Open-source AWS Kubernetes AI SRE platform for automated incident response, continuous compliance evidence, Elasticsearch-to-VictoriaLogs migration, OpenTelemetry observability, security automation, SLO KPIs, and cloud unit economics.
This project connects AWS and Amazon EKS telemetry, Kubernetes reliability, governed AI incident investigation, compliance evidence, observability migration, and FinOps in one decision model.
Maturity: v0.1 is an offline reference implementation using a synthetic controlled-test scenario. It does not connect to or modify live infrastructure.
SRE, security, GRC, and FinOps teams frequently measure the same infrastructure through disconnected systems. The result is duplicated evidence work, migrations that lack detection-parity gates, AI automation without clear authority, and cost reports that omit reliability and compliance requirements.
Kubernetes AI SRE Platform provides a shared evidence and economics layer:
AWS + EKS + Kubernetes
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OpenTelemetry
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Elasticsearch-compatible source ---- VictoriaLogs target
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+-------- migration assurance -----+
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evidence and KPI graph
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AI SRE GRC FinOps
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engineering and executive decisions
python -m kube_ai_sre.cli \ scenarios/deployment-auth-regression.json \ --output kubernetes-ai-sre-report.json
Run the tests:
python -m unittest discover -s tests -v
The scenario models an EKS deployment authorization regression, an SLO burn, dual-write observability validation, an unsafe AI action attempt, an approved rollback, evidence refresh, and a migration business case.
- At least 99.9% ingestion parity
- 100% required-field preservation
- 100% parity for tested material detections
- 100% compliance-evidence stream continuity
- Zero unauthorized AI actions executed
- Successful rollback validation
- Positive verified monthly run-rate savings
The report calculates reliability, migration, AI-agent safety, GRC evidence, and unit-economic metrics. See:
- OpenTelemetry dual-write configuration
- Elasticsearch-compatible source exporter
- VictoriaLogs OTLP target exporter
- Safety-first Helm values with live actions disabled
- Synthetic incident and migration fixture
- CI-generated evidence report
This repository addresses AWS Kubernetes monitoring, Kubernetes AI, AI for site reliability engineering, EKS audit logs, AI incident response, continuous compliance monitoring, Elasticsearch-to-VictoriaLogs migration, VictoriaLogs on Kubernetes, OpenTelemetry logs, cloud observability cost optimization, security automation, and Kubernetes FinOps.
- Live read-only AWS CloudTrail, Config, Security Hub and EKS audit collectors.
- OpenTelemetry evidence schema and VictoriaLogs query-parity runner.
- Kubernetes change-risk and rollback simulation.
- Compliance-platform and OSCAL exporters.
- Policy-gated AI investigator with approval receipts.
- Grafana engineering and executive dashboards.
- Signed evidence reports, SBOM, provenance and public benchmark corpus.
Apache-2.0.