AI Agents
Zingle's work is done by agents - LLM-driven workers that read your dbt project and warehouse, then propose changes. Every agent shares two properties:
- It operates on a dedicated branch and proposes changes as a pull request you review - it never merges to your default branch. See the Production safety model.
- It is context-aware - it reads your model graph, columns, lineage, and (when relevant) live warehouse data before acting.
For the underlying concept - prompts, tools, and skills - see Agents.
Agents at a glance
| Agent | Status | What it does |
|---|---|---|
| Pipeline Creation (Develop) | Available | Builds and modifies dbt models from natural language; validates and opens a PR. |
| PR Review | Available | Adopts an open PR, reviews the diff, and pushes fixes to the same PR. |
| Optimization | Available | Scans for cost/quality issues and proposes targeted fixes with impact. |
| Test & validation suite | Available | Validates changes with dbt, data diffs, and checks before you merge. |
| Root-cause analysis (RCA) | Preview | Read-only diagnosis of a failed run from logs, lineage, and metadata. |
"Preview" status
Agents marked Preview exist in the platform but may not be enabled by default. Contact us if you'd like early access.