AI Concept Tutor & Troubleshooter
Podex integrates LLMs directly as interactive diagnostic troubleshooters and learning companions.
Concept Tutor
Ask "What is a Service?" and get:
- Clear, beginner-friendly explanations
- Real-world analogies (e.g. "A Service is like a receptionist who directs calls")
- Why the resource exists
- Common gotchas and pitfalls
Log Troubleshooter
When a pod is crashing, the AI Investigator can:
- Fetch the pod status, container configs, event timeline, and recent logs
- Formulate a structured diagnosis report:
- Diagnosis status: healthy, degraded, or critical
- Root cause explanation in plain language
- Evidence list bullet points of what was found
- Suggested fix actionable resolution steps
- Beginner analogy why it happened, in simple terms
Supported Providers
- Google Gemini via
google-generativeai SDK
- OpenAI via
openai SDK (also supports custom endpoints)
- Mock Fallback built-in sandbox providers that work offline without API keys, returning pre-compiled responses for testing