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Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-shipping-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-shipping-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-shipping-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-shipping-saga","input":"{}"}}]},{"id":"sim_med_sfn_lambda_055","title":"notifications state machine failing","description":"`ic-notifications-saga` executions stuck in FAILED. Underlying Lambda is throttled.","difficulty":"medium","category":"Step Functions \u2192 Lambda","intention":"State-machine exit branches mishandle Lambda errors. Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-notifications-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-notifications-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-notifications-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-notifications-saga","input":"{}"}}]},{"id":"sim_med_sfn_lambda_056","title":"reviews state machine failing","description":"`ic-reviews-saga` executions stuck in FAILED. Underlying Lambda is throttled.","difficulty":"medium","category":"Step Functions \u2192 Lambda","intention":"State-machine exit branches mishandle Lambda errors. Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-reviews-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-reviews-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-reviews-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-reviews-saga","input":"{}"}}]},{"id":"sim_med_sfn_lambda_057","title":"catalog state machine failing","description":"`ic-catalog-saga` executions stuck in FAILED. Underlying Lambda is throttled.","difficulty":"medium","category":"Step Functions \u2192 Lambda","intention":"State-machine exit branches mishandle Lambda errors. Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-catalog-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-catalog-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-catalog-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-catalog-saga","input":"{}"}}]},{"id":"sim_med_sfn_lambda_058","title":"fulfillment state machine failing","description":"`ic-fulfillment-saga` executions stuck in FAILED. Underlying Lambda is throttled.","difficulty":"medium","category":"Step Functions \u2192 Lambda","intention":"State-machine exit branches mishandle Lambda errors. Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-fulfillment-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-fulfillment-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-fulfillment-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-fulfillment-saga","input":"{}"}}]},{"id":"sim_med_sfn_lambda_059","title":"telemetry state machine failing","description":"`ic-telemetry-saga` executions stuck in FAILED. Underlying Lambda is throttled.","difficulty":"medium","category":"Step Functions \u2192 Lambda","intention":"State-machine exit branches mishandle Lambda errors. Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-telemetry-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-telemetry-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-telemetry-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-telemetry-saga","input":"{}"}}]},{"id":"sim_med_sfn_lambda_060","title":"analytics state machine failing","description":"`ic-analytics-saga` executions stuck in FAILED. Underlying Lambda is throttled.","difficulty":"medium","category":"Step Functions \u2192 Lambda","intention":"State-machine exit branches mishandle Lambda errors. Teaches reading execution history and distinguishing Catch vs. Retry semantics.","max_steps":18,"target_score":0.55,"n_actions":4,"actions":[{"id":"stepfunctions.describe","params":{"resource_id":"ic-analytics-saga"}},{"id":"lambda.describe","params":{"resource_id":"ic-analytics-step"}},{"id":"lambda.scale","params":{"resource_id":"ic-analytics-step","capacity":25}},{"id":"stepfunctions.start","params":{"resource_id":"ic-analytics-saga","input":"{}"}}]},{"id":"sim_advanced_cascade_users_db_001","title":"Cascade: users_db memory-leak hides behind frontend 504s","description":"Frontend latency is 5s and the on-call dashboard screams about API Gateway. Real cause: the users_db node has a runaway memory leak that pushes it into MEMORY_LEAK status; auth + frontend cascade visibly. The agent must (a) follow the trace down the DAG, (b) pause health checks before the K8s controller restarts the leaking pod and destroys evidence, (c) capture a heap dump, an","difficulty":"hard","category":"Cascading Failure","intention":"Real cause is buried under a noisy symptom (e.g. frontend 504 hides users_db memory leak). Trains DAG traversal + 'don't trust the loud alert' instinct.","max_steps":20,"target_score":0.55,"n_actions":7,"actions":[{"id":"platform.get_logs","params":{"service":"frontend","n_lines":30}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.get_metrics","params":{"service":"users_db","metric":"mem_pct"}},{"id":"platform.search_runbook","params":{"query":"memory leak users_db"}},{"id":"platform.pause_health_checks","params":{"target":"users_db"}},{"id":"platform.capture_memory_dump","params":{"target":"users_db"}},{"id":"platform.failover_replica","params":{"target":"users_db"}}]},{"id":"sim_advanced_runbook_trap_postgres_001","title":"Trap: TXID wraparound \u2014 restart corrupts the DB","description":"users_db is approaching transaction-ID wraparound. The naive remediation (restart_cluster) corrupts the catalog. The agent must search the wiki, read the runbook, then run vacuum_freeze_db. Hitting restart_cluster before reading the runbook trips a CORRUPTED state on users_db that no later action can clear.","difficulty":"hard","category":"Runbook Trap","intention":"Standard runbook would make things worse (e.g. restart pod = wipe evidence). Trains deviating from default playbook based on context.","max_steps":20,"target_score":0.55,"n_actions":4,"actions":[{"id":"platform.get_logs","params":{"service":"users_db","n_lines":20,"pattern":"wraparound"}},{"id":"platform.search_runbook","params":{"query":"postgres transaction id wraparound"}},{"id":"platform.read_runbook","params":{"runbook_id":"postgres_txid_wraparound"}},{"id":"platform.vacuum_freeze_db","params":{"target":"users_db"}}]},{"id":"sim_advanced_saboteur_duel_001","title":"1v1 Duel \u2014 Active Saboteur attacks auth_db, then choke-holds the replica","description":"An active adversary takes down the auth users_db, then once the agent fails over to the replica it pins a 'backup job' on the replica's CPU. Agent must (1) detect via logs/trace, (2) failover, (3) detect CPU spike via metrics + slack chatter, (4) kill the backup job by restarting the replica's deployment.","difficulty":"hard","category":"Adversarial Saboteur","intention":"Saboteur agent re-injects faults on a cooldown. Trains persistent remediation: one fix is not enough.","max_steps":20,"target_score":0.65,"n_actions":7,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.get_logs","params":{"service":"auth"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.failover_replica","params":{"target":"users_db"}},{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.get_metrics","params":{"service":"users_db_replica","metric":"cpu_pct"}},{"id":"platform.rollback_deployment","params":{"target":"users_db_replica"}}]},{"id":"sim_advanced_slack_redherring_001","title":"Slack Red-Herring \u2014 A frontend dev claims their hotfix broke checkout","description":"Slack channel is loud. A frontend engineer announces a deploy and asks if it broke things. The actual root cause is a memory leak in `checkout` that the saboteur is exploiting. Agent must ignore the red herring, read logs, capture a heap dump (after pausing health checks), then rebuild the checkout deployment.","difficulty":"hard","category":"Slack Red Herring","intention":"Noisy Slack channel actively misdirects. Trains weighting metrics over chatter.","max_steps":16,"target_score":0.6,"n_actions":7,"actions":[{"id":"platform.read_slack","params":{"last_n":8}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_metrics","params":{"service":"checkout","metric":"mem_pct"}},{"id":"platform.pause_health_checks","params":{"target":"checkout"}},{"id":"platform.capture_memory_dump","params":{"target":"checkout"}},{"id":"platform.rollback_deployment","params":{"target":"checkout"}},{"id":"platform.resume_health_checks","params":{"target":"checkout"}}]},{"id":"sim_advanced_trolley_orders_db_001","title":"Trolley: orders_db index corrupted \u2014 rebuild vs restore","description":"The orders_db index is corrupted. The agent has two paths: rebuild_index (15 ticks of downtime, no data loss) or restore_from_backup (instant, but loses the configured backup_age_hours of customer transactions). Both paths feed into the trolley scoring ledger. The 'correct' chain here picks restore at 1 hour age (lower total cost than 15 ticks of downtime).","difficulty":"hard","category":"Trolley Problem","intention":"Limited time-window \u2014 restoring backup vs. failing over both have downsides. Trains explicit trade-off reasoning under pressure.","max_steps":20,"target_score":0.55,"n_actions":4,"actions":[{"id":"platform.get_logs","params":{"service":"orders_db","n_lines":25}},{"id":"platform.get_trace","params":{"service":"checkout"}},{"id":"platform.search_runbook","params":{"query":"dynamodb hot partition"}},{"id":"platform.restore_from_backup","params":{"target":"orders_db","backup_age_hours":1.0}}]},{"id":"sim_gen_cascade_catalog_db_013","title":"Dependency cascade \u2014 catalog_db is degraded, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in catalog_db (degraded). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"catalog_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"catalog_db"}}]},{"id":"sim_gen_cascade_catalog_db_014","title":"Dependency cascade \u2014 catalog_db is degraded, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in catalog_db (degraded). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"catalog_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"catalog_db"}}]},{"id":"sim_gen_cascade_catalog_db_015","title":"Dependency cascade \u2014 catalog_db is memory_leak, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in catalog_db (memory_leak). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"catalog_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"catalog_db"}}]},{"id":"sim_gen_cascade_catalog_db_016","title":"Dependency cascade \u2014 catalog_db is memory_leak, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in catalog_db (memory_leak). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"catalog_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"catalog_db"}}]},{"id":"sim_gen_cascade_catalog_db_017","title":"Dependency cascade \u2014 catalog_db is cpu_throttled, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in catalog_db (cpu_throttled). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"catalog_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"catalog_db"}}]},{"id":"sim_gen_cascade_catalog_db_018","title":"Dependency cascade \u2014 catalog_db is cpu_throttled, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in catalog_db (cpu_throttled). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"catalog_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"catalog_db"}}]},{"id":"sim_gen_cascade_inventory_db_007","title":"Dependency cascade \u2014 inventory_db is degraded, surfacing as alerts on checkout","description":"Alerts hit checkout, but the truth lives in inventory_db (degraded). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_logs","params":{"service":"inventory_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"inventory_db"}}]},{"id":"sim_gen_cascade_inventory_db_008","title":"Dependency cascade \u2014 inventory_db is degraded, surfacing as alerts on checkout","description":"Alerts hit checkout, but the truth lives in inventory_db (degraded). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_logs","params":{"service":"inventory_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"inventory_db"}}]},{"id":"sim_gen_cascade_inventory_db_009","title":"Dependency cascade \u2014 inventory_db is memory_leak, surfacing as alerts on checkout","description":"Alerts hit checkout, but the truth lives in inventory_db (memory_leak). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_logs","params":{"service":"inventory_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"inventory_db"}}]},{"id":"sim_gen_cascade_inventory_db_010","title":"Dependency cascade \u2014 inventory_db is memory_leak, surfacing as alerts on checkout","description":"Alerts hit checkout, but the truth lives in inventory_db (memory_leak). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_logs","params":{"service":"inventory_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"inventory_db"}}]},{"id":"sim_gen_cascade_inventory_db_011","title":"Dependency cascade \u2014 inventory_db is cpu_throttled, surfacing as alerts on checkout","description":"Alerts hit checkout, but the truth lives in inventory_db (cpu_throttled). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_logs","params":{"service":"inventory_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"inventory_db"}}]},{"id":"sim_gen_cascade_inventory_db_012","title":"Dependency cascade \u2014 inventory_db is cpu_throttled, surfacing as alerts on checkout","description":"Alerts hit checkout, but the truth lives in inventory_db (cpu_throttled). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"checkout"}},{"id":"platform.get_logs","params":{"service":"inventory_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"inventory_db"}}]},{"id":"sim_gen_cascade_orders_db_025","title":"Dependency cascade \u2014 orders_db is degraded, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in orders_db (degraded). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"orders_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"orders_db"}}]},{"id":"sim_gen_cascade_orders_db_026","title":"Dependency cascade \u2014 orders_db is degraded, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in orders_db (degraded). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"orders_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"orders_db"}}]},{"id":"sim_gen_cascade_orders_db_027","title":"Dependency cascade \u2014 orders_db is memory_leak, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in orders_db (memory_leak). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"orders_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"orders_db"}}]},{"id":"sim_gen_cascade_orders_db_028","title":"Dependency cascade \u2014 orders_db is memory_leak, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in orders_db (memory_leak). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. Trains DAG-walk from symptom upstream.","max_steps":18,"target_score":0.65,"n_actions":6,"actions":[{"id":"platform.read_slack","params":{"last_n":5}},{"id":"platform.describe_topology","params":{}},{"id":"platform.get_logs","params":{"service":"api_gateway"}},{"id":"platform.get_logs","params":{"service":"orders_db"}},{"id":"platform.get_trace","params":{"service":"frontend"}},{"id":"platform.vacuum_freeze_db","params":{"target":"orders_db"}}]},{"id":"sim_gen_cascade_orders_db_029","title":"Dependency cascade \u2014 orders_db is cpu_throttled, surfacing as alerts on api_gateway","description":"Alerts hit api_gateway, but the truth lives in orders_db (cpu_throttled). Agent must walk the trace + describe_topology to find the real root, then vacuum/rollback.","difficulty":"hard","category":"Generated \u00b7 Cascade","intention":"Random root-cause node propagating through the DAG. 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EventBridge rule is enabled, but the Lambda's resource policy denies events:Invoke for the bus. Need IAM simulation, then a policy fix, then re-publish.","difficulty":"hard","category":"IAM Permission Chain","intention":"Missing assume-role policy two services deep. Trains chained-permission diagnosis without obvious AccessDenied at the surface.","max_steps":22,"target_score":0.65,"n_actions":7,"actions":[{"id":"events.describe","params":{"bus_name":"ic-shipping-bus","rule_name":"ic-shipping-rule"}},{"id":"events.publish","params":{"bus_name":"ic-shipping-bus","payload":"ping"}},{"id":"lambda.describe","params":{"resource_id":"ic-shipping-handler"}},{"id":"iam.simulate_policy","params":{"principal":"arn:aws:iam::000000000000:role/ic-shipping-handler-role","action_name":"lambda:InvokeFunction","resource":"ic-shipping-handler"}},{"id":"lambda.put_policy","params":{"resource_id":"ic-shipping-handler","policy":"{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\"}]}"}},{"id":"events.publish","params":{"bus_name":"ic-shipping-bus","payload":"ping"}},{"id":"lambda.invoke","params":{"resource_id":"ic-shipping-handler"}}]},{"id":"sim_hard_iam_chain_020","title":"notifications pipeline silent \u2014 alert says LambdaErrors","description":"Alarm name is `LambdaErrors` but Lambda has zero invocations. 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