles do not need location context.
+note right of main
-  Wikipedia summaries for the entire palette are
+  All dependencies bound with unique_ptr.
-  fetched and cached globally at startup.
+  LlamaConfig or RestConfig injected
+  instead of ApplicationOptions.
 end note
 
-:Initialize SqliteExportService;
+main -> orch : exporter->Initialize()
-note right
+note right of orch
   Opens SQLite connection.
-  Begins a single transaction
+  Creates schema for all five fixture types
-  covering all five fixture types.
+  in one DDL pass. Begins IMMEDIATE TRANSACTION.
 end note
-:BiergartenPipelineOrchestrator::Run();
 
-' ═══════════════════════════════════════════
+main -> orch : JsonLoader::LoadLocations("locations.json")
-' PHASE 0 — USER GENERATION
+main -> orch : ISamplingStrategy::Sample(all_locations)
-' ═══════════════════════════════════════════
+main -> orch : BiergartenPipelineOrchestrator::Run()
-|Orchestrator|
-:RunUserPhase(sampled_locations);
-:Create BoundedChannels\n(user_llm_ch, user_exp_ch);
 
-fork
+' ─────────────────────────────────────────────
-  |Orchestrator|
+' PHASE 1 — USERS
-  :Loop: Send Locations → user_llm_ch;
+' ─────────────────────────────────────────────
-  :Close user_llm_ch;
+== Phase 1 — Users (no FK dependencies) ==
-fork again
-  |LLM Worker|
-  while (user_llm_ch has items?) is (yes)
-    :Receive Location;
-    :GenerateUser(location)\nvia DataGenerator;
-    :Send GeneratedUser → user_exp_ch;
-  endwhile (no)
-  :Close user_exp_ch;
-fork again
-  |SQLite Worker|
-  while (user_exp_ch has items?) is (yes)
-    :Receive GeneratedUser;
-    :ProcessUser(user) → sqlite3_int64;
-    :Append → user_pool_;
-  endwhile (no)
-end fork
 
-|Orchestrator|
+orch -> u1 : spawn
-:Join LLM Worker, SQLite Worker;
+orch -> u2 : spawn
 
-' ═══════════════════════════════════════════
+loop For each Location
-' PHASE 1 — BREWERY & BEER GENERATION
+  u1 -> u1 : generator->GenerateUser(location)
-' Combined into a single dependent unit of work.
+  u1 -> u2 : user_channel_.Send(GeneratedUser)
-' ═══════════════════════════════════════════
+end
-:RunBreweryAndBeerPhase(sampled_locations);
+u1 -> u2 : user_channel_.Close()
-:Create BoundedChannels\n(loc_ch, llm_ch, exp_ch);
 
-fork
+loop user_channel_.Receive()
-  |Orchestrator|
+  u2 -> u2 : exporter->ProcessUser(user) : sqlite3_int64
-  :Loop: Send Locations → loc_ch;
+  note right of u2
-  :Close loc_ch;
+    Returns committed row ID.
-fork again
+    Stored on GeneratedUser.user_id.
-  |Enrichment Workers (xN)|
+  end note
-  while (loc_ch has items?) is (yes)
+  u2 -> orch : Append to user_pool_
-    :Receive Location;
+end
-    :GetLocationContext(location,\nBreweryContextStrategy);
-    :Send EnrichedCity → llm_ch;
-  endwhile (no)
-  |Orchestrator|
-  :Join Enrichment Workers;
-  :Close llm_ch;
-fork again
-  |LLM Worker|
-  while (llm_ch has items?) is (yes)
-    :Receive EnrichedCity;
 
-    :GenerateBrewery(location, context)\nvia DataGenerator;
+orch -> orch : join(U1, U2)
+note right of orch
+  ── BARRIER 1 ──
+  user_pool_ is now fully committed.
+  Phase 2 begins.
+end note
 
-    :IBeerSelectionStrategy::SelectStyles(\n  brewery, beer_style_palette_);
+' ─────────────────────────────────────────────
+' PHASE 2 — BREWERIES
+' ─────────────────────────────────────────────
+== Phase 2 — Breweries (depends on locations only) ==
 
-    while (For each selected BeerStyle?) is (remaining)
+orch -> b1 : spawn
-      :GetStyleContextFromCache(style);
+orch -> b2 : spawn
-      note right
+orch -> b3 : spawn
-        Guaranteed cache hit from startup.
-      end note
-      :GenerateBeer(brewery, style_context)\nvia DataGenerator;
-      :Attach GeneratedBeer to Brewery bundle;
-    endwhile (done)
 
-    :Send BreweryWithBeers Bundle → exp_ch;
+loop For each Location
-    note right
+  b1 -> b1 : BreweryContextStrategy::QueriesFor(location)
-      The next generation of a brewery is
+  b1 -> b1 : WikipediaService::GetLocationContext(location,\nbrewery_context_strategy_)
-      entirely dependent on the current
+  alt failure
-      brewery and its beers completing.
+    b1 -> b1 : LocationContext{ Absent }
+  else truncated
+    b1 -> b1 : LocationContext{ Partial }
+  else success
+    b1 -> b1 : LocationContext{ Full }
+  end
+  b1 -> b2 : enrichment_channel_.Send(EnrichedCity)
+  note right of b1
+    Blocks if channel full.
+    Back-pressure against GPU consumer.
+  end note
+end
+b1 -> b2 : enrichment_channel_.Close()
+
+loop enrichment_channel_.Receive()
+  alt context.completeness == Absent
+    b2 -> b2 : spdlog::warn — proceeding with minimal prompt
+  end
+  b2 -> b2 : generator->GenerateBrewery(location, context)
+  b2 -> b3 : brewery_channel_.Send(GeneratedBrewery)
+end
+b2 -> b3 : brewery_channel_.Close()
+
+loop brewery_channel_.Receive()
+  b3 -> b3 : exporter->ProcessBrewery(brewery) : sqlite3_int64
+  note right of b3
+    Row ID stored on GeneratedBrewery.brewery_id.
+    No brewery_cache_ needed — orchestrator
+    threads the ID forward directly.
+  end note
+  b3 -> orch : Append to brewery_pool_
+end
+
+orch -> orch : join(B1, B2, B3)
+note right of orch
+  ── BARRIER 2 ──
+  brewery_pool_ is now fully committed
+  with live brewery_id values.
+  Phase 3 begins.
+end note
+
+' ─────────────────────────────────────────────
+' PHASE 3 — BEERS
+' ─────────────────────────────────────────────
+== Phase 3 — Beers (depends on brewery_pool_) ==
+
+orch -> r1 : spawn
+orch -> r2 : spawn
+
+loop For each GeneratedBrewery in brewery_pool_
+  r1 -> r1 : BeerContextStrategy::QueriesFor(location)
+  r1 -> r1 : WikipediaService::GetLocationContext(location,\nbeer_context_strategy_)
+  r1 -> r1 : generator->GenerateBeer(brewery.brewery_id,\nlocation, context)
+  r1 -> r2 : beer_channel_.Send(GeneratedBeer)
+end
+r1 -> r2 : beer_channel_.Close()
+
+loop beer_channel_.Receive()
+  r2 -> r2 : exporter->ProcessBeer(beer) : sqlite3_int64
+  note right of r2
+    Row ID stored on GeneratedBeer.beer_id.
+  end note
+  r2 -> orch : Append to beer_pool_
+end
+
+orch -> orch : join(R1, R2)
+note right of orch
+  ── BARRIER 3 ──
+  beer_pool_ is fully committed.
+  All three upstream pools ready.
+end note
+
+' ─────────────────────────────────────────────
+' CHECKIN WEIGHT ASSIGNMENT
+' ─────────────────────────────────────────────
+== Checkin Weight Assignment ==
+
+orch -> orch : ICheckinDistributionStrategy::\nAssignActivityWeights(user_pool_)
+note right of orch
+  J-curve weights written onto
+  GeneratedUser.user.activity_weight.
+  Small cohort gets high weight;
+  long tail gets low weight.
+  Requires the full pool — this is why
+  users were committed first.
+end note
+
+' ─────────────────────────────────────────────
+' PHASE 4 — CHECKINS
+' ─────────────────────────────────────────────
+== Phase 4 — Check-ins (depends on user_pool_ + brewery_pool_) ==
+
+orch -> c1 : spawn
+orch -> c2 : spawn
+
+loop For each GeneratedUser in user_pool_
+  c1 -> c1 : strategy->CheckinsForUser(user,\nbrewery_pool_.size())
+  loop For each checkin index
+    c1 -> c1 : strategy->TimestampFor(user, index)
+    note right of c1
+      Bursty weekend / evening
+      distribution applied here.
     end note
-  endwhile (no)
+    c1 -> c1 : Select brewery from brewery_pool_\n(weighted random by activity_weight)
-  :Close exp_ch;
+    c1 -> c1 : generator->GenerateCheckin(user, brewery, timestamp)
-fork again
+    c1 -> c2 : checkin_channel_.Send(GeneratedCheckin)
-  |SQLite Worker|
+  end
-  while (exp_ch has items?) is (yes)
+end
-    :Receive BreweryWithBeers Bundle;
+c1 -> c2 : checkin_channel_.Close()
-    :ProcessBrewery(brewery) → brewery_id;
-    :Append → brewery_pool_;
 
-    while (For each beer in bundle?) is (remaining)
+loop checkin_channel_.Receive()
-      :Set beer.brewery_id = brewery_id;
+  c2 -> c2 : exporter->ProcessCheckin(checkin) : sqlite3_int64
-      :ProcessBeer(beer) → sqlite3_int64;
+  note right of c2
-      :Append → beer_pool_;
+    Row ID stored on GeneratedCheckin.checkin_id.
-    endwhile (done)
+  end note
-  endwhile (no)
+  c2 -> orch : Append to checkin_pool_
-end fork
+end
 
-|Orchestrator|
+orch -> orch : join(C1, C2)
-:Join LLM Worker, SQLite Worker;
+note right of orch
-note right
+  ── BARRIER 4 ──
-  Both brewery_pool_ and beer_pool_
+  checkin_pool_ is fully committed.
-  are now completely populated.
+  All FK dependencies for ratings satisfied.
+  Phase 5 begins.
 end note
 
-' ═══════════════════════════════════════════
+' ─────────────────────────────────────────────
-' PHASE 2 — CHECKIN GENERATION
+' PHASE 5 — RATINGS
-' Sequential now that Breweries/Beers are done.
+' ─────────────────────────────────────────────
-' ═══════════════════════════════════════════
+== Phase 5 — Ratings (depends on user_pool_ + beer_pool_ + checkin_pool_) ==
-:RunCheckinPhase();
-:ICheckinDistributionStrategy::\nAssignActivityWeights(user_pool_);
 
-while (For each GeneratedUser in user_pool_?) is (remaining)
+orch -> g1 : spawn
-  :CheckinsForUser(user, brewery_pool_.size());
+orch -> g2 : spawn
-  while (For each checkin index?) is (remaining)
-    :TimestampFor(user, index);
-    :Select brewery from brewery_pool_;
-    :GenerateCheckin(user, brewery, timestamp)\nvia DataGenerator;
-    :ProcessCheckin(checkin) → sqlite3_int64;
-    :Append → checkin_pool_;
-  endwhile (done)
-endwhile (done)
 
-' ═══════════════════════════════════════════
+loop For each GeneratedCheckin in checkin_pool_
-' PHASE 3 — RATING GENERATION
+  g1 -> g1 : Resolve GeneratedUser from user_pool_\n(match user_id)
-' ═══════════════════════════════════════════
+  g1 -> g1 : Resolve GeneratedBeer from beer_pool_\n(match brewery_id, select one)
-:RunRatingPhase();
+  alt Beer found for this brewery
+    g1 -> g1 : generator->GenerateRating(user, beer,\ncheckin.checkin_id)
+    note right of g1
+      Strong positive skew applied
+      inside GenerateRating.
+    end note
+    g1 -> g2 : rating_channel_.Send(GeneratedRating)
+  else No beer found
+    g1 -> g1 : spdlog::warn — no beer for brewery,\nskipping rating
+  end
+end
+g1 -> g2 : rating_channel_.Close()
 
-while (For each GeneratedCheckin in checkin_pool_?) is (remaining)
+loop rating_channel_.Receive()
-  :Match brewery_id → select beer\nfrom beer_pool_ (same brewery_id);
+  g2 -> g2 : exporter->ProcessRating(rating)
-  if (Beer exists for brewery?) then (yes)
+end
-    :GenerateRating(user, beer, checkin_id)\nvia DataGenerator;
-    :ProcessRating(rating);
-  else (no)
-    :Skip — brewery has no beers;
-  endif
-endwhile (done)
 
-' ═══════════════════════════════════════════
+orch -> orch : join(G1, G2)
+
+' ─────────────────────────────────────────────
 ' TEARDOWN
-' ═══════════════════════════════════════════
+' ─────────────────────────────────────────────
-|Main|
+== Teardown ==
-:Finalize SqliteExportService;
+
-note right
+orch -> main : return
-  COMMIT covers all five fixture types.
+main -> main : exporter->Finalize()
+note right of main
+  Single COMMIT covers all five fixture types:
+  users, breweries, beers, checkins, ratings.
+  All-or-nothing consistency per run.
 end note
-:spdlog::info "Pipeline complete in X ms";
+main -> main : spdlog::info "Pipeline complete in X ms"
-stop
+main -> main : return 0
 
 @enduml

pipeline/diagrams/future-possible-architecture.puml

@@ -1,4 +1,4 @@
-@startuml future_possible_architecture
+@startuml
 skinparam style strictuml
 skinparam defaultFontName "DM Sans"
 skinparam defaultFontSize 14
@@ -29,7 +29,7 @@ skinparam package {
   FontColor #28342A
 }
 
-title The Biergarten Data Pipeline — Architecture
+title The Biergarten Data Pipeline — Architecture (Unified Orchestrator)
 
 ' ─────────────────────────────────────────────
 ' DOMAIN: VALUE OBJECTS
@@ -63,24 +63,6 @@ package "Domain: Value Objects & Contracts" {
     + context : LocationContext
   }
 
-  class BeerStyle {
-    + name : std::string
-    + description : std::string
-    + min_abv : float
-    + max_abv : float
-    + min_ibu : int
-    + max_ibu : int
-  }
-  note right of BeerStyle
-    Loaded once at startup from
-    beer-styles.json via JsonLoader.
-    Passed as std::span<const BeerStyle>
-    to IBeerSelectionStrategy.
-    Generator receives the selected
-    style as a parameter — it never
-    reads the palette directly.
-  end note
-
   class BreweryResult {
     + name_en : std::string
     + description_en : std::string
@@ -143,11 +125,6 @@ package "Domain: Value Objects & Contracts" {
     + user : UserResult
     + generated_at : std::string
   }
-  note right of GeneratedUser
-    user_id populated after SQLite
-    insert. Live FK carried in pool
-    for checkin and rating references.
-  end note
 
   class GeneratedCheckin {
     + checkin_id : sqlite3_int64
@@ -196,47 +173,27 @@ package "Domain Policy" {
     + Sample(locations : const std::vector<Location>&) : std::vector<Location>
   }
 
-  interface IBeerSelectionStrategy <<interface>> {
-    + SelectStyles(brewery : const GeneratedBrewery&,\n  palette : std::span<const BeerStyle>) : std::vector<BeerStyle>
-  }
-  note right of IBeerSelectionStrategy
-    Decides how many beers a brewery
-    gets and which styles are selected.
-    Count distribution and style
-    deduplication logic live here,
-    not in the orchestrator or generator.
-  end note
-
-  class RandomBeerSelectionStrategy {
-    - rng_ : std::mt19937
-    - min_beers_ : size_t
-    - max_beers_ : size_t
-    + SelectStyles(brewery : const GeneratedBrewery&,\n  palette : std::span<const BeerStyle>) : std::vector<BeerStyle>
-  }
-  note right of RandomBeerSelectionStrategy
-    Draws a random count in [min, max].
-    Samples without replacement from
-    palette to avoid duplicate styles
-    per brewery.
-  end note
-
   interface ICheckinDistributionStrategy <<interface>> {
     + AssignActivityWeights(users : std::vector<GeneratedUser>&) : void
-    + CheckinsForUser(user : const GeneratedUser&,\n  brewery_count : size_t) : size_t
+    + CheckinsForUser(user : const GeneratedUser&, brewery_count : size_t) : size_t
-    + TimestampFor(user : const GeneratedUser&,\n  index : size_t) : std::string
+    + TimestampFor(user : const GeneratedUser&, index : size_t) : std::string
   }
   note right of ICheckinDistributionStrategy
+    Injected into the orchestrator.
     Owns all statistical policy:
     J-curve weight assignment,
     bursty weekend timestamps,
     per-user checkin volume.
+    No mediator required to hold this —
+    the orchestrator calls it directly
+    before the checkin phase opens.
   end note
 
   class JCurveCheckinStrategy {
     - rng_ : std::mt19937
     + AssignActivityWeights(users : std::vector<GeneratedUser>&) : void
-    + CheckinsForUser(user : const GeneratedUser&,\n  brewery_count : size_t) : size_t
+    + CheckinsForUser(user : const GeneratedUser&, brewery_count : size_t) : size_t
-    + TimestampFor(user : const GeneratedUser&,\n  index : size_t) : std::string
+    + TimestampFor(user : const GeneratedUser&, index : size_t) : std::string
   }
 
 }
@@ -247,21 +204,15 @@ package "Domain Policy" {
 package "Infrastructure: Enrichment" {
 
   interface IEnrichmentService <<interface>> {
-    + GetLocationContext(loc : const Location&,\n  strategy : const IContextStrategy&) : LocationContext
+    + GetLocationContext(loc : const Location&, strategy : const IContextStrategy&) : LocationContext
   }
 
   class WikipediaService {
     - client_ : std::unique_ptr<WebClient>
     - extract_cache_ : std::unordered_map<std::string, std::string>
-    + GetLocationContext(loc : const Location&,\n  strategy : const IContextStrategy&) : LocationContext
+    + GetLocationContext(loc : const Location&, strategy : const IContextStrategy&) : LocationContext
     - FetchExtract(query : std::string_view) : std::string
   }
-  note right of WikipediaService
-    extract_cache_ keyed by query string.
-    Beer pass gets near-100% cache hits
-    since locations were already fetched
-    during the brewery pass.
-  end note
 
   interface WebClient <<interface>> {
     + Get(url : const std::string&) : std::string
@@ -281,18 +232,12 @@ package "Infrastructure: Enrichment" {
 package "Infrastructure: Generation" {
 
   interface DataGenerator <<interface>> {
-    + GenerateBrewery(location : const Location&,\n  context : const LocationContext&) : BreweryResult
+    + GenerateBrewery(location : const Location&, context : const LocationContext&) : BreweryResult
-    + GenerateBeer(brewery_id : sqlite3_int64,\n  location : const Location&,\n  context : const LocationContext&,\n  style : const BeerStyle&) : BeerResult
+    + GenerateBeer(brewery_id : sqlite3_int64, location : const Location&, context : const LocationContext&) : BeerResult
     + GenerateUser(location : const Location&) : UserResult
-    + GenerateCheckin(user : const GeneratedUser&,\n  brewery : const GeneratedBrewery&,\n  timestamp : const std::string&) : CheckinResult
+    + GenerateCheckin(user : const GeneratedUser&, brewery : const GeneratedBrewery&, timestamp : const std::string&) : CheckinResult
-    + GenerateRating(user : const GeneratedUser&,\n  beer : const GeneratedBeer&,\n  checkin_id : sqlite3_int64) : RatingResult
+    + GenerateRating(user : const GeneratedUser&, beer : const GeneratedBeer&, checkin_id : sqlite3_int64) : RatingResult
   }
-  note right of DataGenerator
-    GenerateBeer receives BeerStyle
-    as a parameter. Style selection
-    and count decisions live in
-    IBeerSelectionStrategy, not here.
-  end note
 
   class MockGenerator {
     + GenerateBrewery(...) : BreweryResult
@@ -315,12 +260,26 @@ package "Infrastructure: Generation" {
     + GenerateCheckin(...) : CheckinResult
     + GenerateRating(...) : RatingResult
     - Load(config : const LlamaConfig&) : void
-    - Infer(system_prompt, user_prompt,\n  max_tokens, grammar) : std::string
+    - Infer(system_prompt, user_prompt, max_tokens, grammar) : std::string
     - ValidateModelArchitecture() : void
   }
 
+  class RestGenerator {
+    - config_ : RestConfig
+    + GenerateBrewery(...) : BreweryResult
+    + GenerateBeer(...) : BeerResult
+    + GenerateUser(...) : UserResult
+    + GenerateCheckin(...) : CheckinResult
+    + GenerateRating(...) : RatingResult
+  }
+  note right of RestGenerator
+    Future REST-backed implementation.
+    Slots in at the DI root with zero
+    changes to orchestration logic.
+  end note
+
   interface IPromptFormatter <<interface>> {
-    + Format(system_prompt : std::string_view,\n  user_prompt : std::string_view) : std::string
+    + Format(system_prompt : std::string_view, user_prompt : std::string_view) : std::string
     + ExpectedArchitecture() : std::string_view
   }
 
@@ -338,6 +297,12 @@ package "Infrastructure: Generation" {
     + seed : int
   }
 
+  class RestConfig {
+    + endpoint : std::string
+    + api_key : std::string
+    + timeout : std::chrono::milliseconds
+  }
+
 }
 
 ' ─────────────────────────────────────────────
@@ -357,12 +322,12 @@ package "Infrastructure: Pipeline Channel" {
     + Close() : void
   }
   note right of BoundedChannel
-    Used for user, brewery, and
+    Used within each phase to
-    checkin/rating phases.
+    decouple production from export.
-    Beer phase uses a simple
+    Phase boundaries are explicit
-    sequential loop — enrichment
+    sequential barriers in the
-    is all cache hits, no fan-out
+    orchestrator's Run() method —
-    needed.
+    not channel-mediated.
   end note
 
 }
@@ -381,6 +346,13 @@ package "Infrastructure: Export" {
     + ProcessRating(rating : const GeneratedRating&) : void
     + Finalize() : void
   }
+  note right of IExportService
+    Process* methods return
+    sqlite3_int64 row IDs.
+    Orchestrator uses these to
+    populate FK fields on all
+    downstream fixture types.
+  end note
 
   class SqliteExportService {
     - date_time_provider_ : std::unique_ptr<IDateTimeProvider>
@@ -393,7 +365,6 @@ package "Infrastructure: Export" {
     - insert_rating_stmt_ : SqliteStatementHandle
     - transaction_open_ : bool
     - location_cache_ : std::unordered_map<std::string, sqlite3_int64>
-    - brewery_cache_ : std::unordered_map<std::string, sqlite3_int64>
     + Initialize() : void
     + ProcessBrewery(brewery : const GeneratedBrewery&) : sqlite3_int64
     + ProcessBeer(beer : const GeneratedBeer&) : sqlite3_int64
@@ -407,11 +378,11 @@ package "Infrastructure: Export" {
     - FinalizeStatements() : void
   }
   note right of SqliteExportService
-    brewery_cache_ restored.
+    brewery_cache_ removed — row IDs
-    Keyed by location string for
+    are now carried on GeneratedBrewery
-    location deduplication, and
+    and GeneratedBeer value objects
-    by brewery identity for beer
+    and threaded through by the
-    FK resolution without re-querying.
+    orchestrator directly.
   end note
 
   interface IDateTimeProvider <<interface>> {
@@ -436,9 +407,7 @@ package "Orchestration" {
     - brewery_context_strategy_ : std::unique_ptr<IContextStrategy>
     - beer_context_strategy_ : std::unique_ptr<IContextStrategy>
     - sampling_strategy_ : std::unique_ptr<ISamplingStrategy>
-    - beer_selection_strategy_ : std::unique_ptr<IBeerSelectionStrategy>
     - checkin_strategy_ : std::unique_ptr<ICheckinDistributionStrategy>
-    - beer_style_palette_ : std::vector<BeerStyle>
     --
     - user_pool_ : std::vector<GeneratedUser>
     - brewery_pool_ : std::vector<GeneratedBrewery>
@@ -453,25 +422,29 @@ package "Orchestration" {
     - RunRatingPhase() : void
   }
   note right of BiergartenPipelineOrchestrator
-    beer_style_palette_ loaded once
+    Single component owns all
-    at startup from beer-styles.json.
+    sequencing. Run() reads as a
-    Passed as std::span<const BeerStyle>
+    linear narrative:
-    to IBeerSelectionStrategy per brewery.
+      1. RunUserPhase
-    RunBeerPhase() is a sequential loop —
+      2. RunBreweryPhase
-    no channels, no fan-out. Enrichment
+      3. RunBeerPhase
-    is cache hits; LLM is the only cost.
+      4. checkin_strategy_->AssignActivityWeights
+      5. RunCheckinPhase
+      6. RunRatingPhase
+    The checkin gate is an explicit
+    sequential barrier between steps
+    3 and 5 — not a hidden internal
+    trigger in a separate object.
+    Pools are members: each phase
+    appends to them and the next
+    phase reads from them directly.
+    No mediator. No shared_ptr.
+    Ownership is unambiguous.
   end note
 
   class JsonLoader {
     + {static} LoadLocations(filepath : const std::filesystem::path&) : std::vector<Location>
-    + {static} LoadBeerStyles(filepath : const std::filesystem::path&) : std::vector<BeerStyle>
   }
-  note right of JsonLoader
-    LoadBeerStyles() added.
-    Reads beer-styles.json once
-    at startup into the palette
-    held by the orchestrator.
-  end note
 
 }
 
@@ -485,14 +458,12 @@ BiergartenPipelineOrchestrator *-- DataGenerator : owns
 BiergartenPipelineOrchestrator *-- IExportService : owns
 BiergartenPipelineOrchestrator *-- ICheckinDistributionStrategy : owns
 BiergartenPipelineOrchestrator *-- ISamplingStrategy : owns
-BiergartenPipelineOrchestrator *-- IBeerSelectionStrategy : owns
 BiergartenPipelineOrchestrator ..> JsonLoader : uses
 
 ' Policy implementations
 IContextStrategy <|.. BreweryContextStrategy : implements
 IContextStrategy <|.. BeerContextStrategy : implements
 ISamplingStrategy <|.. UniformSamplingStrategy : implements
-IBeerSelectionStrategy <|.. RandomBeerSelectionStrategy : implements
 ICheckinDistributionStrategy <|.. JCurveCheckinStrategy : implements
 
 ' Enrichment
@@ -504,8 +475,10 @@ WebClient <|.. CURLWebClient : implements
 ' Generation
 DataGenerator <|.. MockGenerator : implements
 DataGenerator <|.. LlamaGenerator : implements
+DataGenerator <|.. RestGenerator : implements
 LlamaGenerator *-- IPromptFormatter : owns
 LlamaGenerator ..> LlamaConfig : constructed with
+RestGenerator ..> RestConfig : constructed with
 IPromptFormatter <|.. Gemma4JinjaPromptFormatter : implements
 
 ' Export
@@ -513,7 +486,7 @@ IExportService <|.. SqliteExportService : implements
 SqliteExportService *-- IDateTimeProvider : owns
 IDateTimeProvider <|.. SystemDateTimeProvider : implements
 
-' Domain containment
+' Data flow
 EnrichedCity *-- Location : contains
 EnrichedCity *-- LocationContext : contains
 GeneratedBrewery *-- Location : contains