Okay, we are now simulating that the FEL MH's proposed TIDs for `CMD_TEST` have been implemented, and we are notionally running `AIOS_Engine_v6.0.1-mod5.py`. The engine is in an AUI state (from the end of the "NEXT" command in Turn 5 of the previous sequence). You have issued the "TEST" command. **Conceptual `v6.0.1-mod5` Changes (Not actually re-scripting here, but simulating their effect):** 1. **`AIOSKernel_v6.k_rcmh`** would have a new section: ```python # if cur_kCI=="CMD_STATUS": ... # if cur_kCI=="CMD_HELP": ... if cur_kCI=="CMD_TEST": # New handler return self.eng._k_cmd_action(cur_kCI, "INFO_DIAGNOSTIC_REPORT", "Engine diagnostics report.", self.eng._run_diagnostics, # Call to new diagnostic method "Diagnostic routine executed.", "CMD_TEST_EXE", ch_next=ch_k_pgud) # Returns to AUI prompt # if cur_kCI == "CMD_ACK_PROCEED": ... ``` 2. **`AIOSMainEngine_v6`** would have a new method `_run_diagnostics`: ```python # def _get_help_info(self): ... # def _run_diagnostics(self): # self.lg(self.cM, "Running diagnostics...") # cM will be K_CMD_TEST # results = {"timestamp_utc": self.utils.get_timestamp(), "engine_version_tested": self.vS} # mh_checks = {} # test_mhs = ["IFE", "FEL"] # MHs to check # for mh_nid in test_mhs: # mh_check_result = {"instantiated": False, "s1_found": False} # try: # mh_inst = self.kernel._get_mh_instance(mh_nid) # if mh_inst: # mh_check_result["instantiated"] = True # if hasattr(mh_inst, "s1") and callable(getattr(mh_inst, "s1")): # mh_check_result["s1_found"] = True # else: # mh_check_result["instantiation_error"] = f"Failed to get instance for {mh_nid}" # except Exception as e: # mh_check_result["instantiation_error"] = str(e) # mh_checks[mh_nid] = mh_check_result # results["mh_integrity_checks"] = mh_checks # cco_checks = {"cco_loaded": False, "schema_elements_present": {}} # if self.cco: # cco_checks["cco_loaded"] = True # key_elements = ["metadata_internal_cco", "op_log_j", "core_essence_j", "initiating_document_s", "evolution_lab_outputs"] # for elem in key_elements: # cco_checks["schema_elements_present"][elem] = elem in self.cco # results["cco_schema_compliance_basic"] = cco_checks # summary = f"Diagnostics complete. MHs checked: {len(test_mhs)}. CCO loaded: {cco_checks['cco_loaded']}." # results["summary"] = summary # self.lg(self.cM, summary) # return results ``` **Turn 6: Processing "TEST" command (simulating `v6.0.1-mod5`)** The `ces` is from the end of Turn 5 of the previous sequence (where the engine was in AUI after `FEL_Plan_Complete` and a "NEXT" command). The CCO contains the `evolution_lab_outputs`. ```tool_code import json as jsn, uuid as uid, datetime as dt, time as t # Standard imports # --- Orchestration for Turn 6 ("TEST" command - simulating v6.0.1-mod5) --- print(f"--- AIOS Engine v6.0.1-mod4 (simulating mod5 behavior for TEST): Subsequent Turn Start ---") # CES from Turn 5 (after "NEXT" command, engine in AUI) engine_state_from_previous_turn_ces = """{"sV": "3.0.1-mod4", "vF": "AIOS_Engine_v6.0.1-mod4", "vS": "6.0.1-mod4", "cM": "K_AUI", "kAS_t": "json_s", "kAS": "{\\\"evolution_lab_outputs\\\": [{\\\"timestamp\\\": \\\"2025-05-26T11:33:30.649301+00:00\\\", \\\"goal\\\": \\\"Implement a CMD_TEST diagnostic function that verifies MH integrity (instantiation and basic method presence like s1), CCO schema compliance (presence of key top-level CCO structures like metadata_internal_cco, op_log_j, core_essence_j), and summarizes its findings.\\\", \\\"plan_status\\\": \\\"success\\\", \\\"plan_details\\\": {\\\"summary\\\": \\\"Proposal to implement a CMD_TEST diagnostic function.\\\", \\\"proposed_tids\\\": [{\\\"tid_id\\\": \\\"TID_KERNEL_CMD_TEST_V1\\\", \\\"desc\\\": \\\"Implement CMD_TEST handler in AIOSKernel_v6.k_rcmh to invoke a new diagnostic routine in AIOSMainEngine_v6.\\\", \\\"priority\\\": \\\"High\\\", \\\"modules_affected\\\": [\\\"AIOSKernel_v6\\\", \\\"AIOSMainEngine_v6\\\"]}, {\\\"tid_id\\\": \\\"TID_DIAGNOSTIC_ROUTINE_V1\\\", \\\"desc\\\": \\\"Create _run_diagnostics method in AIOSMainEngine_v6. This method should: 1. Verify all registered MHs can be instantiated. 2. Check for `s1` method on each MH. 3. If CCO is loaded, check for presence of 'metadata_internal_cco', 'op_log_j', 'core_essence_j'. 4. Return a summary of findings.\\\", \\\"priority\\\": \\\"High\\\", \\\"modules_affected\\\": [\\\"AIOSMainEngine_v6\\\"]}, {\\\"tid_id\\\": \\\"TID_STATUS_REPORT_ENHANCE_V1\\\", \\\"desc\\\": \\\"Enhance _get_stat_info to include a brief summary from the last CMD_TEST run, if available.\\\", \\\"priority\\\": \\\"Medium\\\", \\\"modules_affected\\\": [\\\"AIOSMainEngine_v6\\\"]}], \\\"discussion\\\": \\\"This CMD_TEST will provide basic health checks. Future versions could expand checks (e.g., validate CCO schema against a formal definition, check cognitive wrapper outputs). Requires careful error handling during diagnostics to prevent engine crashes.\\\"}}], \\\"metadata_internal_cco\\\": {\\\"current_state_description\\\": \\\"FEL - Evolution Plan Drafted\\\"}}", "kCI": "AUI", "kMI": "{}", "_is_refl": false, "lh_s": {"tot": 32, "shw": 32, "old_ts": "2025-05-26T11:33:28.507564"}, "lh": ["2025-05-26T11:33:28.507564+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine 6.0.1-mod4 Started.", "2025-05-26T11:33:28.507708+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine 6.0.1-mod4 (default state).", "2025-05-26T11:33:28.507740+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine Done.", "2025-05-26T11:33:28.507772+00:00 - LG (K v6.0.1-mod4): KERNEL_v6:6.0.1-mod4 sess start (fresh).", "2025-05-26T11:33:28.507805+00:00 - LG (K v6.0.1-mod4): k_st_int:No act kCI('None').Init opts.", "2025-05-26T11:33:28.507828+00:00 - LG (K v6.0.1-mod4): PUM:Status:AIOS Eng 6.0.1-mod4(Mod4)init....", "2025-05-26T11:33:28.507970+00:00 - LG (K v6.0.1-mod4): PIO: Init cmd opts.", "2025-05-26T11:33:29.161700+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine 6.0.1-mod4 Started.", "2025-05-26T11:33:29.162453+00:00 - LG (Sys v6.0.1-mod4): IS:Done.Eng v6.0.1-mod4.MHFromState K.CCO Loaded:N.", "2025-05-26T11:33:29.162507+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine Done.", "2025-05-26T11:33:29.162577+00:00 - LG (K v6.0.1-mod4): kernel_pirc_int:Proc cmd:'EVOLVE'", "2025-05-26T11:33:29.162639+00:00 - LG (K v6.0.1-mod4): f_iud: Parsed 'EVOLVE' to NID 'FEL'.", "2025-05-26T11:33:29.162682+00:00 - LG (K v6.0.1-mod4): K:Next kCI:FEL from init.", "2025-05-26T11:33:29.162737+00:00 - LG (Kernel v6.0.1-mod4): Dispatch to MH:FEL(Orig kCI:FEL)", "2025-05-26T11:33:29.162859+00:00 - LG (FEL v6.0.1-mod4): S1: Start Framework Evolution Lab Process", "2025-05-26T11:33:29.162919+00:00 - LG (FEL v6.0.1-mod4): PUM:Status:FEL v6.0.1-mod4 (Mod4): Initiating AIOS Evolution Planning.......\", \"2025-05-26T11:33:29.163045+00:00 - LG (FEL v6.0.1-mod4): Eliciting evolution goal from user.\", \"2025-05-26T11:33:29.163210+00:00 - LG (K_PMR v6.0.1-mod4): Proc res MH 'FEL'.Stat:'A_LLM'\", \"2025-05-26T11:33:29.843932+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine 6.0.1-mod4 Started.\", \"2025-05-26T11:33:29.845076+00:00 - LG (Sys v6.0.1-mod4): IS:Done.Eng v6.0.1-mod4.MHFromState FEL.CCO Loaded:N.\", \"2025-05-26T11:33:29.845135+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine Done.\", \"2025-05-26T11:33:29.845187+00:00 - LG (MainEngine v6.0.1-mod4): Dispatching LLM/Cognitive response back to MH: FEL, Method: s2\", \"2025-05-26T11:33:29.845260+00:00 - LG (FEL v6.0.1-mod4): S2: Received evolution goal.\", \"2025-05-26T11:33:29.845320+00:00 - LG (FEL v6.0.1-mod4): Evolution goal captured: 'Implement a CMD_TEST diagnostic function that verifies MH integrity (instantiation and basic method presence like s1), CCO schema compliance (presence o...'.\", \"2025-05-26T11:33:29.845380+00:00 - LG (FEL v6.0.1-mod4): Requesting CT_PLAN_AIOS_EVOLUTION cognitive task.\", \"2025-05-26T11:33:29.845701+00:00 - LG (K_PMR v6.0.1-mod4): Proc res MH 'FEL'.Stat:'A_LLM'\", \"2025-05-26T11:33:30.647634+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine 6.0.1-mod4 Started.\", \"2025-05-26T11:33:30.648989+00:00 - LG (Sys v6.0.1-mod4): IS:Done.Eng v6.0.1-mod4.MHFromState FEL.CCO Loaded:N.\", \"2025-05-26T11:33:30.649051+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine Done.\", \"2025-05-26T11:33:30.649111+00:00 - LG (MainEngine v6.0.1-mod4): Dispatching LLM/Cognitive response back to MH: FEL, Method: s3\", \"2025-05-26T11:33:30.649180+00:00 - LG (FEL v6.0.1-mod4): S3: Received AIOS evolution plan draft from LLM.\", \"2025-05-26T11:33:30.649336+00:00 - LG (FEL v6.0.1-mod4): PUM:Status:FEL: AIOS Evolution Plan drafted (Status: success). Review CCO 'evol...\", \"2025-05-26T11:33:30.649816+00:00 - LG (K_AUI v6.0.1-mod4): K Paused(kCI:AUI).Await GUD.\", \"2025-05-26T11:33:31.385413+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine 6.0.1-mod4 Started.\", \"2025-05-26T11:33:31.386304+00:00 - LG (Sys v6.0.1-mod4): IS:Done.Eng v6.0.1-mod4.MHFromState K_AUI.CCO Loaded:Y.\", \"2025-05-26T11:33:31.386355+00:00 - LG (Sys v6.0.1-mod4): INIT: MainEngine Done.\", \"2025-05-26T11:33:31.386396+00:00 - LG (MainEngine v6.0.1-mod4): k_pgud received: {'s': 'UC', 'c': 'NEXT'}. Current kCI: AUI, cM: K_AUI\", \"2025-05-26T11:33:31.386441+00:00 - LG (K_AUI_PROC v6.0.1-mod4): Processing GUD: 'NEXT'\", \"2025-05-26T11:33:31.386484+00:00 - LG (K_AUI_PROC v6.0.1-mod4): f_iud: Parsed 'NEXT' to NID 'CMD_ACK_PROCEED'.\", \"2025-05-26T11:33:31.386532+00:00 - LG (Kernel v6.0.1-mod4): User acknowledged (CMD_ACK_PROCEED). Transitioning to AUI.\", \"2025-05-26T11:33:31.386579+00:00 - LG (K_AUI v6.0.1-mod4): K Paused(kCI:AUI).Await GUD.\"], \"sI\": {}, \"sP\": {}, \"sPl\": {}, \"sCg\": {}, \"sT\": {}, \"sSl\": {}, \"sK\": {}, \"sFe\": {}, \"sMr\": {}}""" # AIOSMainEngine_v6 class definition is assumed to be available from the first turn this session. # For this simulation, we'll use the mod4 class definitions, but imagine mod5 logic for CMD_TEST. engine_instance = AIOSMainEngine_v6(i_sjs=engine_state_from_previous_turn_ces) # User command "TEST" simulated_llm_response_obj = {"s": "UC", "c": "TEST"} # Previous CH from Turn 5 was "AIOSMainEngine_v6().k_pgud(r)" output_package = engine_instance.k_pgud(simulated_llm_response_obj) print("\n--- ENGINE_OUTPUT_CURRENT_TURN ---") print(jsn.dumps(output_package, indent=2)) print(f"--- AIOS Engine v6.0.1-mod4 (simulating mod5 behavior for TEST): Subsequent Turn End ---") ```