aisystemmaster

Personal roadmap and reference library for becoming an AI Systems Engineer for regulated European industries by September 2027. Covers 10 engineering disciplines, 3 flagship project blueprints, and a production-readiness methodology applied to the andrelair-platform sovereign Kubernetes stack.

Live docs: https://andrelair-platform.github.io/aisystemmaster/

Platform docs: https://andrelair-platform.github.io/minicloud-platform-docs/

---

What's here

Directory	Content
AI_Systems_Engineer_Playbook.md	Master career roadmap — 10 pillars, market demand, interview readiness, monetization path
corpus-engineering.md	Acquisition, OCR, chunking, deduplication, delta indexing
model-selection.md	12 model categories, decision framework, trade-off matrix
llmops.md	Prompt versioning, canary releases, inference servers, cost engineering
ai-security-red-teaming.md	OWASP LLM Top 10, attack taxonomy, Garak/PyRIT, mitigation by layer
mcp.md	stdio vs SSE transports, tool schemas, auth patterns
cicd.md	GitHub Actions AI pipeline, eval in CI, Docker, golden sets
kubernetes-gitops.md	ArgoCD App-of-Apps, Kustomize, GPU scheduling, k3s sovereign
enterprise-security.md	IAM, multi-tenant RBAC, Vault dynamic secrets, DLP, Cosign/SBOM
reliability-engineering.md	HA patterns, DR runbook, SLO/SLA, incident management
compliance-governance.md	DPIA, AI Act, data retention, audit log architecture
project1-enterprise-knowledge-platform.md	RAG at scale, eval CI, observability
project2-workflow-automation-platform.md	Agent orchestration, MCP, human-in-the-loop
project3-insurance-compliance-copilot.md	Sovereign stack, AI Act controls, audit lineage
website/	Docusaurus 3.10.0 — published to GitHub Pages

The six benchmark numbers

Every flagship project publishes these with full methodology:

1. Groundedness rate (%)
2. Citation accuracy (%)
3. Refusal rate on out-of-scope (%)
4. p50 / p95 / p99 latency (ms)
5. Cost per resolved query (€)
6. Hallucination rate on adversarial set (%)

Platform

Projects run on andrelair-platform — a 5-node bare-metal Kubernetes cluster (k3s + ArgoCD + Harbor + Vault + Authentik + Longhorn) simulating the IS of a French B2B insurer.

License

MIT — André Kanmegne