fixes

add pretty print log

docs/pipeline/diagrams/current/class.puml

@@ -26,6 +26,7 @@ skinparam note {
 title The Biergarten Data Pipeline - Class Diagram
 
 class BiergartenDataGenerator {
+  - logger_ : std::shared_ptr<ILogger>
   - context_service_ : std::unique_ptr<IEnrichmentService>
   - generator_ : std::unique_ptr<DataGenerator>
   - exporter_ : std::unique_ptr<IExportService>
@@ -36,6 +37,46 @@ class BiergartenDataGenerator {
   - LogResults() : void
 }
 
+class LogLevel <<enumeration>> {
+  Debug
+  Info
+  Warn
+  Error
+}
+
+class PipelinePhase <<enumeration>> {
+  Startup
+  UserGeneration
+  BreweryAndBeerGeneration
+  CheckinGeneration
+  RatingGeneration
+  FollowGeneration
+  Teardown
+}
+
+struct LogEntry {
+  + timestamp : std::chrono::system_clock::time_point
+  + level : LogLevel
+  + phase : PipelinePhase
+  + message : std::string
+  + worker : std::optional<std::string>
+}
+
+interface ILogger <<interface>> {
+  + Log(entry : const LogEntry&) : void
+}
+
+class LogProducer {
+  - channel_ : BoundedChannel<LogEntry>&
+  + Log(entry : const LogEntry&) : void
+}
+
+class LogDispatcher {
+  - channel_ : BoundedChannel<LogEntry>&
+  + Run() : void
+  - ToSpdlogLevel(level) : spdlog::level::level_enum
+}
+
 interface IEnrichmentService <<interface>> {
   + GetLocationContext(loc : const Location&) : std::string
 }
@@ -123,10 +164,17 @@ class SystemDateTimeProvider {
 }
 
 ' Structural Relationships / Dependency Injection
+BiergartenDataGenerator *-- ILogger : owns
 BiergartenDataGenerator *-- IEnrichmentService : owns
 BiergartenDataGenerator *-- DataGenerator : owns
 BiergartenDataGenerator *-- IExportService : owns
 
+LogEntry *-- LogLevel
+LogEntry *-- PipelinePhase
+ILogger <|.. LogProducer : implements
+LogProducer ..> LogEntry : emits
+LogDispatcher ..> LogEntry : consumes
+
 IEnrichmentService <|.. WikipediaService : implements
 WikipediaService *-- WebClient : owns
 

docs/pipeline/diagrams/planned/class.puml

@@ -275,32 +275,29 @@ package "Infrastructure: Logging" {
     + level : LogLevel
     + phase : PipelinePhase
     + message : std::string
-    + city : std::optional<std::string>
-    + entity_id : std::optional<std::string>
     + worker : std::optional<std::string>
   }
 
-  interface Logger <<interface>> {
+  interface ILogger <<interface>> {
-    + Log(level, phase, message,\n  city, entity_id, worker) : void
+    + Log(entry : const LogEntry&) : void
   }
 
-  class PipelineLogger {
+  class LogProducer {
-    - log_ch_ : BoundedChannel<LogEntry>&
+    - channel_ : BoundedChannel<LogEntry>&
-    + Log(level, phase, message,\n  city, entity_id, worker) : void
+    + Log(entry : const LogEntry&) : void
   }
 
-  class LogWorker {
+  class LogDispatcher {
-    - log_ch_ : BoundedChannel<LogEntry>&
+    - channel_ : BoundedChannel<LogEntry>&
     + Run() : void
-    - FormatTimestamp(tp) : std::string
     - ToSpdlogLevel(level) : spdlog::level::level_enum
-    - ToString(phase) : std::string
   }
 
   LogEntry       *--  LogLevel
   LogEntry       *--  PipelinePhase
-  PipelineLogger ..>  LogEntry       : emits
+  ILogger        <|.. LogProducer
-  LogWorker      ..>  LogEntry       : consumes
+  LogProducer    ..>  LogEntry       : emits
+  LogDispatcher  ..>  LogEntry       : consumes
 }
 
 package "Infrastructure: Pipeline Channel" {

tooling/pipeline/CMakeLists.txt

@@ -138,7 +138,8 @@ FetchContent_MakeAvailable(cpp-httplib)
 
 # 5. Executable & Sources
 add_executable(${PROJECT_NAME}
-        includes/services/enrichment/mock_enrichment.h)
+        includes/services/enrichment/mock_enrichment.h
+        includes/json_handling/pretty_print.h)
 
 # --- Entry point ---
 target_sources(${PROJECT_NAME} PRIVATE
@@ -248,6 +249,11 @@ target_compile_definitions(${PROJECT_NAME} PRIVATE
         $<$<CONFIG:Debug>:DEBUG>
 )
 
+target_compile_options(biergarten-pipeline PRIVATE
+   -fmacro-prefix-map=${CMAKE_SOURCE_DIR}/tooling/pipeline/src/=
+)
+
+
 # 7. Runtime Assets
 configure_file(
         ${CMAKE_SOURCE_DIR}/locations.json
@@ -259,3 +265,4 @@ add_custom_command(TARGET ${PROJECT_NAME} POST_BUILD
         ${CMAKE_SOURCE_DIR}/prompts
         ${CMAKE_BINARY_DIR}/prompts
 )
+

tooling/pipeline/includes/biergarten_pipeline_orchestrator.h

@@ -51,6 +51,12 @@ class BiergartenPipelineOrchestrator {
    * 2. Resolve context for each city using the injected context service
    * 3. Generate brewery data for sampled cities
    *
+   * @note STRUCTURAL CONCURRENCY REQUIREMENT:
+   * When transitioned to a multithreaded design, this method MUST structurally
+   * enforce that all deployed worker threads are joined before returning (e.g.
+   * by using std::jthread or a structured concurrency primitive). This ensures
+   * workers do not attempt to log to a closed channel during application teardown.
+   *
    * @return true if successful, false if not
    */
   bool Run();

tooling/pipeline/includes/data_generation/llama_generator.h

@@ -38,8 +38,7 @@ class LlamaGenerator final : public DataGenerator {
    * @param prompt_directory Directory service for loading named prompt files.
    */
   LlamaGenerator(const ApplicationOptions& options,
-                 const std::string& model_path,
+                 const std::string& model_path, std::shared_ptr<ILogger> logger,
-                 std::shared_ptr<ILogger> logger,
                  std::unique_ptr<IPromptFormatter> prompt_formatter,
                  std::unique_ptr<IPromptDirectory> prompt_directory);
 

tooling/pipeline/includes/json_handling/pretty_print.h

@@ -0,0 +1,109 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_JSON_HANDLING_PRETTY_PRINT_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_JSON_HANDLING_PRETTY_PRINT_H_
+
+/**
+ * @file json_handling/pretty_print.h
+ * @brief Pretty-printing utilities for JSON values.
+ *
+ * Provides formatting capability for boost::json::value with indentation and
+ * readable output. Adapted from Boost JSON library examples.
+ */
+
+#include <boost/json.hpp>
+#include <ostream>
+#include <string>
+
+/**
+ * @brief Pretty-prints a JSON value to an output stream with indentation.
+ *
+ * Recursively formats JSON objects and arrays with consistent 4-space
+ * indentation. Adapted from:
+ * https://raw.githubusercontent.com/boostorg/json/refs/heads/develop/example/pretty.cpp
+ *
+ * @param outstream Output stream to write formatted JSON.
+ * @param json_val JSON value to format.
+ * @param indent Optional indentation string (managed internally on first call).
+ */
+inline void PrettyPrint(std::ostream& outstream,
+                        boost::json::value const& json_val,
+                        std::string* indent = nullptr) {
+  std::string str;
+  if (indent == nullptr) {
+    indent = &str;
+  }
+  switch (json_val.kind()) {
+    case boost::json::kind::object: {
+      outstream << "{\n";
+      indent->append(4, ' ');
+      auto const& obj = json_val.get_object();
+      if (!obj.empty()) {
+        const auto* iter = obj.begin();
+        for (;;) {
+          outstream << *indent << boost::json::serialize(iter->key()) << " : ";
+          PrettyPrint(outstream, iter->value(), indent);
+          iter = std::next(iter);
+          if (iter == obj.end()) {
+            break;
+          }
+
+          outstream << ",\n";
+        }
+      }
+      outstream << "\n";
+      indent->resize(indent->size() - 4);
+      outstream << *indent << "}";
+      break;
+    }
+
+    case boost::json::kind::array: {
+      outstream << "[\n";
+      indent->append(4, ' ');
+      auto const& arr = json_val.get_array();
+      if (!arr.empty()) {
+        const auto* iter = arr.begin();
+        for (;;) {
+          outstream << *indent;
+          PrettyPrint(outstream, *iter, indent);
+          iter = std::next(iter);
+          if (iter == arr.end()) {
+            break;
+          }
+          outstream << ",\n";
+        }
+      }
+      outstream << "\n";
+      indent->resize(indent->size() - 4);
+      outstream << *indent << "]";
+      break;
+    }
+
+    case boost::json::kind::string: {
+      outstream << serialize(json_val.get_string());
+      break;
+    }
+
+    case boost::json::kind::uint64:
+    case boost::json::kind::int64:
+    case boost::json::kind::double_:
+      outstream << json_val;
+      break;
+
+    case boost::json::kind::bool_:
+      if (json_val.get_bool()) {
+        outstream << "true";
+      } else {
+        outstream << "false";
+      }
+      break;
+
+    case boost::json::kind::null:
+      outstream << "null";
+      break;
+  }
+
+  if (indent->empty()) {
+    outstream << "\n";
+  }
+}
+
+#endif

tooling/pipeline/includes/services/logging/log_dispatcher.h

@@ -6,8 +6,8 @@
  * them to spdlog on a dedicated thread.
  */
 
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_CONSUMER_H_
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_DISPATCHER_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_CONSUMER_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_DISPATCHER_H_
 
 #include <spdlog/spdlog.h>
 
@@ -23,31 +23,31 @@
  */
 class LogDispatcher {
  public:
-   /**
+  /**
-     * @brief Construct a log dispatcher.
+   * @brief Construct a log dispatcher.
-    *
+   *
-     * @param channel Reference to the bounded channel used for log retrieval.
+   * @param channel Reference to the bounded channel used for log retrieval.
-    */
+   */
-   explicit LogDispatcher(BoundedChannel<LogEntry>& channel);
+  explicit LogDispatcher(BoundedChannel<LogEntry>& channel);
 
-   LogDispatcher(const LogDispatcher&) = delete;
+  LogDispatcher(const LogDispatcher&) = delete;
-   LogDispatcher& operator=(const LogDispatcher&) = delete;
+  LogDispatcher& operator=(const LogDispatcher&) = delete;
-   LogDispatcher(LogDispatcher&&) = delete;
+  LogDispatcher(LogDispatcher&&) = delete;
-   LogDispatcher& operator=(LogDispatcher&&) = delete;
+  LogDispatcher& operator=(LogDispatcher&&) = delete;
-   ~LogDispatcher() = default;
+  ~LogDispatcher() = default;
 
-   /**
+  /**
-     * @brief Drain the channel and forward entries to spdlog.
+   * @brief Drain the channel and forward entries to spdlog.
-    *
+   *
-     * Intended to be called once on a dedicated thread. The loop returns after
+   * Intended to be called once on a dedicated thread. The loop returns after
-     * the channel has been closed and all queued entries have been processed.
+   * the channel has been closed and all queued entries have been processed.
-    */
+   */
-   void Run();
+  void Run();
 
  private:
-   BoundedChannel<LogEntry>& channel_;
+  BoundedChannel<LogEntry>& channel_;
 
-   static spdlog::level::level_enum ToSpdlogLevel(LogLevel level);
+  static spdlog::level::level_enum ToSpdlogLevel(LogLevel level);
 };
 
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_CONSUMER_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_DISPATCHER_H_

tooling/pipeline/includes/services/logging/log_entry.h

@@ -10,8 +10,10 @@
 #define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_ENTRY_H_
 
 #include <chrono>
-#include <thread>
+#include <source_location>
 #include <string>
+#include <thread>
+#include <vector>
 
 /**
  * @enum LogLevel
@@ -41,17 +43,35 @@ enum class PipelinePhase {
   Teardown,                  ///< Finalization and cleanup.
 };
 
+/**
+ * @struct LogDTO
+ * @brief User-provided subset of log fields. Used to capture call-site info transparently.
+ */
+struct LogDTO {
+  LogLevel level;
+  PipelinePhase phase;
+  std::string message;
+};
+
 /**
  * @struct LogEntry
  * @brief Single structured log event.
  *
  * All fields are value types, which keeps transfer across the bounded channel
  * simple and avoids shared ownership.
+ *
+ * NOTE: timestamp, thread_id, and origin must be populated by ILogger::Log()
+ * before the entry is dispatched.
  */
 struct LogEntry {
   /// @brief Timestamp when the entry was created.
-  std::chrono::system_clock::time_point timestamp =
+  std::chrono::system_clock::time_point timestamp{};
-      std::chrono::system_clock::now();
+
+  /// @brief Source location where the log call was made.
+  std::source_location origin{};
+
+  /// @brief Thread responsible for emitting the log.
+  std::thread::id thread_id{};
 
 
   /// @brief Severity level of this entry.
@@ -65,4 +85,4 @@ struct LogEntry {
 
 };
 
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_ENTRY_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_ENTRY_H_

tooling/pipeline/includes/services/logging/log_producer.h

@@ -41,9 +41,10 @@ class LogProducer final : public ILogger {
   /**
    * @brief Queue a log message for asynchronous processing.
    *
-   * Blocks while the channel applies backpressure.
+   * Blocks while the channel applies backpressure. This blocking behavior
+   * under heavy load is an accepted trade-off for simplicity.
    */
-  void Log(LogEntry const& entry) override;
+  void DoLog(LogEntry log_entry) override;
 
  private:
   BoundedChannel<LogEntry>& channel_;

tooling/pipeline/includes/services/logging/logger.h

@@ -9,9 +9,9 @@
 #ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOGGER_H_
 #define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOGGER_H_
 
-#include <optional>
+#include <source_location>
 #include <string>
-#include <string_view>
+#include <utility>
 
 #include "services/logging/log_entry.h"
 
@@ -34,10 +34,31 @@ class ILogger {
   /**
    * @brief Submit a log message to the logging subsystem.
    *
-   * @param entry Structured log record containing message and metadata.
+   * @param payload User-provided log data (level, phase, message).
-   *
+   * @param origin Auto-captured source location of the call site.
    */
-  virtual void Log(const LogEntry& entry) = 0;
+  void Log(LogDTO payload,
+           std::source_location origin = std::source_location::current(),
+           std::chrono::system_clock::time_point timestamp = std::chrono::system_clock::now(),
+           std::thread::id thread_id = std::this_thread::get_id()) {
+    LogEntry entry;
+    entry.timestamp = timestamp;
+    entry.thread_id = thread_id;
+    entry.level = payload.level;
+    entry.phase = payload.phase;
+    entry.message = std::move(payload.message);
+    entry.origin = origin;
+    DoLog(std::move(entry));
+  }
+
+ protected:
+  /**
+   * @brief Underlying implementation to transport the log entry.
+   *
+   * Implementations must be thread-safe as DoLog can be called concurrently
+   * from multiple worker threads.
+   */
+  virtual void DoLog(LogEntry log_entry) = 0;
 };
 
 #endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOGGER_H_

tooling/pipeline/src/application_options/parse_arguments.cc

@@ -1,4 +1,5 @@
 #include <chrono>
+#include <format>
 #include <iostream>
 #include <optional>
 #include <sstream>
@@ -70,14 +71,12 @@ std::optional<ApplicationOptions> ParseArguments(
       return usage_stream.str();
     })();
     if (logger) {
-      logger->Log({.level = LogLevel::Info,
+      logger->Log(LogDTO{.level = LogLevel::Info,
                    .phase = PipelinePhase::Startup,
                    .message = title});
-      logger->Log({.level = LogLevel::Info,
+      logger->Log(LogDTO{.level = LogLevel::Info,
                    .phase = PipelinePhase::Startup,
                    .message = usage});
-    } else {
-      std::cout << title << std::endl << usage << std::endl;
     }
     return std::nullopt;
   }
@@ -91,11 +90,9 @@ std::optional<ApplicationOptions> ParseArguments(
       std::stringstream help_stream;
       help_stream << "\n" << desc;
       if (logger) {
-        logger->Log({.level = LogLevel::Info,
+        logger->Log(LogDTO{.level = LogLevel::Info,
                      .phase = PipelinePhase::Startup,
                      .message = help_stream.str()});
-      } else {
-        std::cout << help_stream.str() << std::endl;
       }
       return std::nullopt;
     }
@@ -116,7 +113,7 @@ std::optional<ApplicationOptions> ParseArguments(
       const std::string msg =
           "Invalid arguments: --mocked and --model are mutually exclusive";
       if (logger) {
-        logger->Log({.level = LogLevel::Error,
+        logger->Log(LogDTO{.level = LogLevel::Error,
                      .phase = PipelinePhase::Startup,
                      .message = msg});
       } else {
@@ -129,7 +126,7 @@ std::optional<ApplicationOptions> ParseArguments(
       const std::string msg =
           "Invalid arguments: either --mocked or --model must be specified";
       if (logger) {
-        logger->Log({.level = LogLevel::Error,
+        logger->Log(LogDTO{.level = LogLevel::Error,
                      .phase = PipelinePhase::Startup,
                      .message = msg});
       } else {
@@ -173,7 +170,7 @@ std::optional<ApplicationOptions> ParseArguments(
         const std::string msg =
             "Sampling parameters are ignored when using --mocked";
         if (logger) {
-          logger->Log({.level = LogLevel::Warn,
+          logger->Log(LogDTO{.level = LogLevel::Warn,
                        .phase = PipelinePhase::Startup,
                        .message = msg});
         } else {
@@ -199,22 +196,18 @@ std::optional<ApplicationOptions> ParseArguments(
         std::string("Failed to parse command-line arguments: ") +
         exception.what();
     if (logger) {
-      logger->Log({.level = LogLevel::Error,
+      logger->Log(LogDTO{.level = LogLevel::Error,
                    .phase = PipelinePhase::Startup,
                    .message = msg});
-    } else {
-      std::cerr << msg << std::endl;
     }
     return std::nullopt;
   } catch (...) {
     const std::string msg =
         "Failed to parse command-line arguments: unknown error";
     if (logger) {
-      logger->Log({.level = LogLevel::Error,
+      logger->Log(LogDTO{.level = LogLevel::Error,
                    .phase = PipelinePhase::Startup,
                    .message = msg});
-    } else {
-      std::cerr << msg << std::endl;
     }
     return std::nullopt;
   }

tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc

@@ -4,6 +4,7 @@
  */
 
 #include <chrono>
+#include <format>
 
 #include "biergarten_pipeline_orchestrator.h"
 #include "services/logging/logger.h"
@@ -36,34 +37,32 @@ void BiergartenPipelineOrchestrator::GenerateBreweries(
             {.level = LogLevel::Warn,
              .phase = PipelinePhase::BreweryAndBeerGeneration,
              .message =
-                 std::string("[Pipeline] Generated brewery for '") +
+                 std::format("[Pipeline] Generated brewery for '{}' ({}) but SQLite export failed: {}",
-                 location.city + "' (" + location.country +
+                 location.city, location.country, export_exception.what())});
-                 ") but SQLite export failed: " + export_exception.what()});
       }
     } catch (const std::exception& e) {
       ++skipped_count;
 
       logger_->Log({.level = LogLevel::Warn,
                     .phase = PipelinePhase::BreweryAndBeerGeneration,
-                    .message = std::string("[Pipeline] Skipping city '") +
+                    .message = std::format("[Pipeline] Skipping city '{}' ({}): brewery generation failed: {}",
-                               location.city + " (" + location.country +
+                               location.city, location.country, e.what())});
-                               "): brewery generation failed: " + e.what()});
     }
   }
 
   if (skipped_count > 0) {
     logger_->Log({.level = LogLevel::Warn,
                   .phase = PipelinePhase::BreweryAndBeerGeneration,
-                  .message = std::string("[Pipeline] Skipped ") +
+                  .message = std::format(
-                             std::to_string(skipped_count) +
+                      "[Pipeline] Skipped {} city/cities due to generation errors",
-                             " city/cities due to generation errors"});
+                      skipped_count)});
   }
 
   if (export_failed_count > 0) {
     logger_->Log({.level = LogLevel::Warn,
                   .phase = PipelinePhase::Teardown,
-                  .message = std::string("[Pipeline] Failed to export ") +
+                  .message = std::format(
-                             std::to_string(export_failed_count) +
+                      "[Pipeline] Failed to export {} generated brewery/breweries to SQLite",
-                             " generated brewery/breweries to SQLite"});
+                      export_failed_count)});
   }
 }

tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc

@@ -3,31 +3,35 @@
  * @brief BiergartenDataGenerator::LogResults() implementation.
  */
 
+#include <boost/json/array.hpp>
 #include <chrono>
-#include <sstream>
+#include <format>
 
+#include "../../includes/json_handling/pretty_print.h"
 #include "biergarten_pipeline_orchestrator.h"
 #include "services/logging/logger.h"
-
 void BiergartenPipelineOrchestrator::LogResults() const {
-  std::ostringstream msg;
+  boost::json::array output;
-  msg << "GENERATED DATA DUMP\n";
-  size_t index = 1;
-  for (const auto& [location, brewery] : generated_breweries_) {
-    msg << index << ". city=\"" << location.city << "\" country=\""
-        << location.country << "\" state=\"" << location.state_province
-        << "\" iso3166_2=" << location.iso3166_2 << " lat=" << location.latitude
-        << " lon=" << location.longitude << "\n";
 
-    msg << "   brewery_name_en=\"" << brewery.name_en << "\"\n";
+  for (const auto& [location, brewery] : generated_breweries_) {
-    msg << "   brewery_description_en=\"" << brewery.description_en << "\"\n";
+    output.push_back(boost::json::object{
-    msg << "   brewery_name_local=\"" << brewery.name_local << "\"\n";
+        {"name_en", brewery.name_en},
-    msg << "   brewery_description_local=\"" << brewery.description_local
+        {"description_en", brewery.description_en},
-        << "\"\n";
+        {"name_local", brewery.name_local},
-    ++index;
+        {"description_local", brewery.description_local},
+        {"location", boost::json::object{
+                         {"city", location.city},
+                         {"country", location.country},
+                         {"state_province", location.state_province},
+                         {"iso3166_2", location.iso3166_2},
+                         {"latitude", location.latitude},
+                         {"longitude", location.longitude},
+                     }}});
   }
 
+  std::ostringstream oss;
+  PrettyPrint(oss, output);
   logger_->Log({.level = LogLevel::Info,
                 .phase = PipelinePhase::Teardown,
-                .message = msg.str()});
+                .message = oss.str()});
 }

tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc

@@ -4,6 +4,7 @@
  */
 
 #include <chrono>
+#include <format>
 #include <utility>
 
 #include "biergarten_pipeline_orchestrator.h"
@@ -33,18 +34,18 @@ bool BiergartenPipelineOrchestrator::Run() {
         logger_->Log(
             {.level = LogLevel::Warn,
              .phase = PipelinePhase::UserGeneration,
-             .message = std::string("[Pipeline] Skipping city '") + city.city +
+             .message = std::format(
-                        " (" + city.country +
+                 "[Pipeline] Skipping city '{}' ({}): context lookup failed: {}",
-                        "): context lookup failed: " + exception.what()});
+                 city.city, city.country, exception.what())});
       }
     }
 
     if (skipped_count > 0) {
       logger_->Log({.level = LogLevel::Warn,
                     .phase = PipelinePhase::UserGeneration,
-                    .message = std::string("[Pipeline] Skipped ") +
+                    .message = std::format(
-                               std::to_string(skipped_count) +
+                        "[Pipeline] Skipped {} city/cities due to context lookup errors",
-                               " city/cities due to context lookup errors"});
+                        skipped_count)});
     }
 
     this->GenerateBreweries(enriched);
@@ -56,7 +57,7 @@ bool BiergartenPipelineOrchestrator::Run() {
         {.level = LogLevel::Error,
          .phase = PipelinePhase::Teardown,
          .message =
-             std::string("Pipeline execution failed with error: ") + e.what()});
+             std::format("Pipeline execution failed with error: {}", e.what())});
     return false;
   }
 }

tooling/pipeline/src/data_generation/llama/generate_brewery.cc

@@ -103,8 +103,8 @@ BreweryResult LlamaGenerator::GenerateBrewery(
       logger_->Log(
           {.level = LogLevel::Debug,
            .phase = PipelinePhase::BreweryAndBeerGeneration,
-           .message = std::string("LlamaGenerator: raw output (attempt ") +
+           .message = std::format("LlamaGenerator: raw output (attempt {}): {}",
-                      std::to_string(attempt + 1) + "): " + raw});
+                      attempt + 1, raw)});
     }
 
     // Validate output: parse JSON and check required fields
@@ -120,9 +120,8 @@ BreweryResult LlamaGenerator::GenerateBrewery(
         logger_->Log(
             {.level = LogLevel::Info,
              .phase = PipelinePhase::BreweryAndBeerGeneration,
-             .message = std::string("LlamaGenerator: successfully generated "
+             .message = std::format("LlamaGenerator: successfully generated brewery data on attempt {}",
-                                    "brewery data on attempt ") +
+                        attempt + 1)});
-                        std::to_string(attempt + 1)});
       }
 
       return brewery;
@@ -136,8 +135,8 @@ BreweryResult LlamaGenerator::GenerateBrewery(
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::BreweryAndBeerGeneration,
            .message =
-               std::string("LlamaGenerator: malformed brewery JSON (attempt ") +
+               std::format("LlamaGenerator: malformed brewery JSON (attempt {}): {}",
-               std::to_string(attempt + 1) + "): " + *validation_error});
+               attempt + 1, *validation_error)});
     }
 
     // Update prompt with error details to guide LLM toward correct output.
@@ -159,10 +158,9 @@ BreweryResult LlamaGenerator::GenerateBrewery(
     logger_->Log(
         {.level = LogLevel::Error,
          .phase = PipelinePhase::BreweryAndBeerGeneration,
-         .message =
+       .message = std::format(
-             std::string("LlamaGenerator: malformed brewery response after ") +
+         "LlamaGenerator: malformed brewery response after {} attempts: {}",
-             std::to_string(max_attempts) +
+         max_attempts, last_error.empty() ? raw : last_error)});
-             " attempts: " + (last_error.empty() ? raw : last_error)});
   }
   throw std::runtime_error("LlamaGenerator: malformed brewery response");
 }

tooling/pipeline/src/data_generation/llama/generate_user.cc

@@ -5,6 +5,7 @@
  */
 
 
+#include <format>
 #include <string>
 
 #include "data_generation/llama_generator.h"
@@ -19,5 +20,5 @@
 // 4. Return locale-aware username and biography
 UserResult LlamaGenerator::GenerateUser(const std::string& locale) {
   return {.username = "test_user",
-          .bio = "This is a test user profile from " + locale + "."};
+          .bio = std::format("This is a test user profile from {}.", locale)};
 }

tooling/pipeline/src/data_generation/llama/helpers.cc

@@ -16,11 +16,11 @@
 
 #include "data_generation/llama_generator_helpers.h"
 #include "llama.h"
-
+namespace {
 /**
  * String trimming: removes leading and trailing whitespace
  */
-static std::string Trim(std::string_view value) {
+std::string Trim(std::string_view value) {
   constexpr std::string_view whitespace = " \t\n\r\f\v";
   const size_t first_index = value.find_first_not_of(whitespace);
   if (first_index == std::string_view::npos) {
@@ -35,7 +35,7 @@ static std::string Trim(std::string_view value) {
  * Normalize whitespace: collapses multiple spaces/tabs/newlines into single
  * spaces
  */
-static std::string CondenseWhitespace(std::string_view text) {
+std::string CondenseWhitespace(std::string_view text) {
   std::string out;
   out.reserve(text.size());
 
@@ -61,7 +61,37 @@ static std::string CondenseWhitespace(std::string_view text) {
 // Guard against truncating in the first half of the string.
 // This preserves the critical opening content and avoids cutting critical
 // context words early in the region description.
-static constexpr size_t kTruncationGuardDivisor = 2;
+constexpr size_t kTruncationGuardDivisor = 2;
+
+bool ReadRequiredTrimmedStringField(const boost::json::object& obj,
+                                    std::string_view key, std::string& out,
+                                    std::string* error_out) {
+  const boost::json::value* field = obj.if_contains(key);
+  if (field == nullptr || !field->is_string()) {
+    return false;
+  }
+
+  const auto& string_value = field->as_string();
+  out = Trim(std::string_view(string_value.data(), string_value.size()));
+  return !out.empty();
+}
+
+bool HasSchemaPlaceholder(const std::array<std::string*, 4>& values) {
+  for (const std::string* value : values) {
+    std::string lowered = *value;
+    std::ranges::transform(lowered, lowered.begin(),
+                           [](const unsigned char character) {
+                             return static_cast<char>(std::tolower(character));
+                           });
+
+    if (lowered == "string") {
+      return true;
+    }
+  }
+
+  return false;
+}
+}  // namespace
 
 /**
  * Truncate region context to fit within max length while preserving word
@@ -121,47 +151,6 @@ void AppendTokenPiece(const llama_vocab* vocab, llama_token token,
       "LlamaGenerator: failed to decode sampled token piece");
 }
 
-static bool ReadRequiredTrimmedStringField(const boost::json::object& obj,
-                                           std::string_view key,
-                                           std::string& out,
-                                           std::string* error_out) {
-  const boost::json::value* field = obj.if_contains(key);
-  if (field == nullptr || !field->is_string()) {
-    if (error_out != nullptr) {
-      *error_out =
-          "JSON field '" + std::string(key) + "' is missing or not a string";
-    }
-    return false;
-  }
-
-  const auto& string_value = field->as_string();
-  out = Trim(std::string_view(string_value.data(), string_value.size()));
-  if (out.empty()) {
-    if (error_out != nullptr) {
-      *error_out = "JSON field '" + std::string(key) + "' must not be empty";
-    }
-    return false;
-  }
-
-  return true;
-}
-
-static bool HasSchemaPlaceholder(const std::array<std::string*, 4>& values) {
-  for (const std::string* value : values) {
-    std::string lowered = *value;
-    std::ranges::transform(lowered, lowered.begin(),
-                           [](unsigned char character) {
-                             return static_cast<char>(std::tolower(character));
-                           });
-
-    if (lowered == "string") {
-      return true;
-    }
-  }
-
-  return false;
-}
-
 std::optional<std::string> ValidateBreweryJson(const std::string& raw,
                                                BreweryResult& brewery_out) {
   boost::system::error_code error_code;
@@ -209,7 +198,7 @@ std::optional<std::string> ValidateBreweryJson(const std::string& raw,
     return validation_error;
   }
 
-  const std::array<std::string*, 4> schema_placeholders = {
+  const std::array schema_placeholders = {
       &brewery_out.name_en, &brewery_out.description_en,
       &brewery_out.name_local, &brewery_out.description_local};
   if (HasSchemaPlaceholder(schema_placeholders)) {

tooling/pipeline/src/data_generation/llama/infer.cc

@@ -7,6 +7,7 @@
 
 #include <algorithm>
 #include <chrono>
+#include <format>
 #include <memory>
 #include <stdexcept>
 #include <string>
@@ -106,7 +107,7 @@ std::string LlamaGenerator::InferFormatted(const std::string& formatted_prompt,
       .top_p = sampling_top_p_,
       .seed = static_cast<uint32_t>(rng_()),
   };
-  auto sampler = MakeSamplerChain(vocab, sampler_config, grammar);
+  const auto sampler = MakeSamplerChain(vocab, sampler_config, grammar);
 
   /**
    * Clear KV cache to ensure clean inference state (no residual context)
@@ -171,13 +172,12 @@ std::string LlamaGenerator::InferFormatted(const std::string& formatted_prompt,
   prompt_tokens.resize(static_cast<size_t>(token_count));
   if (token_count > prompt_budget) {
     if (logger_) {
-      logger_->Log(
+      logger_->Log({.level = LogLevel::Warn,
-          {.level = LogLevel::Warn,
+                    .phase = PipelinePhase::BreweryAndBeerGeneration,
-           .phase = PipelinePhase::BreweryAndBeerGeneration,
+                    .message = std::format(
-           .message = std::string("LlamaGenerator: prompt too long (") +
+                        "LlamaGenerator: prompt too long ({} tokens), "
-                      std::to_string(token_count) + ") tokens, truncating to " +
+                        "truncating to {} tokens to fit n_batch/n_ctx limits",
-                      std::to_string(prompt_budget) +
+                        token_count, prompt_budget)});
-                      " tokens to fit n_batch/n_ctx limits"});
     }
     prompt_tokens.resize(static_cast<size_t>(prompt_budget));
     token_count = prompt_budget;

tooling/pipeline/src/data_generation/llama/load.cc

@@ -28,8 +28,10 @@ void LlamaGenerator::Load(const std::string& model_path) {
 
   llama_model_params model_params = llama_model_default_params();
   model_params.n_gpu_layers = n_gpu_layers_;
-  LlamaGenerator::ModelHandle loaded_model(
+
+  ModelHandle loaded_model(
       llama_model_load_from_file(model_path.c_str(), model_params));
+
   if (!loaded_model) {
     throw std::runtime_error(
         "LlamaGenerator: failed to load model from path: " + model_path);
@@ -39,8 +41,9 @@ void LlamaGenerator::Load(const std::string& model_path) {
   context_params.n_ctx = n_ctx_;
   context_params.n_batch = std::min(n_ctx_, kMaxBatchSize);
 
-  LlamaGenerator::ContextHandle loaded_context(
+  ContextHandle loaded_context(
       llama_init_from_model(loaded_model.get(), context_params));
+
   if (!loaded_context) {
     throw std::runtime_error("LlamaGenerator: failed to create context");
   }
@@ -51,7 +54,7 @@ void LlamaGenerator::Load(const std::string& model_path) {
   if (logger_) {
     logger_->Log({.level = LogLevel::Info,
                   .phase = PipelinePhase::Startup,
-                  .message = std::string("[LlamaGenerator] Loaded model: ") +
+                  .message = std::format("[LlamaGenerator] Loaded model: {} ",
-                             model_path});
+                                         model_path)});
   }
 }

tooling/pipeline/src/json_handling/json_loader.cc

@@ -6,6 +6,7 @@
 
 #include "json_handling/json_loader.h"
 
+#include <format>
 #include "services/logging/logger.h"
 #include <iostream>
 
@@ -20,8 +21,8 @@ static std::string ReadRequiredString(const boost::json::object& object,
                                       const char* key) {
   const boost::json::value* value = object.if_contains(key);
   if (value == nullptr || !value->is_string()) {
-    throw std::runtime_error(std::string("Missing or invalid string field: ") +
+    throw std::runtime_error(
-                             key);
+        std::format("Missing or invalid string field: {}", key));
   }
   const std::string_view text = value->as_string();
   return std::string(text);
@@ -31,8 +32,8 @@ static double ReadRequiredNumber(const boost::json::object& object,
                                  const char* key) {
   const boost::json::value* value = object.if_contains(key);
   if (value == nullptr || !value->is_number()) {
-    throw std::runtime_error(std::string("Missing or invalid numeric field: ") +
+    throw std::runtime_error(
-                             key);
+        std::format("Missing or invalid numeric field: {}", key));
   }
   return value->to_number<double>();
 }
@@ -42,7 +43,7 @@ static std::vector<std::string> ReadRequiredStringArray(
   const boost::json::value* value = object.if_contains(key);
   if (value == nullptr || !value->is_array()) {
     throw std::runtime_error(
-        std::string("Missing or invalid string array field: ") + key);
+      std::format("Missing or invalid string array field: {}", key));
   }
 
   const auto& array = value->as_array();
@@ -51,7 +52,7 @@ static std::vector<std::string> ReadRequiredStringArray(
   for (const auto& item : array) {
     if (!item.is_string()) {
       throw std::runtime_error(
-          std::string("Missing or invalid string array field: ") + key);
+          std::format("Missing or invalid string array field: {}", key));
     }
     items.emplace_back(item.as_string());
   }

tooling/pipeline/src/main.cc

@@ -12,6 +12,7 @@
 #include <chrono>
 #include <exception>
 #include <format>
+#include <iostream>
 #include <memory>
 #include <optional>
 #include <string>
@@ -65,15 +66,15 @@ int main(const int argc, char** argv) {
     const LlamaBackendState llama_backend_state;
 #endif
 
-    log_producer->Log({.level = LogLevel::Info,
+    log_producer->Log({.level   = LogLevel::Info,
-                       .phase = PipelinePhase::Startup,
+                       .phase   = PipelinePhase::Startup,
                        .message = "STARTING PIPELINE"});
 
     const std::optional<ApplicationOptions> parsed_options =
         ParseArguments(argc, argv, log_producer);
 
     if (!parsed_options.has_value()) {
-      return shutdown(0);
+      return shutdown(EXIT_FAILURE);
     }
 
     const auto options = *parsed_options;
@@ -88,12 +89,12 @@ int main(const int argc, char** argv) {
         prompt_directory = std::make_unique<PromptDirectory>(
             options.pipeline.prompt_dir, log_producer);
       } catch (const std::exception& dir_error) {
-        log_producer->Log({.level = LogLevel::Error,
+        log_producer->Log({.level   = LogLevel::Error,
-                           .phase = PipelinePhase::Startup,
+                           .phase   = PipelinePhase::Startup,
                            .message = std::format("Invalid --prompt-dir: {}",
                                                   dir_error.what())});
 
-        return shutdown(1);
+        return shutdown(EXIT_FAILURE);
       }
     }
 
@@ -107,7 +108,7 @@ int main(const int argc, char** argv) {
             {
               log_producer->Log(
                   {.level = LogLevel::Info,
-                   .phase = PipelinePhase::Startup,
+                   .phase   = PipelinePhase::Startup,
                    .message = "Prompt formatter: none (mock mode)"});
             }
             return std::unique_ptr<IPromptFormatter>(nullptr);
@@ -115,7 +116,7 @@ int main(const int argc, char** argv) {
           {
             log_producer->Log(
                 {.level = LogLevel::Info,
-                 .phase = PipelinePhase::Startup,
+                 .phase   = PipelinePhase::Startup,
                  .message = "Prompt formatter: Gemma4JinjaPromptFormatter"});
           }
           return std::unique_ptr<IPromptFormatter>(
@@ -124,15 +125,15 @@ int main(const int argc, char** argv) {
         di::bind<WebClient>().to([options, log_producer] {
           if (options.generator.use_mocked) {
             {
-              log_producer->Log({.level = LogLevel::Info,
+              log_producer->Log({.level   = LogLevel::Info,
-                                 .phase = PipelinePhase::Startup,
+                                 .phase   = PipelinePhase::Startup,
                                  .message = "Web client: none (mock mode)"});
             }
             return std::unique_ptr<WebClient>(nullptr);
           }
           {
-            log_producer->Log({.level = LogLevel::Info,
+            log_producer->Log({.level   = LogLevel::Info,
-                               .phase = PipelinePhase::Startup,
+                               .phase   = PipelinePhase::Startup,
                                .message = "Web client: HttpWebClient"});
           }
           return std::unique_ptr<WebClient>(
@@ -143,15 +144,15 @@ int main(const int argc, char** argv) {
                 const auto& inj) -> std::unique_ptr<IEnrichmentService> {
               if (options.generator.use_mocked) {
                 {
-                  log_producer->Log({.level = LogLevel::Info,
+                  log_producer->Log({.level   = LogLevel::Info,
-                                     .phase = PipelinePhase::Startup,
+                                     .phase   = PipelinePhase::Startup,
                                      .message = "Enrichment: mock"});
                 }
                 return std::make_unique<MockEnrichmentService>();
               }
               {
-                log_producer->Log({.level = LogLevel::Info,
+                log_producer->Log({.level   = LogLevel::Info,
-                                   .phase = PipelinePhase::Startup,
+                                   .phase   = PipelinePhase::Startup,
                                    .message = "Enrichment: Wikipedia"});
               }
               return std::make_unique<WikipediaEnrichmentService>(
@@ -163,8 +164,8 @@ int main(const int argc, char** argv) {
              &log_producer](const auto& inj) -> std::unique_ptr<DataGenerator> {
               if (options.generator.use_mocked) {
                 {
-                  log_producer->Log({.level = LogLevel::Info,
+                  log_producer->Log({.level   = LogLevel::Info,
-                                     .phase = PipelinePhase::Startup,
+                                     .phase   = PipelinePhase::Startup,
                                      .message = "Generator: mock"});
                 }
                 return std::make_unique<MockGenerator>();
@@ -172,8 +173,8 @@ int main(const int argc, char** argv) {
               {
                 log_producer->Log(
                     {.level = LogLevel::Info,
-                     .phase = PipelinePhase::Startup,
+                     .phase   = PipelinePhase::Startup,
-                     .message = fmt::format(
+                     .message = std::format(
                          "Generator: LlamaGenerator | model={} | temp={:.2f} "
                          "top_p={:.2f} top_k={} n_ctx={} seed={}",
                          model_path, sampling.temperature, sampling.top_p,
@@ -189,26 +190,29 @@ int main(const int argc, char** argv) {
         injector.create<std::unique_ptr<BiergartenPipelineOrchestrator>>();
 
     if (!orchestrator->Run()) {
-      log_producer->Log({.level = LogLevel::Error,
+      log_producer->Log({.level   = LogLevel::Error,
-                         .phase = PipelinePhase::Teardown,
+                         .phase   = PipelinePhase::Teardown,
                          .message = "Pipeline execution failed"});
-      return shutdown(1);
+      return shutdown(EXIT_FAILURE);
     }
 
-    log_producer->Log({.level = LogLevel::Info,
+    log_producer->Log({.level   = LogLevel::Info,
-                       .phase = PipelinePhase::Teardown,
+                       .phase   = PipelinePhase::Teardown,
-                       .message = fmt::format("Pipeline complete in {} ms",
+                       .message = std::format("Pipeline complete in {} ms",
                                               timer.Elapsed())});
 
-    return shutdown(0);
+    return shutdown(EXIT_SUCCESS);
 
   } catch (const std::exception& exception) {
+    const LogDTO log_entry{.level = LogLevel::Error,
+                               .phase   = PipelinePhase::Teardown,
+                               .message = exception.what()};
     if (log_producer) {
-      log_producer->Log({.level = LogLevel::Error,
+      log_producer->Log(log_entry);
-                         .phase = PipelinePhase::Teardown,
+    } else {
-                         .message = fmt::format("Unhandled fatal error: {}",
+      std::cerr << log_entry.message << std::endl;
-                                                exception.what())});
     }
-    return shutdown(1);
+
+    return shutdown(EXIT_FAILURE);
   }
 }

tooling/pipeline/src/services/enrichment/wikipedia/fetch_extract.cc

@@ -22,8 +22,7 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
     if (logger_) {
       logger_->Log({.level = LogLevel::Debug,
                     .phase = PipelinePhase::UserGeneration,
-                    .message = std::string("Wikipedia: Cache hit for ") +
+                    .message = std::format("Wikipedia: Cache hit for {}!", cache_key)});
-                               cache_key + "!"});
     }
     return cache_it->second;
   }
@@ -49,8 +48,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
       logger_->Log(
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::UserGeneration,
-           .message = std::string("WikipediaService: JSON parse error for '") +
+           .message = std::format("WikipediaService: JSON parse error for '{}': {}",
-                      std::string(query) + "': " + ec.message()});
+                      std::string(query), ec.message())});
     }
     return {};
   }
@@ -63,8 +62,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::UserGeneration,
            .message =
-               std::string("WikipediaService: Expected root object for '") +
+               std::format("WikipediaService: Expected root object for '{}'",
-               std::string(query) + "'"});
+               std::string(query))});
     }
     return {};
   }
@@ -81,8 +80,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::UserGeneration,
            .message =
-               std::string("WikipediaService: Missing query.pages for '") +
+               std::format("WikipediaService: Missing query.pages for '{}'",
-               std::string(query) + "'"});
+               std::string(query))});
     }
     return {};
   }
@@ -94,8 +93,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
       logger_->Log(
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::UserGeneration,
-           .message = std::string("WikipediaService: No pages returned for '") +
+           .message = std::format("WikipediaService: No pages returned for '{}'",
-                      std::string(query) + "'"});
+                      std::string(query))});
     }
     this->extract_cache_.emplace(cache_key, "");
     return {};
@@ -111,8 +110,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::UserGeneration,
            .message =
-               std::string("WikipediaService: Unexpected page format for '") +
+               std::format("WikipediaService: Unexpected page format for '{}'",
-               std::string(query) + "'"});
+               std::string(query))});
     }
     return {};
   }
@@ -124,8 +123,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
     if (logger_) {
       logger_->Log({.level = LogLevel::Warn,
                     .phase = PipelinePhase::UserGeneration,
-                    .message = std::string("WikipediaService: Page '") +
+                    .message = std::format("WikipediaService: Page '{}' does not exist",
-                               std::string(query) + "' does not exist"});
+                               std::string(query))});
     }
     this->extract_cache_.emplace(cache_key, "");
     return {};
@@ -139,8 +138,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::UserGeneration,
            .message =
-               std::string("WikipediaService: No extract string found for '") +
+               std::format("WikipediaService: No extract string found for '{}'",
-               std::string(query) + "'"});
+               std::string(query))});
     }
     this->extract_cache_.emplace(cache_key, "");
     return {};
@@ -151,9 +150,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
   if (logger_) {
     logger_->Log({.level = LogLevel::Info,
                   .phase = PipelinePhase::UserGeneration,
-                  .message = std::string("WikipediaService: Fetched ") +
+                  .message = std::format("WikipediaService: Fetched {} chars for '{}'",
-                             std::to_string(extract.size()) + " chars for '" +
+                             extract.size(), std::string(query))});
-                             std::string(query) + "'"});
   }
 
   this->extract_cache_.insert_or_assign(cache_key, extract);

tooling/pipeline/src/services/enrichment/wikipedia/get_summary.cc

@@ -52,8 +52,8 @@ std::string WikipediaEnrichmentService::GetLocationContext(
     if (logger_) {
       logger_->Log({.level = LogLevel::Info,
                     .phase = PipelinePhase::UserGeneration,
-                    .message = std::string("Done fetching for ") +
+                    .message = std::format("Done fetching for {}. Sleeping for 10 seconds.",
-                               location_query + ". Sleeping for 10 seconds."});
+                               location_query)});
     }
     std::this_thread::sleep_for(10s);
 
@@ -62,8 +62,8 @@ std::string WikipediaEnrichmentService::GetLocationContext(
       logger_->Log(
           {.level = LogLevel::Debug,
            .phase = PipelinePhase::UserGeneration,
-           .message = std::string("WikipediaService lookup failed for '") +
+           .message = std::format("WikipediaService lookup failed for '{}': {}",
-                      location_query + "': " + e.what()});
+                      location_query, e.what())});
     }
   }
   return result;

tooling/pipeline/src/services/logging/log_dispatcher.cc

@@ -13,6 +13,29 @@
 #include "concurrency/bounded_channel.h"
 #include "services/logging/log_entry.h"
 
+namespace {
+[[nodiscard]] constexpr std::string_view PipelinePhaseToString(
+    PipelinePhase phase) {
+  switch (phase) {
+    case PipelinePhase::Startup:
+      return "Startup";
+    case PipelinePhase::UserGeneration:
+      return "User Generation";
+    case PipelinePhase::BreweryAndBeerGeneration:
+      return "Brewery & Beer Gen";
+    case PipelinePhase::CheckinGeneration:
+      return "Checkin Gen";
+    case PipelinePhase::RatingGeneration:
+      return "Rating Gen";
+    case PipelinePhase::FollowGeneration:
+      return "Follow Gen";
+    case PipelinePhase::Teardown:
+      return "Teardown";
+  }
+  return "Unknown";
+}
+}  // namespace
+
 LogDispatcher::LogDispatcher(BoundedChannel<LogEntry>& channel)
     : channel_(channel) {}
 
@@ -28,7 +51,11 @@ void LogDispatcher::Run() {
 
     const auto& log = entry.value();
 
-    logger->log(ToSpdlogLevel(log.level), log.message);
+    logger->log(ToSpdlogLevel(log.level),
+                "{:<20} │ thread: {:016x} │ [{}:{}] │ {}",
+                PipelinePhaseToString(log.phase),
+                std::hash<std::thread::id>{}(log.thread_id),
+                log.origin.file_name(), log.origin.line(), log.message);
   }
 }
 

tooling/pipeline/src/services/logging/log_producer.cc

@@ -16,4 +16,4 @@
 LogProducer::LogProducer(BoundedChannel<LogEntry>& channel)
     : channel_(channel) {}
 
-void LogProducer::Log(const LogEntry& entry) { channel_.Send(entry); }
+void LogProducer::DoLog(LogEntry entry) { channel_.Send(std::move(entry)); }

tooling/pipeline/src/services/prompt_directory.cc

@@ -8,6 +8,7 @@
 
 #include <chrono>
 #include <filesystem>
+#include <format>
 #include <fstream>
 #include <stdexcept>
 #include <string>
@@ -44,8 +45,8 @@ PromptDirectory::PromptDirectory(const std::filesystem::path& prompt_dir,
   std::filesystem::directory_iterator probe(prompt_dir_, ec);
   if (ec) {
     throw std::runtime_error(
-        "PromptDirectory: prompt directory is not readable: " +
+        std::format("PromptDirectory: prompt directory is not readable: {} ({})",
-        prompt_dir_.string() + " (" + ec.message() + ")");
+        prompt_dir_.string(), ec.message()));
   }
 
   if (logger_) {
@@ -69,13 +70,13 @@ std::string PromptDirectory::Load(std::string_view key) {
 
   // Scenario 3: resolve <prompt_dir>/<key>.md and require it to exist.
   const std::filesystem::path file_path =
-      prompt_dir_ / std::filesystem::path(key_str + ".md");
+      prompt_dir_ / std::filesystem::path(std::format("{}.md", key_str));
 
   std::ifstream file(file_path);
   if (!file.is_open()) {
     throw std::runtime_error(
-        "PromptDirectory: prompt file not found for key '" + key_str +
+        std::format("PromptDirectory: prompt file not found for key '{}': {}",
-        "': " + file_path.string());
+        key_str, file_path.string()));
   }
 
   std::string content((std::istreambuf_iterator<char>(file)),
@@ -83,16 +84,15 @@ std::string PromptDirectory::Load(std::string_view key) {
   file.close();
 
   if (content.empty()) {
-    throw std::runtime_error("PromptDirectory: prompt file for key '" +
+    throw std::runtime_error(std::format("PromptDirectory: prompt file for key '{}' is empty: {}",
-                             key_str + "' is empty: " + file_path.string());
+                             key_str, file_path.string()));
   }
 
   if (logger_) {
     logger_->Log({.level = LogLevel::Info,
                   .phase = PipelinePhase::Startup,
-                  .message = std::string("[PromptDirectory] Loaded prompt '") +
+                  .message = std::format("[PromptDirectory] Loaded prompt '{}' from '{}' ({} chars)",
-                             key_str + "' from '" + file_path.string() + "' (" +
+                             key_str, file_path.string(), content.size())});
-                             std::to_string(content.size()) + " chars)"});
   }
 
   cache_.emplace(key_str, content);

tooling/pipeline/src/services/sqlite/helpers/sqlite_connection_helpers.cc

@@ -1,5 +1,6 @@
 #include "services/database/sqlite_connection_helpers.h"
 
+#include <format>
 #include <stdexcept>
 
 namespace sqlite_export_service_internal {
@@ -20,7 +21,7 @@ void SqliteStatementDeleter::operator()(
 void ThrowSqliteError(sqlite3* db_handle, std::string_view action) {
   const std::string message =
       db_handle != nullptr ? sqlite3_errmsg(db_handle) : "unknown SQLite error";
-  throw std::runtime_error(std::string(action) + ": " + message);
+  throw std::runtime_error(std::format("{}: {}", action, message));
 }
 
 SqliteDatabaseHandle OpenDatabase(const std::filesystem::path& path) {
@@ -50,7 +51,7 @@ void ExecSql(const SqliteDatabaseHandle& db_handle, std::string_view sql,
                                     ? error_message
                                     : sqlite3_errmsg(db_handle.get());
     sqlite3_free(error_message);
-    throw std::runtime_error(std::string(action) + ": " + message);
+    throw std::runtime_error(std::format("{}: {}", action, message));
   }
 }
 

tooling/pipeline/src/services/sqlite/initialize.cc

@@ -4,6 +4,7 @@
  */
 
 #include <filesystem>
+#include <format>
 #include <memory>
 #include <stdexcept>
 #include <string>
@@ -18,8 +19,8 @@ std::filesystem::path SqliteExportService::BuildDatabasePath() const {
 
   for (int suffix = 1; std::filesystem::exists(candidate); ++suffix) {
     candidate = output_path_ /
-                std::filesystem::path("biergarten_seed_" + run_timestamp_utc_ +
+                std::filesystem::path(std::format("biergarten_seed_{}-{}.sqlite",
-                                      "-" + std::to_string(suffix) + ".sqlite");
+                                      run_timestamp_utc_, suffix));
   }
 
   return candidate;

tooling/pipeline/src/web_client/http_web_client.cc

@@ -8,6 +8,7 @@
 #include <httplib.h>
 
 #include <chrono>
+#include <format>
 #include <regex>
 #include <stdexcept>
 #include <string>
@@ -47,8 +48,9 @@ std::string HttpWebClient::Get(const std::string& url) {
   const httplib::Result result = client.Get(path);
 
   if (!result) {
-    throw std::runtime_error("[HttpWebClient] Request failed for URL: " + url +
+    throw std::runtime_error(std::format(
-                             " — " + httplib::to_string(result.error()));
+        "[HttpWebClient] Request failed for URL: {} — {}", url,
+        httplib::to_string(result.error())));
   }
 
   if (result->status < kSuccessMin || result->status >= kSuccessMax) {
@@ -56,12 +58,11 @@ std::string HttpWebClient::Get(const std::string& url) {
       logger_->Log(
           {.level = LogLevel::Error,
            .phase = PipelinePhase::UserGeneration,
-           .message =
+         .message =
-               std::string("[HttpWebClient] Request failed for URL: ") + url});
+           std::format("[HttpWebClient] Request failed for URL: {}", url)});
     }
-    throw std::runtime_error("[HttpWebClient] HTTP " +
+    throw std::runtime_error(std::format("[HttpWebClient] HTTP {} for URL: {}",
-                             std::to_string(result->status) +
+                       result->status, url));
-                             " for URL: " + url);
   }
 
   return result->body;