AI-Augmented Delivery + Allianz AI Engineering Academy
Delivery model je sám o sebe strategický diferenciátor. Disclosure-first 2-tier policy pre AI-asistovaný vývoj, embedded mentorship pre 3-5 internal Allianz devs a 12-mesačný akademický program — všetko paralelne s Phase 1 buildom.
Disclosure-first metodika, AT-acceptable od Day 1
Dva tiery podľa data sensitivity a environment exposure. Tier 1 ide na full AI assistance v izolovanom greenfield prostredí, Tier 2 obmedzuje AI assist v produkčne zladených cestách. Každý PR je explicitne označený “AI-assisted” tagom.
| Tier | Environment | AI assistance level | Controls |
|---|---|---|---|
| Tier 1 | Greenfield, syntetické dáta, izolovaný dev environment | Full AI assistance — Claude Code, agent workflows, code generation | Štandardné SAST/DAST; AI-specific scans (OWASP Top 10 LLMs); SBOM tracking |
| Tier 2 | Prod-aligned, reálne dáta, staging/prod | Restricted AI assistance — read-only analysis, žiadny code-gen s prod secrets | Mandatory human review každej AI-suggested zmeny; audit log; žiadne prod customer PII v Anthropic kontexte |
Hard rules — zakázané
× Žiadne produkčné secrets v Anthropic kontexte (env files, API keys, customer credentials)
× Žiadne customer PII v dev/test dátach pokiaľ DPO neschváli + nedôjde k syntetickej transformácii
Hard rules — vyžadované
✓ Všetok AI-generated kód prechádza PR review s explicitným “AI-assisted” tagom
✓ Týždenný review AI-generated PR-s tech leadom, mesačný audit log review
Otvorenie dokumentu, ktoré predíde každej AT objection
Transparentné pomenovanie metodiky predtým, než ju AT auditor objaví. Existing Group contract ako legitimitný anchor, two-tier policy ako merateľná control surface, upskilling ako Allianz value-capture mechanizmus.
“This delivery uses Anthropic Claude as a development accelerator, leveraging the same enterprise contract that Allianz Group already maintains for production use cases. Our methodology applies a two-tier policy […]. This methodology is also the upskilling vehicle: every embedded Allianz developer learns AI-augmented development patterns alongside us, becoming Allianz’s first cohort of AI engineers.”
Prečo toto framing funguje
Existing contract anchor — žiadny nový procurement, žiadna nová vendor risk surface
Two-tier policy — merateľná, auditovateľná methodology, nie hand-wavy “we use AI”
Upskilling vehicle — Allianz captures the capability, nie iba deliverable
First cohort — Allianz SK ako pilot pre Group-wide AI engineering capability
12-mesačný embedded curriculum pre 3-5 internal devs
Akademický program nie je sidebar workshop — je integrálna súčasť delivery teamu. Allianz devs sú embedded v Phase 1 build cohorte, učia sa kontinuálne, capstone projekt buduje reálnu Phase 2/3 feature.
Allianz AI Engineering Academy — 12-mesačný program
12-mesačný curriculum pre embedded internal AI champions. Cieľ: 3-5 certifikovaných Allianz AI inžinierov po Phase 1.
12 modulov, ~1 mesiac každý
AI Engineering fundamentals
LLM basics, prompt engineering, eval-driven development
Anthropic Claude in production
API patterns, prompt caching, streaming, error handling
MCP development
Building MCP serverov, tool design, debugging, ecosystem
Multi-model orchestration
Model selection, routing, failover, cost optimization
RAG + Vector stores
Embeddings, retrieval patterns, hybrid search, chunking
Agentic patterns
Tool use, planning, ReAct, multi-step reasoning
AI safety & guardrails
Input/output validation, hallucination detection, jailbreak prevention
AI observability
Tracing, eval pipelines, model performance monitoring
AI cost engineering
Prompt caching mastery, batch inference, model tiering
AI red-teaming
Adversarial testing, prompt injection, OWASP Top 10 LLMs
AI compliance
EU AI Act, GDPR + AI, audit trails
Capstone project
Independent build of a Phase 2/3 feature
3-5 certifikovaní AI champions
Internal Allianz devs s preukázanou competency cez modul-end assessment + capstone delivery.
Patterns library
Dokumentované AI engineering patterns špecifické pre Allianz SK domain a tech stack.
Internal AI playbook
Allianz SK-specific playbook reusable pre future projekty (Group, regionálne, sektorové).
8-13 ľudí v Phase 1 build cohorte, ramp-down do steady state
Tím composition je zámerne hybridný od Day 1 — embedded Allianz devs nie sú observers, sú co-builders. Operations transition je explicitne plánovaná: 3-6 mesiacov hyper-care, potom ramp-down do steady-state ops handover v 24-36 mesačnom horizonte.
Náš tím
- Architect / tech lead (1) — alignment s odporúčanou architektúrou, AT liaison
- Senior full-stack devs (2-3) — multi-tier infra + sidecar SPA
- AI engineer (1) — MCP servers, agentic patterns, prompt engineering
- Data engineer (1) — DWH adapter, C360 pipeline, vector store
- DevOps / platform (1) — Azure landing zone, CI/CD, observability
Allianz embedded
- Internal devs (2-3) — Academy cohort, full participate v build
- Internal AI engineer trainee (1) — vlastný capstone modul 12
- Internal data analyst (1) — DWH/C360 domain expert, validuje schemu
- Optional: AT architect liaison (0-1) — pre kontinuálny architecture review
Operations transition recap
Operations model je detailne pokrytý v Architecture sekcii (3.4). Krátky recap pre delivery context:
Phase 1 build → 8 mesiacov — full delivery team, embedded Allianz cohort v Academy
Hyper-care → 3-6 mesiacov — post go-live stabilizácia, run-book handover, on-call rotácia
Steady-state handover → 24-36 mesiacov ramp-down — postupný transfer ku internal Allianz tímu (alebo AT shared services), naša rola sa redukuje na advisory + Phase 2/3 build
Exit-ready — patterns library + playbook + 3-5 certified champions = Allianz nie je vendor-locked
AI-Augmented Delivery + Academy program nie je marketingový dodatok. Je to štrukturálny mechanizmus, ako Allianz capture-ne capability, nie len deliverable — a ako my dokážeme AT, že sme architektonicky aj eticky aligned partner, nie nezávislý vendor.