JobFailed on c5-badjob (hephaisto-chaos)

investigation

model

gpt-oss:120b

steps

22

tool calls

21

tokens

280.4k in / 6.1k out

cost

$0.0095

confidence

0.93

ended

Concluded

trace

1. 1 llm model turn internal 13.2s · 7.9k tok · $0.0003

   model output — its reasoning, and the tools it asked for

   -> calls get_workload

2. 2 tool get_workload kubernetes 0ms · 734 B

   arguments

   {"kind":"Job","name":"c5-badjob","namespace":"hephaisto-chaos"}

   result digest — what the model actually saw

   [step 01a05ef9-58ad-7b96-908f-898f37199f87] get_workload
   log digest: 14 lines, 734 bytes
   
   -- last 14 lines --
   Job hephaisto-chaos/c5-badjob  age 5m
   completions=1 parallelism=1 backoffLimit=2
   status: active=0 succeeded=0 failed=3
   
   conditions:
   type           status  reason                message                                      since
   -------------  ------  --------------------  -------------------------------------------  -----
   FailureTarget  True    BackoffLimitExceeded  Job has reached the specified backoff limit  4m
   Failed         True    BackoffLimitExceeded  Job has reached the specified backoff limit  4m
   
   containers (from the pod template):
   container  image         requests             limits
   ---------  ------------  -------------------  --------------------
   migrate    busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi
   

3. 3 llm model turn internal 2.3s · 8.1k tok · $0.0003

   model output — its reasoning, and the tools it asked for

   -> calls list_pods

4. 4 tool list_pods kubernetes 0ms · 1.4 KiB

   arguments

   {"namespace":"hephaisto-chaos","labelSelector":"job-name=c5-badjob"}

   result digest — what the model actually saw

   [step 01a05ef9-6179-794f-935d-207ce1522703] list_pods
   log digest: 12 lines, 1405 bytes
   
   -- notable lines --
   name                                 ready  phase    reason                      restarts  age     node
   -----------------------------------  -----  -------  --------------------------  --------  ------  --------------------
   c1-oomkill-574669c696-b25jv          0/1    Running  CrashLoopBackOff            266       23h30m  lima-rancher-desktop
   c10-faulty-service-7d456f87ff-ft2vt  2/2    Running  -                           0         3m      lima-rancher-desktop
   c2-crashloop-56b6585fd9-4hj9x        0/1    Running  CrashLoopBackOff            5         5m      lima-rancher-desktop
   c3-unschedulable-fd55d4b7c-tpkg7     0/0    Pending  -                           0         5m      -
   
   -- last 12 lines --
   name                                 ready  phase    reason                      restarts  age     node
   -----------------------------------  -----  -------  --------------------------  --------  ------  --------------------
   c1-oomkill-574669c696-b25jv          0/1    Running  CrashLoopBackOff            266       23h30m  lima-rancher-desktop
   c10-faulty-service-7d456f87ff-ft2vt  2/2    Running  -                           0         3m      lima-rancher-desktop
   c2-crashloop-56b6585fd9-4hj9x        0/1    Running  CrashLoopBackOff            5         5m      lima-rancher-desktop
   c3-unschedulable-fd55d4b7c-tpkg7     0/0    Pending  -                           0         5m      -
   c4-imagepull-7fd88fdb68-5n8sf        0/1    Pending  ImagePullBackOff            0         5m      lima-rancher-desktop
   c5-badjob-4bnkv                      0/1    Failed   -                           0         5m      lima-rancher-desktop
   c5-badjob-4qr27                      0/1    Failed   -                           0         4m      lima-rancher-desktop
   c5-badjob-lmbvg                      0/1    Failed   -                           0         5m      lima-rancher-desktop
   c7-configerror-7cd96c86f9-4dlvl      0/1    Pending  CreateContainerConfigError  0         5m      lima-rancher-desktop
   c8-readiness-flap-dd589d77c-6mxdb    0/1    Running  -                           0         5m      lima-rancher-desktop
   

5. 5 llm model turn internal 2.7s · 8.8k tok · $0.0003

   model output — its reasoning, and the tools it asked for

   -> calls get_pod

6. 6 tool get_pod kubernetes 0ms · 856 B

   arguments

   {"name":"c5-badjob-4bnkv","namespace":"hephaisto-chaos"}

   result digest — what the model actually saw

   [step 01a05ef9-6c1c-75b9-8ad5-c9af47153b74] get_pod
   log digest: 16 lines, 856 bytes
   
   -- last 16 lines --
   pod hephaisto-chaos/c5-badjob-4qr27
   phase: Failed  node: lima-rancher-desktop  age: 4m
   
   conditions:
   type                       status  reason     message  since
   -------------------------  ------  ---------  -------  -----
   PodReadyToStartContainers  False   -          -        4m
   Initialized                True    -          -        4m
   Ready                      False   PodFailed  -        4m
   ContainersReady            False   PodFailed  -        4m
   PodScheduled               True    -          -        4m
   
   containers:
   container  ready  state       reason  restarts  last exit  image         requests             limits
   ---------  -----  ----------  ------  --------  ---------  ------------  -------------------  --------------------
   migrate    no     terminated  Error   0         -          busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi
   

7. 7 llm model turn internal 1.5s · 9.1k tok · $0.0003

   model output — its reasoning, and the tools it asked for

   -> calls get_pod_logs

8. 8 tool get_pod_logs kubernetes 0ms · 174 B

   arguments

   {"container":"migrate","name":"c5-badjob-previous","namespace":"hephaisto-chaos","previous":true}

   result digest — what the model actually saw

   [step 01a05ef9-7209-7a8c-863e-389a580fc853] get_pod_logs
   log digest: 1 lines, 174 bytes
   
   -- last 1 lines --
   No output for this call was recorded in cassette 'c5'. This scenario was captured from a different sequence of tool calls; treat it as unknown rather than as an empty result.
   

9. 9 llm model turn internal 2.3s · 9.3k tok · $0.0003

   model output — its reasoning, and the tools it asked for

   -> calls get_pod_logs

10. 10 tool get_pod_logs kubernetes 0ms · 174 B

    arguments

    {"container":"migrate","name":"c5-badjob-4bnkv","namespace":"hephaisto-chaos","previous":false}

    result digest — what the model actually saw

    [step 01a05ef9-7b26-7d45-a444-e25fbb92dd1b] get_pod_logs
    log digest: 1 lines, 174 bytes
    
    -- last 1 lines --
    No output for this call was recorded in cassette 'c5'. This scenario was captured from a different sequence of tool calls; treat it as unknown rather than as an empty result.
    

11. 11 llm model turn internal 3.1s · 9.5k tok · $0.0003

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

12. 12 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4bnkv","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05ef9-872b-7749-b493-6348212ead16] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

13. 13 llm model turn internal 3.8s · 10.2k tok · $0.0003

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

14. 14 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4bnkv","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05ef9-95fa-78e9-a243-1aefa8070286] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

15. 15 llm model turn internal 4.7s · 11.0k tok · $0.0004

    model output — its reasoning, and the tools it asked for

    -> calls get_workload

16. 16 tool get_workload kubernetes 0ms · 734 B

    arguments

    {"kind":"Job","name":"c5-badjob","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05ef9-a82e-7ab6-b523-a90226259ed0] get_workload
    log digest: 14 lines, 734 bytes
    
    -- last 14 lines --
    Job hephaisto-chaos/c5-badjob  age 5m
    completions=1 parallelism=1 backoffLimit=2
    status: active=0 succeeded=0 failed=3
    
    conditions:
    type           status  reason                message                                      since
    -------------  ------  --------------------  -------------------------------------------  -----
    FailureTarget  True    BackoffLimitExceeded  Job has reached the specified backoff limit  4m
    Failed         True    BackoffLimitExceeded  Job has reached the specified backoff limit  4m
    
    containers (from the pod template):
    container  image         requests             limits
    ---------  ------------  -------------------  --------------------
    migrate    busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi
    

17. 17 llm model turn internal 2.8s · 11.2k tok · $0.0004

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

18. 18 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05ef9-b33f-7422-b5a7-9a4b417d6cf3] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

19. 19 llm model turn internal 4.0s · 12.0k tok · $0.0004

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

20. 20 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05ef9-c310-703c-a962-098e9ebee393] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

21. 21 llm model turn internal 3.6s · 12.8k tok · $0.0004

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

22. 22 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05ef9-d13e-74a3-abbd-d4bacee1ed07] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

23. 23 llm model turn internal 7.9s · 13.8k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls get_events

24. 24 tool get_events kubernetes 0ms · 579 B

    arguments

    {"namespace":"hephaisto-chaos","objectName":"c5-badjob"}

    result digest — what the model actually saw

    [step 01a05ef9-f045-7915-9b9e-b1791ba12df1] get_events
    log digest: 6 lines, 579 bytes
    
    -- last 6 lines --
    type     reason                count  objects        first  last  message
    -------  --------------------  -----  -------------  -----  ----  -------------------------------------------
    Warning  BackoffLimitExceeded  1      Job/c5-badjob  4m     4m    Job has reached the specified backoff limit
    Normal   SuccessfulCreate      1      Job/c5-badjob  4m     4m    Created pod: c5-badjob-4qr27
    Normal   SuccessfulCreate      1      Job/c5-badjob  5m     5m    Created pod: c5-badjob-lmbvg
    Normal   SuccessfulCreate      1      Job/c5-badjob  5m     5m    Created pod: c5-badjob-4bnkv
    

25. 25 llm model turn internal 4.2s · 13.9k tok · $0.0004

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

26. 26 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-00ba-7ddf-8ad9-e34f539c9cf2] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

27. 27 llm model turn internal 4.5s · 14.6k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

28. 28 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-127b-7e63-9184-193904dab9d1] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

29. 29 llm model turn internal 8.5s · 15.6k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

30. 30 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-33be-78fd-b51d-1c9c32ffe1e4] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

31. 31 llm model turn internal 6.0s · 16.2k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls get_pod

32. 32 tool get_pod kubernetes 0ms · 856 B

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-4b33-72f0-98f4-59def4c77e89] get_pod
    log digest: 16 lines, 856 bytes
    
    -- last 16 lines --
    pod hephaisto-chaos/c5-badjob-4qr27
    phase: Failed  node: lima-rancher-desktop  age: 4m
    
    conditions:
    type                       status  reason     message  since
    -------------------------  ------  ---------  -------  -----
    PodReadyToStartContainers  False   -          -        4m
    Initialized                True    -          -        4m
    Ready                      False   PodFailed  -        4m
    ContainersReady            False   PodFailed  -        4m
    PodScheduled               True    -          -        4m
    
    containers:
    container  ready  state       reason  restarts  last exit  image         requests             limits
    ---------  -----  ----------  ------  --------  ---------  ------------  -------------------  --------------------
    migrate    no     terminated  Error   0         -          busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi
    

33. 33 llm model turn internal 4.7s · 16.5k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

34. 34 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-5db0-7840-8433-19b137dbd3c4] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

35. 35 llm model turn internal 5.2s · 17.2k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls describe_pod

36. 36 tool describe_pod kubernetes 0ms · 4.9 KiB ~ truncated

    arguments

    {"name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-71d4-76b9-a529-26581129eb3f] describe_pod
    log digest: 172 lines, 4981 bytes
    
    -- repeated patterns --
    x7 [#41 .. #160]         cpu: 100m
    x6 [#97 .. #152]     observedGeneration: 1
    x5 [#45 .. #163]         memory: 16Mi
    x3 [#39 .. #158]     resources:
    x3 [#40 .. #159]       limits:
    x3 [#42 .. #161]         memory: 64Mi
    x3 [#43 .. #162]       requests:
    x3 [#98 .. #112]     status: "False"
    x2 [#1 .. #88] apiVersion: v1
    x2 [#23 .. #24]     uid: a1a41604-9323-4d94-a632-1a3940c21d09
    
    -- last 40 lines --
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    
    [truncated: 122 of 172 lines omitted]
    

    raw result — the untruncated tool output (4.8 KiB)

    apiVersion: v1
    kind: Pod
    metadata:
      creationTimestamp: "2026-08-29T13:50:47Z"
      generateName: c5-badjob-
      generation: 1
      labels:
        app.kubernetes.io/name: c5-badjob
        batch.kubernetes.io/controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        batch.kubernetes.io/job-name: c5-badjob
        controller-uid: a1a41604-9323-4d94-a632-1a3940c21d09
        hephaisto.chaos/fault: badjob
        hephaisto.chaos/scenario: c5
        job-name: c5-badjob
      name: c5-badjob-4qr27
      namespace: hephaisto-chaos
      ownerReferences:
      - apiVersion: batch/v1
        kind: Job
        blockOwnerDeletion: true
        controller: true
        name: c5-badjob
        uid: a1a41604-9323-4d94-a632-1a3940c21d09
      uid: fbd5fc45-6d27-477b-b31f-f4a063825edb
    spec:
      containers:
      - args:
        - |
          echo "INFO: starting schema migration"
          sleep 2
          echo "ERROR: migration step 4 failed: relation \"tenants\" does not exist"
          exit 3
        command:
        - /bin/sh
        - -c
        image: busybox:1.37
        imagePullPolicy: IfNotPresent
        name: migrate
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        terminationMessagePath: /dev/termination-log
        terminationMessagePolicy: File
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
      dnsPolicy: ClusterFirst
      enableServiceLinks: true
      nodeName: lima-rancher-desktop
      preemptionPolicy: PreemptLowerPriority
      priority: 0
      restartPolicy: Never
      schedulerName: default-scheduler
      securityContext: {}
      serviceAccount: default
      serviceAccountName: default
      terminationGracePeriodSeconds: 1
      tolerations:
      - effect: NoExecute
        key: node.kubernetes.io/not-ready
        operator: Exists
        tolerationSeconds: 300
      - effect: NoExecute
        key: node.kubernetes.io/unreachable
        operator: Exists
        tolerationSeconds: 300
      volumes:
      - name: kube-api-access-kzvcp
        projected:
          defaultMode: 420
          sources:
          - serviceAccountToken:
              expirationSeconds: 3607
              path: token
          - configMap:
              items:
              - key: ca.crt
                path: ca.crt
              name: kube-root-ca.crt
          - downwardAPI:
              items:
              - fieldRef:
                  apiVersion: v1
                  fieldPath: metadata.namespace
                path: namespace
    status:
      allocatedResources:
        cpu: 10m
        memory: 16Mi
      conditions:
      - lastTransitionTime: "2026-08-29T13:50:51Z"
        observedGeneration: 1
        status: "False"
        type: PodReadyToStartContainers
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: Initialized
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: Ready
      - lastTransitionTime: "2026-08-29T13:50:50Z"
        observedGeneration: 1
        reason: PodFailed
        status: "False"
        type: ContainersReady
      - lastTransitionTime: "2026-08-29T13:50:47Z"
        observedGeneration: 1
        status: "True"
        type: PodScheduled
      containerStatuses:
      - allocatedResources:
          cpu: 10m
          memory: 16Mi
        containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
        image: busybox:1.37
        imageID: docker-pullable://busybox@sha256:9db7b59979c38555a39def84a31fb98b5296952f9e3afd4f6f11f05b07adfab0
        lastState: {}
        name: migrate
        ready: false
        resources:
          limits:
            cpu: 100m
            memory: 64Mi
          requests:
            cpu: 10m
            memory: 16Mi
        restartCount: 0
        started: false
        state:
          terminated:
            containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134
            exitCode: 3
            finishedAt: "2026-08-29T13:50:49Z"
            reason: Error
            startedAt: "2026-08-29T13:50:47Z"
        volumeMounts:
        - mountPath: /var/run/secrets/kubernetes.io/serviceaccount
          name: kube-api-access-kzvcp
          readOnly: true
          recursiveReadOnly: Disabled
      hostIP: 0.0.0.0
      hostIPs:
      - ip: 0.0.0.0
      observedGeneration: 1
      phase: Failed
      podIP: 0.0.0.0
      podIPs:
      - ip: 0.0.0.0
      qosClass: Burstable
      resources:
        limits:
          cpu: 100m
          memory: 64Mi
        requests:
          memory: 16Mi
      startTime: "2026-08-29T13:50:47Z"
    
    events for this pod:
    type    reason     count  objects              first  last  message
    ------  ---------  -----  -------------------  -----  ----  ----------------------------------------------------------------------------------------
    Normal  Scheduled  1      Pod/c5-badjob-4qr27  4m     4m    Successfully assigned hephaisto-chaos/c5-badjob-4qr27 to lima-rancher-desktop
    Normal  Pulled     1      Pod/c5-badjob-4qr27  4m     4m    Container image "busybox:1.37" already present on machine and can be accessed by the pod
    Normal  Created    1      Pod/c5-badjob-4qr27  4m     4m    Container created
    Normal  Started    1      Pod/c5-badjob-4qr27  4m     4m    Container started
    

37. 37 llm model turn internal 8.9s · 18.2k tok · $0.0006

    model output — its reasoning, and the tools it asked for

    -> calls who_owns

38. 38 tool who_owns kubernetes 0ms · 233 B

    arguments

    {"kind":"Pod","name":"c5-badjob-4qr27","namespace":"hephaisto-chaos"}

    result digest — what the model actually saw

    [step 01a05efa-947d-7f06-b997-02f9cad6e240] who_owns
    log digest: 3 lines, 233 bytes
    
    -- last 3 lines --
    ownership chain: Job/c5-badjob
    top-level controller: Job/c5-badjob (it has no controller)
    Reason about the top-level controller. Pod names change on every restart, so a conclusion keyed on one is stale as soon as the pod is replaced.
    

39. 39 llm model turn internal 19.6s · 19.1k tok · $0.0007

    model output — its reasoning, and the tools it asked for

    **Findings**
    
    | step_id | excerpt |
    |---------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
    | 01a05efa-4b33-72f0-98f4-59def4c77e89 | `container  ready  state       reason  restarts  last exit  image         requests             limits`<br>`migrate    no     terminated  Error   0         -          busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi` |
    | 01a05efa-4b33-72f0-98f4-59def4c77e89 | `state:`<br>`terminated:`<br>`containerID: docker://ddf48a42bc23b2dee3a7e1fb873109fd4a39380c8170fe6fdab925a51c2c0134`<br>`exitCode: 3`<br>`finishedAt: "2026-08-29T13:50:49Z"`<br>`reason: Error` |
    | 01a05efa-f045-7915-9b9e-b1791ba12df1 | `type     reason                count  objects        first  last  message`<br>`Warning  BackoffLimitExceeded  1      Job/c5-badjob  4m     4m    Job has reached the specified backoff limit` |
    | 01a05efa-947d-7f06-b997-02f9cad6e240 | `ownership chain: Job/c5-badjob`<br>`top-level controller: Job/c5-badjob (it has no controller)` |
    
    **Primary finding**
    
    - **Category:** `application`
    - **Hypothesis:** The Job’s container (`busybox:1.37`) exits with status code 3, indicating an application‑level error in the command or script defined for the Job. This non‑zero exit causes each pod to terminate with `reason: Error`, leading the Job controller to retry until the `backoffLimit` (2) is exceeded, after which the Job is marked failed.
    - **Confidence:** 0.93
    
    **Summary**
    
    The Job `c5-badjob` never succeeded because its sole container terminates immediately with exit code 3 (`reason: Error`). There are no signs of resource exhaustion, image pull problems, scheduling failures, or probe issues—limits are ample and the pod reaches the *Started* event before failing. The repeated non‑zero exit is an application‑level failure; once the backoff limit is hit, Kubernetes marks the Job as failed, which generated the alert. Fixing the command/script inside the Job (or its arguments) to return a zero exit code will resolve the issue.

40. 40 llm model turn internal 37.6s · 14.5k tok · $0.0006

    model output — its reasoning, and the tools it asked for

    -> calls conclude

41. 41 tool conclude internal 0ms · 129 B x failed

    x The arguments dictionary is missing a value for the required parameter 'request'. (Parameter 'arguments')

    arguments

    {"findings":[{"category":"application","confidence":0.93,"evidence":[{"excerpt":"migrate    no     terminated  Error   0         -          busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi","step_id":"01a05efa-4b33-72f0-98f4-59def4c77e89"},{"excerpt":"exitCode: 3","step_id":"01a05efa-5db0-7840-8433-19b137dbd3c4"},{"excerpt":"Warning  BackoffLimitExceeded  1      Job/c5-badjob  4m     4m    Job has reached the specified backoff limit","step_id":"01a05efa-f045-7915-9b9e-b1791ba12df1"},{"excerpt":"ownership chain: Job/c5-badjob","step_id":"01a05efa-947d-7f06-b997-02f9cad6e240"}],"hypothesis":"The Job\u0027s container exits with a non\u2011zero status (exit code\u202F3) causing the pod to terminate with reason Error; repeated failures exhaust the backoffLimit and mark the Job failed."}],"summary":"c5-badjob fails because its only container (busybox:1.37) exits with code\u202F3, producing a pod termination reason \u0027Error\u0027. The Job controller retries until the backoffLimit is hit, then marks the Job failed. Fix the command/script so it returns exit\u00A00."}

    result digest — what the model actually saw

    [step 01a05efb-73b9-71a4-89a8-22687383dfd1] conclude
    log digest: 1 lines, 129 bytes
    
    -- last 1 lines --
    ERROR: conclude failed: The arguments dictionary is missing a value for the required parameter 'request'. (Parameter 'arguments')
    

42. 42 llm model turn internal 7.5s · 14.3k tok · $0.0005

    model output — its reasoning, and the tools it asked for

    -> calls conclude

43. 43 tool conclude internal 0ms · 141 B

    arguments

    {"request":{"findings":[{"category":"application","confidence":0.93,"evidence":[{"excerpt":"migrate    no     terminated  Error   0         -          busybox:1.37  cpu=10m,memory=16Mi  cpu=100m,memory=64Mi","step_id":"01a05efa-4b33-72f0-98f4-59def4c77e89"},{"excerpt":"exitCode: 3","step_id":"01a05efa-5db0-7840-8433-19b137dbd3c4"},{"excerpt":"Warning  BackoffLimitExceeded  1      Job/c5-badjob  4m     4m    Job has reached the specified backoff limit","step_id":"01a05efa-f045-7915-9b9e-b1791ba12df1"},{"excerpt":"ownership chain: Job/c5-badjob","step_id":"01a05efa-947d-7f06-b997-02f9cad6e240"}],"hypothesis":"The Job\u0027s container exits with a non\u2011zero status (exit code\u202F3) causing the pod to terminate with reason Error; repeated failures exhaust the backoffLimit and mark the Job failed."}],"summary":"c5-badjob fails because its only container (busybox:1.37) exits with code\u202F3, producing a pod termination reason \u0027Error\u0027. The Job controller retries until the backoffLimit is hit, then marks the Job failed. Fix the command/script so it returns exit\u00A00."}}

    result digest — what the model actually saw

    [step 01a05efb-90f3-7dae-af45-31ad21768c08] conclude
    log digest: 1 lines, 141 bytes
    
    -- last 1 lines --
    Conclusion recorded. Your citations are now checked against what the tools actually returned; any that do not match are discarded. Stop here.
    

44. 44 llm model turn internal 6.9s · 2.9k tok · $0.0001

    model output — its reasoning, and the tools it asked for

    {
      "summary": "The Job c5-badjob fails because its container exits with code 3, a problem in the command/script that must be corrected by updating the Job spec. This is not a pod‑scoped transient state; it requires a human to fix the configuration.",
      "no_action_required": true,
      "actions": []
    }

findings 1

plan

The Job c5-badjob fails because its container exits with code 3, a problem in the command/script that must be corrected by updating the Job spec. This is not a pod‑scoped transient state; it requires a human to fix the configuration.

No action was proposed. The planner set no_action_required — which is the expected outcome for most incidents, and what the planning prompt tells it to default to.