Build an AI incident response agent: Alertmanager webhooks, live Prometheus context, ChromaDB runbook RAG, and an Ollama LLM that posts to Slack.
This project builds an AI incident response agent for Kubernetes.
This milestone creates the project layout, installs the pinned dependencies, writes three sample runbooks in a format the indexer can split by...
This milestone splits each runbook into one chunk per ## section, converts the chunks to vectors with a sentence-transformers model, and stores them...
This milestone adds a retriever that returns the closest runbook sections for an alert, and returns nothing when no runbook is close enough.
This milestone collects live CPU, memory, HTTP, pod and event data for the affected service, and validates names taken from alert labels before using...
This milestone builds the agent core: it gathers context, retrieves runbooks, prompts the Ollama model for a four-part diagnosis, and flags risky...
This project builds an AI incident response agent for Kubernetes.
This milestone creates the project layout, installs the pinned dependencies, writes three sample runbooks in a format...
This milestone splits each runbook into one chunk per ## section, converts the chunks to vectors with a...
This milestone adds a retriever that returns the closest runbook sections for an alert, and returns nothing when no...
This milestone collects live CPU, memory, HTTP, pod and event data for the affected service, and validates names taken...
This milestone builds the agent core: it gathers context, retrieves runbooks, prompts the Ollama model for a four-part...
This milestone adds the Slack notifier and the FastAPI webhook receiver, with optional token auth, de-duplication and a...
This milestone runs the agent locally, sends it simulated alerts, connects Alertmanager, and measures retrieval...
This milestone builds the agent image, applies read-only RBAC, deploys Ollama and the agent, and verifies the agent...
This milestone turns the working agent into a portfolio piece with a README, screenshots, your evaluation table and an...
This final step proves the agent works end to end with exact verification commands, then gives debugging steps for the...
Roles that use the skills in this module.
AI Engineer
MLOps Engineer
Platform Engineer
Site Reliability Engineer
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