SignalForge
Op
Operator priorities
3 ranked actions
01

Fix the payments-api pod instability by checking pod logs/events, resolving the CrashLoopBackOff, and confirming the Deployment can bring up healthy replicas in the payments namespace.

02

Address the AKS memory scheduling constraint by reviewing node pool capacity and the payments-api resource requests so pods can be scheduled and the rollout can complete.

03

Harden the Deployment spec by adding seccompProfile.type: RuntimeDefault and then verify the rollout converges to 4 ready replicas with observedGeneration matching the latest spec.

Kubernetes namespace
cluster:aks-payments-prod:namespace:payments
Hostname snapshot: aks-payments-prod · Kubernetes (aks)
Artifact family
Kubernetes bundle
kubernetes-bundle
Source
api
Mar 27, 01:19 AM
Artifact source
Not recorded
Collector
signalforge-collectors
phase9-rollout
Target ID
cluster:aks-payments-prod:namespace:payments
Collected at
Mar 27, 01:20 AM
Findings
5
2
high
3
medium
Run status
complete
Analysis completed successfully for this artifact snapshot.
Primary operator signal

Cluster Capacity Snapshot

Quantitative node-capacity signals and scheduling headroom captured directly from the Kubernetes bundle.

Needs action
Scope
Namespace payments
aks-payments-prod
Peak memory
0.0%
No node above 80%
Peak CPU
0.0%
Scheduling warnings present
Node pressure
0
Nodes with NotReady or pressure conditions
Operator summary

Cluster Guardrails

Autoscaling, disruption, quota, and namespace-default coverage that changes how operators should interpret capacity signals.

Stable context
HPAs
0
No HPA objects captured
Blocked PDBs
0
PDBs with zero allowed disruptions
Quota pressure
0
Quota resources at or above 90%
LimitRange coverage
0/0
Namespaces with default limits and requests
Pending claims
0
PersistentVolumeClaims still pending
Operator summary

Workload Instability

Short, operator-oriented callouts for scheduling, rollout, and failing-workload evidence.

Needs action
Scheduling pressure
0/3 nodes are available: 3 Insufficient memory.
Scheduling pressure
2 warning events captured in the bundle.
Deployment payments/payments-api
Ready 1/4, unavailable 3, observed generation 6 of 7.
Operator summary

Run Health Summary

A compact operator view of severity and signal distribution before you drop into detailed findings.

Needs action
Critical + high
2
Needs operator attention
Instability & pressure
4
Operational signal count
Identity & access
1
RBAC, tokens, service accounts, secrets
Exposure
0
Public reachability and listener posture
Findings table controls

Filter the findings table by signal or severity while keeping the current visible count in view.

5 of 5 visible·All signal buckets·All severities
Filter by signal
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Detailed review

Findings

5 findings
Analysis narrative
Full narrative summary

Expanded explanation for operators who want the model summary after reviewing the findings table.

▼
  • The payments namespace is experiencing deployment instability: the main workload is crash-looping and only 1 of 4 desired replicas is ready.
  • Scheduling pressure is affecting the namespace, with repeated FailedScheduling events due to insufficient node memory, which can block rollout completion and service availability.
  • The rollout controller is behind the desired spec generation, so the cluster has not fully reconciled the latest Deployment state.
  • The workload security posture is reasonably strong in-process (non-root, no privilege escalation, read-only root filesystem, token automount disabled), but it is missing a RuntimeDefault seccomp profile.
  • Overall, this looks like an availability and rollout health issue in AKS/payments rather than an immediate exposure issue, but it needs cluster- and namespace-level remediation quickly.

Run Metadata

Identity
Run ID
8295c27f
Artifact family
Kubernetes bundle
Normalized UTF-8 JSON manifest containing Kubernetes workload, exposure, RBAC, and status evidence.
Source type
API submit
api
Target ID
cluster:aks-payments-prod:namespace:payments
Collection
Collector
signalforge-collectors
Collector version
phase9-rollout
Collected at
Mar 27, 01:20 AM
Analysis
Model
gpt-5.4-mini
Analysis time
10.4s
Tokens used
3,489

Environment Context

Target Host
aks-payments-prodKubernetes (aks)
Kernel
namespace:payments
Uptime
unknown