[2026-05-22 14:53:55] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=3, hypotheses=24, agenda=10, inventions_created=12
[2026-05-22 14:53:55] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 15:04:04] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 15:06:14] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:06:14] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 15:07:07] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:07:07] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 15:08:31] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:08:31] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 15:09:58] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:09:58] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 15:11:29] [INFO] [invention] Student invention project built. | invention_id=adaptive-tool-state-quantization, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:11:29] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 15:13:48] [INFO] [invention] Student invention project built. | invention_id=adaptive-tool-state-quantization, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:13:48] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 15:15:19] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:15:19] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 15:17:15] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:17:15] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 15:18:36] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:18:36] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 15:20:18] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:20:18] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 15:21:37] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:21:37] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 15:23:03] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:23:03] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 15:23:37] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522152337.024, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 15:26:18] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522152337.024, exp_path=experiments/exp_pytrain.20260522152337.024_20260522_152502, status=Success, runs_today=16
[2026-05-22 15:36:41] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 15:38:25] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:38:25] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 15:39:37] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:39:37] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 15:41:20] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:41:20] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 15:43:37] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:43:37] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 15:45:17] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:45:17] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 15:46:40] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:46:40] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 15:47:56] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:47:56] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 15:49:53] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:49:53] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 15:51:23] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:51:23] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 15:52:33] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:52:33] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 15:54:03] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 15:54:03] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 15:55:56] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 15:55:56] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 15:55:57] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 16:06:05] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 16:07:38] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:07:38] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 16:09:37] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:09:37] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 16:10:51] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:10:51] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 16:11:57] [INFO] [invention] Student invention project built. | invention_id=dynamic-precision-state-skipping, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:11:57] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 16:12:56] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:12:56] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 16:14:29] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:14:29] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 16:16:14] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:16:14] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 16:17:51] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:17:51] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 16:18:58] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:18:58] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 16:20:33] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:20:33] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 16:22:33] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:22:33] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 16:24:44] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:24:44] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 16:25:27] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522162527.025, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 16:28:49] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522162527.025, exp_path=experiments/exp_pytrain.20260522162527.025_20260522_162732, status=Success, runs_today=17
[2026-05-22 16:39:11] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 16:40:34] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:40:34] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 16:42:02] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:42:02] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 16:44:16] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:44:16] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 16:45:29] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:45:29] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 16:47:06] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:47:06] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 16:49:29] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:49:29] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 16:51:26] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:51:26] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 16:53:14] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:53:14] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 16:54:30] [INFO] [invention] Student invention project built. | invention_id=adaptive-tool-state-quantization, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 16:54:30] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 16:55:52] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:55:52] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 16:57:45] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 16:57:45] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 17:00:15] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:00:15] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 17:00:15] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 17:06:53] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 17:09:04] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:09:04] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 17:10:40] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:10:40] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 17:11:46] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:11:46] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 17:13:52] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:13:52] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 17:15:18] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:15:18] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 17:16:15] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:16:15] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 17:17:27] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:17:27] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 17:18:52] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:18:52] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 17:21:15] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:21:15] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 17:23:08] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:23:08] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 17:25:33] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:25:33] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 17:27:03] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:27:03] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=2, gaps=2, hypotheses=24, agenda=8, inventions_created=12
[2026-05-22 17:27:48] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522172748.026, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 17:30:23] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522172748.026, exp_path=experiments/exp_pytrain.20260522172748.026_20260522_172906, status=Success, runs_today=18
[2026-05-22 17:37:51] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 17:40:20] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:40:20] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 17:42:02] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:42:02] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 17:44:24] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:44:24] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 17:46:48] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:46:48] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 17:48:39] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:48:39] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 17:50:21] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:50:21] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 17:51:31] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:51:31] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 17:53:28] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:53:28] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 17:54:40] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:54:40] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 17:56:11] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:56:11] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 17:57:38] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 17:57:38] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 17:59:24] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 17:59:24] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 17:59:24] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 18:07:31] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 18:09:12] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:09:12] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 18:11:02] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:11:02] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 18:12:43] [INFO] [invention] Student invention project built. | invention_id=ssm-state-recycling-for-tooling, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:12:43] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 18:14:24] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:14:24] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 18:16:14] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:16:14] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 18:17:51] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:17:51] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 18:19:11] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:19:11] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 18:21:03] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:21:03] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 18:22:56] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:22:56] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 18:24:55] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:24:55] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 18:26:44] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:26:44] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 18:28:53] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:28:53] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=3, gaps=3, hypotheses=24, agenda=8, inventions_created=12
[2026-05-22 18:29:55] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522182955.027, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 18:32:27] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522182955.027, exp_path=experiments/exp_pytrain.20260522182955.027_20260522_183110, status=Success, runs_today=19
[2026-05-22 18:41:08] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 18:42:58] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:42:58] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 18:44:13] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:44:13] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 18:45:37] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:45:37] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 18:46:45] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:46:45] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 18:48:40] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:48:40] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 18:50:52] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:50:52] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 18:52:19] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:52:19] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 18:53:58] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:53:58] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 18:55:21] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:55:21] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 18:57:17] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:57:17] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 18:58:24] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 18:58:24] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 18:59:39] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 18:59:39] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 18:59:40] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 19:09:48] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 19:11:26] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:11:26] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 19:12:57] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:12:57] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 19:14:41] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:14:41] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 19:16:04] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:16:04] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 19:18:00] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:18:00] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 19:19:07] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:19:07] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 19:21:01] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:21:01] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 19:23:03] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:23:03] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 19:24:41] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:24:41] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 19:26:11] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:26:11] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 19:27:47] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:27:47] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 19:29:39] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:29:39] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 19:30:12] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522193012.028, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 19:33:16] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522193012.028, exp_path=experiments/exp_pytrain.20260522193012.028_20260522_193159, status=Success, runs_today=20
[2026-05-22 19:43:38] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 19:45:32] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:45:32] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 19:46:51] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:46:51] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 19:48:38] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:48:38] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 19:49:27] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:49:27] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 19:51:06] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:51:06] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 19:52:13] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:52:13] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 19:54:12] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 19:54:12] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 19:55:50] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:55:50] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 19:57:32] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:57:32] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 19:59:33] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 19:59:33] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 20:01:04] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:01:04] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 20:02:26] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:02:26] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 20:02:26] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 20:12:35] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 20:14:09] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:14:09] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 20:16:41] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:16:41] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 20:18:15] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:18:15] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 20:19:31] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:19:31] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 20:21:01] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:21:01] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 20:22:38] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:22:38] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 20:24:11] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:24:11] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 20:25:31] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:25:31] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 20:26:58] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:26:58] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 20:28:25] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:28:25] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 20:30:16] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:30:16] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 20:32:59] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:32:59] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 20:33:36] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522203336.029, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 20:36:36] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522203336.029, exp_path=experiments/exp_pytrain.20260522203336.029_20260522_203519, status=Success, runs_today=21
[2026-05-22 20:45:46] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 20:47:02] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:47:02] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 20:48:47] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:48:47] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 20:50:40] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:50:40] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 20:52:01] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:52:01] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 20:53:13] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:53:13] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 20:54:33] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:54:33] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 20:56:16] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 20:56:16] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 20:57:57] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:57:57] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 20:59:27] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 20:59:27] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 21:01:00] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:01:00] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 21:02:11] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:02:11] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 21:03:41] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:03:41] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 21:03:41] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 21:13:55] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 21:15:41] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:15:41] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 21:17:21] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:17:21] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 21:18:51] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:18:51] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 21:20:49] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:20:49] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 21:22:25] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:22:25] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 21:23:41] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:23:41] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 21:24:54] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:24:54] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 21:26:02] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:26:02] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 21:27:43] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:27:43] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 21:29:20] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:29:20] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 21:30:50] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:30:50] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 21:32:30] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:32:30] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 21:33:03] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522213303.030, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 21:35:53] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522213303.030, exp_path=experiments/exp_pytrain.20260522213303.030_20260522_213436, status=Success, runs_today=22
[2026-05-22 21:43:21] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 21:45:03] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:45:03] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 21:46:38] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:46:38] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 21:48:30] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:48:30] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 21:50:15] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:50:15] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 21:52:38] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:52:38] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 21:54:36] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:54:36] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 21:55:56] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 21:55:56] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 21:57:29] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:57:29] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 21:59:18] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 21:59:18] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 22:01:00] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:01:00] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 22:02:33] [INFO] [invention] Student invention project built. | invention_id=ssm-state-recycling-for-tooling, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:02:33] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 22:03:50] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:03:50] [INFO] [student] Student model refreshed. | reason=python_skill_result, questions=5, gaps=4, hypotheses=24, agenda=12, inventions_created=12
[2026-05-22 22:03:50] [INFO] [heartbeat] Heartbeat cycle completed. | mode=PYTHON_SKILL, sleep_s=1, queue_size=0, manual_pending=0, status=IDLE
[2026-05-22 22:11:17] [INFO] [invention] Student invention project build started. | invention_id=tiered-precision-state-cache-tpsc
[2026-05-22 22:12:54] [INFO] [invention] Student invention project built. | invention_id=tiered-precision-state-cache-tpsc, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:12:54] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 22:14:58] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:14:58] [INFO] [invention] Student invention project build started. | invention_id=ssm-state-recycling-for-tooling
[2026-05-22 22:16:58] [WARNING] [invention] Student invention project build failed. | invention_id=ssm-state-recycling-for-tooling, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:16:58] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 22:18:28] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:18:28] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 22:19:54] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:19:54] [INFO] [invention] Student invention project build started. | invention_id=adaptive-tool-state-quantization
[2026-05-22 22:21:43] [WARNING] [invention] Student invention project build failed. | invention_id=adaptive-tool-state-quantization, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:21:43] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 22:23:20] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:23:20] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 22:24:47] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:24:47] [INFO] [invention] Student invention project build started. | invention_id=delta-state-compression-for-long-context
[2026-05-22 22:26:55] [INFO] [invention] Student invention project built. | invention_id=delta-state-compression-for-long-context, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:26:55] [INFO] [invention] Student invention project build started. | invention_id=dynamic-precision-state-skipping
[2026-05-22 22:27:53] [WARNING] [invention] Student invention project build failed. | invention_id=dynamic-precision-state-skipping, status=build_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:27:53] [INFO] [invention] Student invention project build started. | invention_id=cpu-offloaded-tiered-state-cache
[2026-05-22 22:29:31] [INFO] [invention] Student invention project built. | invention_id=cpu-offloaded-tiered-state-cache, status=verification_failed, entrypoint=run_demo.py, fallback=False, verified=False
[2026-05-22 22:29:31] [INFO] [invention] Student invention project build started. | invention_id=frequency-modulated-state-spaces-fmss
[2026-05-22 22:30:53] [INFO] [invention] Student invention project built. | invention_id=frequency-modulated-state-spaces-fmss, status=verification_failed, entrypoint=run_demo.py, fallback=True, verified=False
[2026-05-22 22:30:53] [INFO] [student] Student model refreshed. | reason=heartbeat, questions=3, gaps=2, hypotheses=24, agenda=8, inventions_created=12
[2026-05-22 22:31:31] [INFO] [python_skill] Python skill training started. | skill_id=pytrain.20260522223131.031, reason=heartbeat, focus_topics=typing,packaging, sources=3
[2026-05-22 22:34:05] [INFO] [python_skill] Python skill training completed. | skill_id=pytrain.20260522223131.031, exp_path=experiments/exp_pytrain.20260522223131.031_20260522_223248, status=Success, runs_today=23

22:03:49 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:03:49 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:03:50 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:03:50 [INFO] Running full verification for cpu-offloaded-tiered-state-cache
22:03:50 [WARNING] Full verification failed for cpu-offloaded-tiered-state-cache, not marking as built
22:03:50 [INFO] Current accelerator memory usage: 14810MB / 73728MB
22:03:50 [INFO] Current accelerator memory usage: 14810MB / 73728MB
22:04:04 [WARNING] student model refresh primary failed (AuthenticationError), trying Ollama fallback.
22:11:18 [WARNING] architect invention project tiered-precision-state-cache-tpsc primary failed (AuthenticationError), trying Ollama fallback.
22:12:52 [INFO] Smoke test passed for tiered-precision-state-cache-tpsc, but full verification required
22:12:52 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:12:52 [WARNING] doc_validator module not available, skipping doc validation
22:12:52 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:12:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "tiered_precision_state_cache_tpps" "tiered_precision_state_cache_tpsc"
22:12:53 [ERROR] CMD FAIL: 
22:12:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:12:54 [INFO] Running full verification for tiered-precision-state-cache-tpsc
22:12:54 [WARNING] Full verification failed for tiered-precision-state-cache-tpsc, not marking as built
22:12:55 [WARNING] architect invention project cpu-offloaded-tiered-state-cache primary failed (AuthenticationError), trying Ollama fallback.
22:14:55 [INFO] Smoke test passed for cpu-offloaded-tiered-state-cache, but full verification required
22:14:55 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:14:55 [WARNING] doc_validator module not available, skipping doc validation
22:14:55 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:14:56 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "cpu_offloaded_tiered_state_cache" "cpu_offoled_tiered_state_cache"
22:14:56 [ERROR] CMD FAIL: 
22:14:56 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:14:57 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q
22:14:57 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:14:57 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:14:58 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:14:58 [INFO] Running full verification for cpu-offloaded-tiered-state-cache
22:14:58 [WARNING] Full verification failed for cpu-offloaded-tiered-state-cache, not marking as built
22:15:08 [WARNING] architect invention project ssm-state-recycling-for-tooling primary failed (AuthenticationError), trying Ollama fallback.
22:16:57 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:16:57 [WARNING] doc_validator module not available, skipping doc validation
22:16:57 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:16:57 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "ssm_state_recycling_for_tooling"
22:16:58 [ERROR] CMD FAIL: 
22:16:58 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:16:58 [ERROR] CMD FAIL: Traceback (most recent call last):
  File "/home/corbybender/ares/inventions/ssm-state-recycling-for-tooling/run_demo.py", line 5, in <module>
    from ssm_state_recycling_for_tooling.demo import run_demo
  File "/home/corbybender/ares/inventions/ssm-state-recycling-for-tooling/ssm_state_recycling_for_tooling/__init__.py", line 1, in <module>
    from .core import InventionPlanner, WorkloadSample, summarize_plan
ImportError: cannot import name 'InventionPlanner' from 'ssm_state_recycling_for_tooling.core' (/home/corbybender/ares/inventions/ssm-state-recycling-for-tooling/ssm_state_recycling_for_tooling/core/__init__.py)

22:16:59 [WARNING] architect invention project dynamic-precision-state-skipping primary failed (AuthenticationError), trying Ollama fallback.
22:18:26 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:18:26 [WARNING] doc_validator module not available, skipping doc validation
22:18:26 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:18:26 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "dynamic_precision_state_skIPPING" "dynamic_precision_state_skipping"
22:18:27 [ERROR] CMD FAIL: 
22:18:27 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:18:27 [ERROR] CMD FAIL: Traceback (most recent call last):
  File "/home/corbybender/ares/inventions/dynamic-precision-state-skipping/run_demo.py", line 5, in <module>
    from dynamic_precision_state_skipping.demo import run_demo
  File "/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/__init__.py", line 1, in <module>
    from .core import InventionPlanner, WorkloadSample, summarize_plan
  File "/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/core/__init__.py", line 2, in <module>
    from .ssm_engine import DynamicSSM, generate_synthetic_sequence
ImportError: cannot import name 'DynamicSSM' from 'dynamic_precision_state_skipping.core.ssm_engine' (/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/core/ssm_engine.py)

22:18:27 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q
22:18:28 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:18:28 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:18:28 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:18:29 [WARNING] architect invention project adaptive-tool-state-quantization primary failed (AuthenticationError), trying Ollama fallback.
22:19:53 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:19:53 [WARNING] doc_validator module not available, skipping doc validation
22:19:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:19:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "adaptive_tool_state_quantization"
22:19:54 [ERROR] CMD FAIL: 
22:19:54 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:19:54 [ERROR] CMD FAIL: Traceback (most recent call last):
  File "/home/corbybender/ares/inventions/adaptive-tool-state-quantization/run_demo.py", line 5, in <module>
    from adaptive_tool_state_quantization.demo import run_demo
  File "/home/corbybender/ares/inventions/adaptive-tool-state-quantization/adaptive_tool_state_quantization/__init__.py", line 1, in <module>
    from .core import InventionPlanner, WorkloadSample, summarize_plan
ImportError: cannot import name 'InventionPlanner' from 'adaptive_tool_state_quantization.core' (/home/corbybender/ares/inventions/adaptive-tool-state-quantization/adaptive_tool_state_quantization/core/__init__.py)

22:19:55 [WARNING] architect invention project adaptive-tool-state-quantization primary failed (AuthenticationError), trying Ollama fallback.
22:21:41 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:21:41 [WARNING] doc_validator module not available, skipping doc validation
22:21:41 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:21:42 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "adaptive_tool_state_quantization"
22:21:42 [ERROR] CMD FAIL: 
22:21:42 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:21:43 [ERROR] CMD FAIL: Traceback (most recent call last):
  File "/home/corbybender/ares/inventions/adaptive-tool-state-quantization/run_demo.py", line 5, in <module>
    from adaptive_tool_state_quantization.demo import run_demo
  File "/home/corbybender/ares/inventions/adaptive-tool-state-quantization/adaptive_tool_state_quantization/__init__.py", line 1, in <module>
    from .core import InventionPlanner, WorkloadSample, summarize_plan
ImportError: cannot import name 'InventionPlanner' from 'adaptive_tool_state_quantization.core' (/home/corbybender/ares/inventions/adaptive-tool-state-quantization/adaptive_tool_state_quantization/core/__init__.py)

22:21:44 [WARNING] architect invention project frequency-modulated-state-spaces-fmss primary failed (AuthenticationError), trying Ollama fallback.
22:23:18 [INFO] Smoke test passed for frequency-modulated-state-spaces-fmss, but full verification required
22:23:18 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:23:18 [WARNING] doc_validator module not available, skipping doc validation
22:23:18 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:23:19 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "frequency_modulated_state Spaces_fmss" "frequency_modulated_state_spaces_fmss" "frequency_modulated_state_spaces_nmss"
22:23:19 [ERROR] CMD FAIL: 
22:23:19 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:23:20 [INFO] Running full verification for frequency-modulated-state-spaces-fmss
22:23:20 [WARNING] Full verification failed for frequency-modulated-state-spaces-fmss, not marking as built
22:23:20 [WARNING] architect invention project delta-state-compression-for-long-context primary failed (AuthenticationError), trying Ollama fallback.
22:24:44 [INFO] Smoke test passed for delta-state-compression-for-long-context, but full verification required
22:24:44 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:24:44 [WARNING] doc_validator module not available, skipping doc validation
22:24:44 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:24:45 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "delta_state_compression_for_long_context"
22:24:45 [ERROR] CMD FAIL: 
22:24:45 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:24:46 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q
22:24:46 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:24:46 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:24:47 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:24:47 [INFO] Running full verification for delta-state-compression-for-long-context
22:24:47 [WARNING] Full verification failed for delta-state-compression-for-long-context, not marking as built
22:24:47 [WARNING] architect invention project delta-state-compression-for-long-context primary failed (AuthenticationError), trying Ollama fallback.
22:26:52 [INFO] Smoke test passed for delta-state-compression-for-long-context, but full verification required
22:26:52 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:26:52 [WARNING] doc_validator module not available, skipping doc validation
22:26:52 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:26:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "delta_state_compression_for_long_context"
22:26:53 [ERROR] CMD FAIL: 
22:26:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:26:54 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q
22:26:54 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:26:54 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:26:55 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:26:55 [INFO] Running full verification for delta-state-compression-for-long-context
22:26:55 [WARNING] Full verification failed for delta-state-compression-for-long-context, not marking as built
22:26:55 [WARNING] architect invention project dynamic-precision-state-skipping primary failed (AuthenticationError), trying Ollama fallback.
22:27:51 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:27:51 [WARNING] doc_validator module not available, skipping doc validation
22:27:51 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:27:51 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "dynamic_precision_state_skIPPING" "dynamic_precision_state_skipping"
22:27:52 [ERROR] CMD FAIL: 
22:27:52 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:27:52 [ERROR] CMD FAIL: Traceback (most recent call last):
  File "/home/corbybender/ares/inventions/dynamic-precision-state-skipping/run_demo.py", line 5, in <module>
    from dynamic_precision_state_skipping.demo import run_demo
  File "/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/__init__.py", line 1, in <module>
    from .core import InventionPlanner, WorkloadSample, summarize_plan
  File "/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/core/__init__.py", line 2, in <module>
    from .ssm_engine import DynamicSSM, generate_synthetic_sequence
ImportError: cannot import name 'DynamicSSM' from 'dynamic_precision_state_skipping.core.ssm_engine' (/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/core/ssm_engine.py)

22:27:52 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q
22:27:53 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:27:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:27:53 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:27:54 [WARNING] architect invention project cpu-offloaded-tiered-state-cache primary failed (AuthenticationError), trying Ollama fallback.
22:29:28 [INFO] Smoke test passed for cpu-offloaded-tiered-state-cache, but full verification required
22:29:28 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:29:28 [WARNING] doc_validator module not available, skipping doc validation
22:29:28 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:29:29 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "cpu_offloaded_tiered_state_cache" "cpu_offoled_tiered_state_cache"
22:29:29 [ERROR] CMD FAIL: 
22:29:29 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:29:30 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q
22:29:30 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:29:30 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q
22:29:31 [ERROR] CMD FAIL: /home/corbybender/ares/.venv-linux/bin/python: No module named pytest

22:29:31 [INFO] Running full verification for cpu-offloaded-tiered-state-cache
22:29:31 [WARNING] Full verification failed for cpu-offloaded-tiered-state-cache, not marking as built
22:29:31 [WARNING] architect invention project frequency-modulated-state-spaces-fmss primary failed (AuthenticationError), trying Ollama fallback.
22:30:52 [INFO] Smoke test passed for frequency-modulated-state-spaces-fmss, but full verification required
22:30:52 [WARNING] workspace_hygiene module not available, skipping hygiene audit
22:30:52 [WARNING] doc_validator module not available, skipping doc validation
22:30:52 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"
22:30:52 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" -m compileall "frequency_modulated_state Spaces_fmss" "frequency_modulated_state_spaces_fmss" "frequency_modulated_state_spaces_nmss"
22:30:53 [ERROR] CMD FAIL: 
22:30:53 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" run_demo.py
22:30:53 [INFO] Running full verification for frequency-modulated-state-spaces-fmss
22:30:53 [WARNING] Full verification failed for frequency-modulated-state-spaces-fmss, not marking as built
22:30:55 [WARNING] python skill ideation primary failed (AuthenticationError), trying Ollama fallback.
22:31:32 [WARNING] Architect python skill experiment pytrain.20260522223131.031 primary failed (AuthenticationError), trying Ollama fallback.
22:32:48 [INFO] Running Benchmark: experiments/exp_pytrain.20260522223131.031_20260522_223248/benchmark.py
22:32:48 [INFO] Current accelerator memory usage: 14810MB / 73728MB
22:32:48 [WARNING] VRAM nearly full. Waiting 60s for cool-down...
22:33:48 [INFO] Using benchmark compatibility runner
22:33:48 [INFO] EXEC: "/home/corbybender/ares/.venv-linux/bin/python" "/home/corbybender/ares/benchmark_runner.py" "experiments/exp_pytrain.20260522223131.031_20260522_223248/benchmark.py"
22:34:05 [INFO] Learning memory refreshed: 9578 experiments, 17 techniques tracked.
22:34:20 [INFO] Learning memory refreshed: 9578 experiments, 17 techniques tracked.
22:34:27 [WARNING] student model refresh primary failed (AuthenticationError), trying Ollama fallback.