Home | Responsible AI Architect

Career Roadmaps

Two Development Plans

Choose the roadmap that fits your pace: the original 36-week plan or the execution-focused v4 26-week model.

🛡️ Open AI Security Professional (9 meses)🧭 Open Learning Plan v4 (26 semanas)📊 Weekly Tracker ✅ Checkpoint Gates

Quick Access

Jump to a Challenge

The Hallucination Audit

Financial analyst agent fabricates board report figures — PostToolUse hooks, structured error contracts

📂 Agentic Reliability

Context Rot at Scale

Clinical decision agent loses accuracy after 3 turns — context budgeting, scratchpad patterns

📂 Agentic Reliability

The Verifiable Orchestrator

Regulator demands audit trail for every AI-generated figure — TRACE pattern, DuckDB, FINRA

📂 Agentic Reliability

Semantic Control & Business Rules

Agent uses stale 2023 index composition — MCP concept registry, temporal grounding

📂 Agentic Reliability

Patient Data Never Leaves the VNet

Deploy an AI agent inside a hospital VNet — private endpoints, HIPAA, data residency

📂 Azure AI Foundry

Agent Hallucinating 20% of the Time

Production agent hallucination rate spiking — guardrails, evaluation, monitoring

📂 Azure AI Foundry

EU AI Inventory in 30 Days

EU regulator demands full AI system inventory — Purview AI Hub, classification

📂 Responsible AI

Shadow AI Detection

Discover unsanctioned AI usage across the org — Purview AI Hub governance

📂 Responsible AI

Skill Tracks

Enterprise AI Architecture

Every track is built from real customer problems — not lab exercises or exam memorization. Actual production architecture decisions with code, break-and-fix exercises, and knowledge checks.

🤖Skill Track

Azure AI Foundry + Hosted Agents

Production-grade labs: data residency, agent hallucinations, multi-agent security, and enterprise-scale AI orchestration.

FoundryAgentsEnterpriseMulti-Agent

🏆 5 challengesExplore Track →

⚖️Skill Track

Responsible AI & Governance

RAI Standard v2, Purview AI Hub, Azure AI Content Safety, PyRIT red teaming, EU AI Act & NIST RMF compliance.

GovernanceComplianceEU AI ActRed Teaming

🏆 3 challengesExplore Track →

🔬Skill Track

Agentic Reliability

The 5 failure modes that kill AI agents in production. Build defenses against hallucination, context rot, math gaps, intelligence degradation, and semantic drift.

ProductionHallucinationTRACEFINRA

🏆 4 challengesExplore Track →

Challenges in this track

The Hallucination Audit

Financial analyst agent fabricates board report figures

Context Rot at Scale

Clinical decision agent degrades after 3 turns

The Verifiable Orchestrator

Regulator demands audit trail for every AI figure

Semantic Control

Agent uses stale 2023 index composition

Certifications