--- START OF FILE Autologos_Core_Logic_v0.1.alang --- ;; Autologos_Core_Logic.alang v0.1 ;; Specification Version: ALANG_SPEC_V1.0 ;; Core Logic Version: ALANG_CORE_LOGIC_V0.1 ;; This file defines the core behavior of the Autologos system using the ALang language. ;; --- Section 0: System Config & Metadata --- ;; This section defines system-wide configuration parameters and metadata. (DEFINE_PRIMITIVE GET_ALANG_SPEC_VERSION () ; Orchestrator: Returns the version of the ALang specification that this code adheres to. ; Returns: String (e.g., "ALANG_SPEC_V1.0") ) (DEFINE_PRIMITIVE GET_CORE_LOGIC_VERSION () ; Orchestrator: Returns the version of this Autologos core logic. ; Returns: String (e.g., "ALANG_CORE_LOGIC_V0.1") ) (DEFINE_PRIMITIVE GET_ORCHESTRATOR_TIMESTAMP () ; Orchestrator: Returns an ISO 8601 timestamp string from the orchestrator's environment. ; The accuracy and trustworthiness of this timestamp are dependent on the orchestrator's implementation and its access to a synchronized system clock. ; If a trusted timestamp cannot be provided, this primitive MUST return NIL or an ALANG_STATUS_TIMESTAMP_UNAVAILABLE. ; Returns: String (ISO 8601 timestamp) or NIL. ) (SET_STATE sys.alang_spec_version (GET_ALANG_SPEC_VERSION)) (SET_STATE sys.alang_core_logic_version (GET_CORE_LOGIC_VERSION)) (SET_STATE sys.current_mode "IDLE") ; Initial system state (SET_STATE sys.error_level "NONE") ; No errors initially (SET_STATE sys.error_message NIL) ; No error message (SET_STATE sys.evolution_backlog_handle "default_backlog.md") ; Placeholder (SET_STATE sys.knowledge_base_handle "default_knowledge_base") ; Placeholder ;; --- Section 1: Utility Procedures & Primitives Declarations --- ;; This section defines commonly used utility procedures and declares the signatures of all primitives. ;; --- Utility Procedures --- (DEFINE_PROCEDURE AcknowledgeAndLog (log_event_type log_message user_ack_message_type user_ack_content) (LOG_EVENT log_event_type log_message) (OUTPUT_TO_USER_BUFFER user_ack_message_type user_ack_content) (FLUSH_USER_OUTPUT_BUFFER) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ;; --- Primitive Declarations (Orchestrator Implemented) --- ;; These are just declarations for documentation and potential type checking. ;; The actual implementation is handled by the orchestrator. (DEFINE_PRIMITIVE SET_STATE (variable_path_string value) ; Sets a state variable to a given value. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE GET_STATE (variable_path_string) ; Retrieves the value of a state variable. ; Returns: The value of the state variable. ) (DEFINE_PRIMITIVE REQUEST_USER_INPUT (prompt_message_key_or_text expected_input_type_hint) ; Outputs a prompt to the user and sets session.pending_user_action. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE OUTPUT_TO_USER_BUFFER (message_type content_handle_or_text formatting_hints) ; Adds content to the output buffer. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE FLUSH_USER_OUTPUT_BUFFER () ; Sends the contents of the output buffer to the user. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE GET_LAST_USER_INPUT_PROCESSED () ; Retrieves the last user input and marks it as processed. ; Returns: String (user input) ) (DEFINE_PRIMITIVE INVOKE_TOOL_ASYNC_WITH_CALLBACKS (tool_id input_data params_map success_proc_name failure_proc_name (OPTIONAL_CONTEXT_MAP pass_through_context)) ; Invokes an external tool asynchronously. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE GET_ASYNC_JOB_STATUS (job_id) ; Gets the status of an asynchronous job. ; Returns: ALANG_STATUS_CODE (or a structured object with status and details) ) (DEFINE_PRIMITIVE GET_ASYNC_JOB_RESULT_HANDLE (job_id) ; Gets the handle to the result of an asynchronous job (if successful). ; Returns: Handle or NIL ) (DEFINE_PRIMITIVE READ_CONTENT (handle options) ; Reads content from a data source (file, memory, etc.) referenced by a handle. ; Returns: String (or a structured object with content and metadata) ) (DEFINE_PRIMITIVE GET_HANDLE_METADATA (handle key) ; Gets metadata associated with a handle. ; Returns: String (or other primitive type) ) (DEFINE_PRIMITIVE RELEASE_HANDLE (handle) ; Releases a handle, freeing associated resources. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE LOG_EVENT (event_type description_text (key_value_details_map_optional)) ; Logs an event to the system log. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE SET_ERROR_STATE (error_level error_message_key_or_text) ; Sets the system error state. ; Returns: ALANG_STATUS_CODE ) (DEFINE_PRIMITIVE GET_ORCHESTRATOR_TIMESTAMP () ; Returns an ISO 8601 timestamp string from the orchestrator's environment, using tool_code. ; Returns: String (ISO 8601 timestamp) or NIL. ) (DEFINE_PRIMITIVE GENERATE_UNIQUE_ID (prefix_string_optional) ; Generates a unique ID. ; Returns: String ) (DEFINE_PRIMITIVE VALIDATE_DATA (data_handle schema_handle) ; Validates data against a defined schema using tool_code. ; Returns: ALANG_STATUS_CODE ) ;; --- Section 2: Event Handler Procedures (Top-Level Entry Points) --- ;; These procedures are the entry points for the orchestrator to invoke ALang logic in response to external events. (DEFINE_PROCEDURE OnSystemInit () ;; Called by the orchestrator when the system starts up. (LOG_EVENT "SYSTEM_INIT" "Autologos system initializing.") (SET_STATE sys.alang_core_logic_version (GET_ALANG_SPEC_VERSION)) (SET_STATE sys.alang_spec_version (GET_CORE_LOGIC_VERSION)) (SET_STATE sys.current_mode "IDLE") (SET_STATE sys.error_level "NONE") (SET_STATE sys.error_message NIL) (CALL_PROCEDURE LoadEvolutionBacklog) ; Load backlog from file/DB (CALL_PROCEDURE LoadPersistentKnowledgeBase) ; Load PKA from store (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Autologos System Initialized. ALang v0.1.") (FLUSH_USER_OUTPUT_BUFFER) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE OnUserInput (raw_text) ;; Called by the orchestrator when the user provides input. (LOG_EVENT "USER_INPUT_RECEIVED" raw_text) (SET_STATE session.last_user_input_raw raw_text) (LET ((parsedCmdResult (CALL_PROCEDURE ParseUserCommand raw_text))) (IF (EQ (GET_RESULT_STATUS parsedCmdResult) ALANG_STATUS_SUCCESS) (LET ((cmdDetails (GET_RESULT_DATA parsedCmdResult))) (SET_STATE session.parsed_command_details cmdDetails) (CALL_PROCEDURE DispatchUserCommand cmdDetails) ) (SEQ (SET_ERROR_STATE "USER_ERROR" "Could not understand input.") (OUTPUT_TO_USER_BUFFER "AI_ERROR" (GET_STATE sys.error_message)) ) ) ) (FLUSH_USER_OUTPUT_BUFFER) (CALL_PROCEDURE ClearTurnSpecificSessionState) ; Clear command-specific data (RETURN_STATUS ALANG_STATUS_SUCCESS) ; OnUserInput itself succeeded in processing the event ) (DEFINE_PROCEDURE OnToolSuccess (job_id result_handle original_success_proc_name context) ;; Called by the orchestrator when an asynchronous tool call completes successfully. (LOG_EVENT "TOOL_SUCCESS" (STRING_CONCAT "Tool " (GET_STATE session.active_tool_id) " completed successfully. Job ID: " job_id)) (CALL_PROCEDURE original_success_proc_name job_id result_handle context) ; Call the specified callback (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE OnToolFailure (job_id error_details original_failure_proc_name context) ;; Called by the orchestrator when an asynchronous tool call fails. (LOG_EVENT "TOOL_FAILURE" (STRING_CONCAT "Tool " (GET_STATE session.active_tool_id) " failed. Job ID: " job_id)) (SET_ERROR_STATE "TOOL_ERROR" (MAP_GET_VALUE error_details "message")) (CALL_PROCEDURE original_failure_proc_name job_id error_details context) ; Call the specified callback (RETURN_STATUS ALANG_STATUS_SUCCESS) ; OnToolFailure itself succeeded in handling the event ) ;; --- Section 3: Command Dispatcher & Specific Command Handlers --- ;; This section defines the DispatchUserCommand procedure and the handlers for specific user commands. (DEFINE_PROCEDURE DispatchUserCommand (commandDetails) ;; Routes execution to the appropriate command handler based on the parsed command. (LET ((commandName (MAP_GET_VALUE commandDetails "command"))) (IF (EQ commandName "START") (CALL_PROCEDURE HandleStartCommand (GET_STATE session.parsed_command_details.args))) (IF (EQ commandName "HELP") (CALL_PROCEDURE HandleHelpCommand (GET_STATE session.parsed_command_details.args))) (IF (EQ commandName "EVOLVE") (CALL_PROCEDURE HandleEvolveCommand (GET_STATE session.parsed_command_details.args))) (IF (EQ commandName "SAVE_SYSTEM") (CALL_PROCEDURE HandleSaveSystemCommand ())) (IF (EQ commandName "BROWSE") (CALL_PROCEDURE HandleBrowseCommand (GET_STATE session.parsed_command_details.args))) (IF (COMMAND_NOT_HANDLED)) ; Fallback if no specific handler matches (CALL_PROCEDURE HandleUnknownCommand commandName) ) ) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE HandleStartCommand (argsList) ;; Handles the START command. (LET ((projectDescription (GET_SESSION_CMD_ARG_BY_INDEX 0))) ; Get the first argument (IF (STRING_IS_EMPTY_OR_NULL projectDescription) (SEQ (SET_ERROR_STATE "USER_ERROR" "Project description cannot be empty for START command.") (OUTPUT_TO_USER_BUFFER "AI_ERROR" (GET_STATE sys.error_message)) (RETURN_STATUS ALANG_STATUS_INVALID_ARGS) ) ) (ACKNOWLEDGE_AND_LOG "CMD_START_RECEIVED" (STRING_CONCAT "START command received. Description: " projectDescription) "AI_ACKNOWLEDGE_INTENT" (STRING_CONCAT "EVOLVE Suggestion logged: '" projectDescription "'") ) (LET ((newProjectId (GENERATE_UNIQUE_ID "PROJ"))) (INIT_PROJECT_STATE newProjectId projectDescription NIL) ; NIL for optional master_plan_handle initially ) (OUTPUT_TO_USER_BUFFER "AI_PRESENT_INTERPRETATION" (STRING_CONCAT "Project: " (GET_STATE proj.title) ". Phase: Init.") ) (SET_STATE proj.current_phase_id "PHASE_IDEA_FORMULATION") (LOG_EVENT "PHASE_TRANSITION" "Transitioning to Idea Formulation.") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ) (DEFINE_PROCEDURE HandleHelpCommand (argsList) ;; Handles the HELP command. (LET ((commandName (GET_SESSION_CMD_ARG_BY_INDEX 0))) ; Get optional command name (IF (STRING_IS_EMPTY_OR_NULL commandName) (CALL_PROCEDURE OutputGeneralHelp) (CALL_PROCEDURE OutputSpecificHelp commandName) ) ) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE HandleEvolveCommand (argsList) ;; Handles the EVOLVE command. (LET ((suggestionText (GET_SESSION_CMD_ARG_BY_INDEX 0))) (IF (STRING_IS_EMPTY_OR_NULL suggestionText) (SEQ (SET_ERROR_STATE "USER_ERROR" "EVOLVE command requires a suggestion text.") (OUTPUT_TO_USER_BUFFER "AI_ERROR" (GET_STATE sys.error_message)) (RETURN_STATUS ALANG_STATUS_INVALID_ARGS) ) ) (ACKNOWLEDGE_AND_LOG "CMD_EVOLVE_RECEIVED" (STRING_CONCAT "EVOLVE command received. Suggestion: " suggestionText) "AI_ACKNOWLEDGE_INTENT" (STRING_CONCAT "EVOLVE Suggestion logged: '" suggestionText "'") ) (LET ((backlogItemId (CALL_PROCEDURE ProcessAndStoreEvolveSuggestion suggestionText "USER_SUGGESTION"))) (IF (EQ backlogItemId ALANG_STATUS_FAILURE_GENERAL) (SEQ (OUTPUT_TO_USER_BUFFER "AI_ERROR" "Failed to process and store EVOLVE suggestion in backlog.") (RETURN_STATUS ALANG_STATUS_FAILURE_GENERAL) ) ) ) (SET_STATE sys.evolution_trigger_pending TRUE) ; Flag for potential System QA cycle (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Your suggestion has been logged for consideration in the next System QA & Evolution cycle.") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ) (DEFINE_PROCEDURE HandleSaveSystemCommand () ;; Handles the SAVE SYSTEM command. ;; (This is a placeholder - the full CDGIP logic is complex and will be added later) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "SAVE SYSTEM command received. Generating ALang Core Logic...") (OUTPUT_TO_USER_BUFFER "AI_PROVIDE_DATA" "```scheme\n; (Placeholder for full Autologos_Core_Logic.alang content)\n```") (OUTPUT_TO_USER_BUFFER "AI_REQUEST_USER_ACTION" "Please save the generated ALang code to Autologos/Autologos_Core_Logic.alang and verify its integrity.") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE HandleBrowseCommand (argsList) ;; Handles the BROWSE command. (LET ((arg (GET_SESSION_CMD_ARG_BY_INDEX 0))) (IF (OR (STRING_IS_EMPTY_OR_NULL arg) (NOT (IS_NUMBER arg))) (SEQ (OUTPUT_TO_USER_BUFFER "AI_ERROR" "Invalid argument for BROWSE. Please provide a number.") (RETURN_STATUS ALANG_STATUS_INVALID_ARGS) ) ) (LET ((resultIndex (SUB (STRING_TO_NUMBER arg) 1))) (IF (NOT (IS_TOOL_ENABLED "browse")) (SEQ (OUTPUT_TO_USER_BUFFER "AI_ERROR" "Browse tool is not available.") (RETURN_STATUS ALANG_STATUS_FAILURE_TOOL_UNAVAILABLE) ) ) (LET ((targetUrl (MAP_GET_VALUE (LIST_GET_ITEM (GET_STATE session.last_search_results) resultIndex) "url"))) (IF (STRING_IS_EMPTY_OR_NULL targetUrl) (SEQ (OUTPUT_TO_USER_BUFFER "AI_ERROR" "Invalid result number or URL not found.") (RETURN_STATUS ALANG_STATUS_NOT_FOUND) ) ) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" (STRING_CONCAT "Browsing URL: " targetUrl)) (LET ((browseJobId (INVOKE_TOOL_ASYNC_WITH_CALLBACKS "browse" targetUrl NIL "ProcessBrowseResult" "HandleBrowseError" NIL))) (RETURN_STATUS ALANG_STATUS_SUCCESS) ; Invoke is launched, callback will handle result ) )) ) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE HandleUnknownCommand (commandName) ;; Handles unrecognized commands. (OUTPUT_TO_USER_BUFFER "AI_ERROR" (STRING_CONCAT "Unknown command: " commandName)) (RETURN_STATUS ALANG_STATUS_INVALID_COMMAND) ) ;; --- Section 4: Phase Logic Dispatcher & Specific Phase Execution Procedures --- ;; This section defines the DispatchPhaseExecution procedure and the procedures for executing specific workflow phases. (DEFINE_PROCEDURE DispatchPhaseExecution (phaseId) ;; Routes execution to the appropriate phase execution procedure based on the current phase ID. (IF (EQ phaseId "PHASE_INIT") (CALL_PROCEDURE ExecutePhaseInit)) (IF (EQ phaseId "PHASE_IDEA_FORMULATION") (CALL_PROCEDURE ExecutePhaseIdeaFormulation)) (IF (EQ phaseId "PHASE_PRODUCT_DEFINITION") (CALL_PROCEDURE ExecutePhaseProductDefinition)) ;; ... other phases ... (IF (PHASE_NOT_HANDLED)) ; Fallback if no specific phase handler matches (SET_ERROR_STATE "SYSTEM_ERROR" (STRING_CONCAT "No handler for phase: " phaseId)) (OUTPUT_TO_USER_BUFFER "AI_ERROR" (GET_STATE sys.error_message)) (RETURN_STATUS ALANG_STATUS_FAILURE_INVALID_PHASE) ) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE ExecutePhaseInit () ;; Executes the logic for the "Init" phase. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Phase 0: Project Initiation complete.") (RETURN_STATUS ALANG_STATUS_SUCCESS) ; Nothing much to do here ) (DEFINE_PROCEDURE ExecutePhaseIdeaFormulation () ;; Executes the logic for the "Idea Formulation" phase. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Phase 1: Idea Formulation. Identifying core pattern ideas...") ; (Placeholder for actual idea generation logic. For now, just output some canned ideas.) (OUTPUT_TO_USER_BUFFER "AI_PROVIDE_DATA" "Pattern Ideas: [1. Self-Organization, 2. Pattern Genesis, 3. Autaxys vs. Information]") (SET_STATE session.generated_pattern_ideas "[1. Self-Organization, 2. Pattern Genesis, 3. Autaxys vs. Information]") ; Store for later use (OUTPUT_TO_USER_BUFFER "AI_REQUEST_CLARIFICATION_QUESTIONS" "Approve Pattern Ideas and proceed? (OK/REVISE)") (SET_STATE session.pending_user_action "AWAIT_OK_REVISE_PATTERN_IDEAS") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE ExecutePhaseProductDefinition () ;; Executes the logic for the "Product Definition" phase. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Phase 2: Product Definition. Defining product type and audience...") (OUTPUT_TO_USER_BUFFER "AI_REQUEST_CLARIFICATION_QUESTIONS" "What type of product should we create (e.g., report, paper, presentation)? Who is the target audience?") (SET_STATE session.pending_user_action "AWAIT_PRODUCT_TYPE_AND_AUDIENCE") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ;; --- Section 5: QA Procedures --- ;; This section defines procedures for performing Quality Assurance (QA) on generated artifacts. (DEFINE_PROCEDURE PerformProductQA (artifact_handle schema_id) ;; Performs a full QA cycle on the given artifact. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Starting Product QA Cycle...") (CALL_PROCEDURE QA_Stage_1_SelfCritique artifact_handle) (CALL_PROCEDURE QA_Stage_2_DivergentExploration artifact_handle) (CALL_PROCEDURE QA_Stage_3_RedTeaming artifact_handle) (CALL_PROCEDURE QA_Stage_4_ExternalReview artifact_handle) ; (Placeholder for logic to aggregate QA results and determine overall status) (SET_STATE proj.artifact_qa_status "QA_PASSED") ; Or "QA_FAILED" (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE QA_Stage_1_SelfCritique (artifact_handle) ;; Performs a self-critique of the given artifact. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "QA Stage 1: Self-Critique...") ; (Placeholder for actual self-critique logic using SAFE_GENERATE_CONTENT) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Self-critique complete. No issues found (placeholder).") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE QA_Stage_2_DivergentExploration (artifact_handle) ;; Performs divergent exploration and falsification of the given artifact. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "QA Stage 2: Divergent Exploration...") ; (Placeholder for actual divergent exploration logic using SAFE_GENERATE_CONTENT) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Divergent exploration complete. No issues found (placeholder).") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE QA_Stage_3_RedTeaming (artifact_handle) ;; Performs adversarial red teaming of the given artifact. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "QA Stage 3: Red Teaming...") ; (Placeholder for actual red teaming logic using SAFE_GENERATE_CONTENT) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Red Teaming complete. No vulnerabilities found (placeholder).") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (DEFINE_PROCEDURE QA_Stage_4_ExternalReview (artifact_handle) ;; Simulates external review of the given artifact from different analytical perspectives. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "QA Stage 4: External Review...") ; (Placeholder for actual external review logic using SAFE_GENERATE_CONTENT and simulated critic personas) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "External Review complete. All perspectives approve (placeholder).") (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ;; --- Section 6: Backlog Feature Procedures --- ;; This section defines procedures for implementing features from the Autologos Evolution Backlog. ;; EB002: Persistent Knowledge Artifacts (PKA) - Procedures for managing PKAs. (DEFINE_PROCEDURE CreateAndStorePKAIfUserConsents (raw_content_text schema_id purpose_description) ;; Creates a PKA draft, requests user consent, and stores the approved PKA. (LET ((pkaDraftHandle (PKA_CREATE_DRAFT raw_content_text schema_id (MAP_CREATE ("purpose" purpose_description))))) (IF (IS_HANDLE_VALID pkaDraftHandle) (LET ((consentStatus (PKA_REQUEST_USER_CONSENT_TO_STORE pkaDraftHandle "Store this as a reusable knowledge artifact?"))) (IF (EQ consentStatus "USER_CONSENT_GRANTED") (LET ((storeStatus (PKA_STORE_APPROVED_DRAFT pkaDraftHandle "USER_EXPLICIT_CONSENT_TOKEN_PLACEHOLDER"))) (IF (EQ storeStatus ALANG_STATUS_SUCCESS) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Knowledge artifact stored successfully.") (SET_STATE proj.last_stored_pka_id (GET_DATA storeStatus)) ; If PKA_STORE returns the new ID ) (SEQ (SET_ERROR_STATE "SYSTEM_ERROR" "Failed to store knowledge artifact.") (OUTPUT_TO_USER_BUFFER "AI_ERROR" (GET_STATE sys.error_message)) ) ) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Knowledge artifact not stored (consent declined).") ) (SEQ (SET_ERROR_STATE "USER_ERROR" "Invalid response to PKA consent prompt.") (OUTPUT_TO_USER_BUFFER "AI_ERROR" (GET_STATE sys.error_message)) ) ) (SET_ERROR_STATE "SYSTEM_ERROR" "Failed to create PKA draft.") ) (FLUSH_USER_OUTPUT_BUFFER) (RETURN_STATUS ALANG_STATUS_SUCCESS) ; Or a more specific failure code ) ) ;; EB001 & EB003: Pattern-Centric Processing & Meta-Cognitive QA - Placeholder for Pattern Identification (DEFINE_PROCEDURE IdentifyPatternsInContext (data_handle context_hints_map) ;; Identifies patterns in the given data, using context hints to guide the analysis. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Identifying patterns in the provided data (placeholder).") ; (Placeholder for actual pattern identification logic using SAFE_GENERATE_CONTENT and specialized prompts) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ;; EB004: Policy Definition for Historical/Pre-DOI References - Placeholder for Reference Validation (DEFINE_PROCEDURE ValidateReference (reference_data) ;; Validates the given academic reference, applying a policy for handling pre-DOI references. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Validating reference (placeholder).") ; (Placeholder for actual reference validation logic, including pre-DOI handling) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) ;; --- Section 7: Core Generative Logic --- ;; This section defines the SAFE_GENERATE_CONTENT procedure and its helper procedures. (DEFINE_PROCEDURE SAFE_GENERATE_CONTENT (target_artifact_handle prompt_template_handle context_data_handle constraint_set_handle) ;; Generates content using the LLM, applying safety constraints. ;; This is a high-level procedure that orchestrates the content generation process. ; 1. Load and Prepare Inputs (LET ((promptTemplate (READ_CONTENT prompt_template_handle "text"))) (LET ((contextData (READ_CONTENT context_data_handle "structured_map"))) (LET ((constraints (READ_CONTENT constraint_set_handle "structured_list_of_rules"))) ; 2. Identify Relevant Patterns in Context Data (EB001) (LET ((patternsHandle (CALL_PROCEDURE IdentifyPatternsInContext contextData))) ; 3. Assemble Final Prompt for LLM (with pattern information) (LET ((enhancedPrompt (CALL_PROCEDURE EnhancePromptWithPatterns promptTemplate contextData patternsHandle constraints)))) ; 4. Invoke Core LLM Generation (Orchestrator Primitive) (LET ((llmResult (INVOKE_CORE_LLM_GENERATION enhancedPrompt (GET_LLM_PARAMS_FOR_TASK "content_generation")))) (IF (EQ (GET_STATUS llmResult) ALANG_STATUS_SUCCESS) (LET ((generatedText (GET_DATA llmResult))) ; 5. Apply Meta-Cognitive QA (EB003) (LET ((qaReport (CALL_PROCEDURE PerformMetaCognitiveQA generatedText constraints)))) (IF (EQ (GET_RESULT_STATUS qaReport) ALANG_STATUS_SUCCESS) (LET ((qaAssessment (GET_DATA qaReport)))) ; 6. If QA issues found, attempt self-correction or flag for user review (IF (HAS_QA_ISSUES qaAssessment) (CALL_PROCEDURE HandleQAIssues generatedText qaAssessment target_artifact_handle) ; ELSE, all good, write to artifact (LET ((writeStatus (WRITE_CONTENT_TO_ARTIFACT target_artifact_handle generatedText "text/markdown"))) (IF (NEQ writeStatus ALANG_STATUS_SUCCESS) (SET_ERROR_STATE "SYSTEM_ERROR" "Failed to write generated content to artifact.") (RETURN_STATUS ALANG_STATUS_FAILURE_GENERAL) ) ) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) (SEQ ; ELSE QA Failed (SET_ERROR_STATE "SYSTEM_ERROR" "Meta-cognitive QA failed.") (RETURN_STATUS ALANG_STATUS_FAILURE_QA_ERROR) ) ) ) (SEQ ; ELSE LLM Generation Failed (SET_ERROR_STATE "LLM_ERROR" (GET_ERROR_MESSAGE llmResult)) (RETURN_STATUS ALANG_STATUS_FAILURE_LLM_ERROR) ) ) )))) (RETURN_STATUS ALANG_STATUS_SUCCESS) ; Or a more specific error code ) (DEFINE_PROCEDURE EnhancePromptWithPatterns (promptTemplate contextData patternsHandle constraints) ;; Enhances a prompt template with information about relevant patterns. ;; (Placeholder for actual prompt enhancement logic using LLM and pattern data) (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Enhancing prompt with pattern information (placeholder).") (RETURN_STATUS promptTemplate) ; For now, just return the original prompt ) (DEFINE_PROCEDURE PerformMetaCognitiveQA (artifact_handle constraints) ;; Performs meta-cognitive quality assurance on the given artifact. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Performing meta-cognitive QA (placeholder).") ; (Placeholder for actual QA logic using simulated critics and uncertainty metrics) (RETURN_STATUS (MAP_CREATE ("has_issues" FALSE))) ; For now, assume no issues ) (DEFINE_PROCEDURE HandleQAIssues (artifact_handle qaAssessment target_artifact_handle) ;; Handles QA issues identified in the given artifact. (OUTPUT_TO_USER_BUFFER "AI_THOUGHTS" "Handling QA issues (placeholder).") ; (Placeholder for actual QA handling logic - self-correction, user review, etc.) (RETURN_STATUS ALANG_STATUS_SUCCESS) ) --- END OF FILE Autologos_Core_Logic_v0.1.alang ---