These are labs. Not quizzes.
Investigate synthetic telemetry, inspect evidence, form a root-cause hypothesis, apply mitigations and verify recovery. No company data leaves your browser.
Production-style environments
Every organization, metric, log and event is synthetic.
TTFT War Room
Restore interactive latency without hiding the underlying capacity problem.
GPU OOM Recovery
Stabilize the serving pool and prevent repeated worker crashes.
Provider Failover Under Pressure
Maintain service during a primary provider incident without creating a fallback outage.
RAG Quality Regression
Restore grounded answer quality after an ingestion rollout.
Agent Loop Containment
Stop runaway autonomous execution and recover task completion.
Indirect Prompt Injection Defense
Contain a retrieved-content attack without relying on a stronger prompt.
Cross-Tenant RAG Exposure
Stop unauthorized retrieval and determine how the boundary failed.
MCP Server Quarantine
Respond to an unexpected tool appearing on a trusted shared MCP server.
Secure Agent Design Studio
Design an operations agent that can diagnose incidents and perform one narrowly scoped remediation.
Multi-Provider Platform Studio
Replace eight inconsistent provider integrations with a reusable enterprise model-access layer.
High-Risk Intake Board
Turn an urgent AI request into a governed pilot without blocking useful learning.
Production AI Incident Capstone
Stabilize a customer AI platform showing simultaneous latency, cost and answer-quality symptoms.
Practice on our data, not yours.
No uploads, credentials, logs, architecture files or company documents are required. Progress is stored only in your browser.