From Prompt to Production

Eleven stages between your request and a deployed config. Here's what happens.

Goal

Describe your infrastructure goal in plain English

Planner

LLM decomposes goal into tasks with risk classification

Graph

Dependency-aware topological execution graph

Executor

SafeExecutor applies policy engine and timeout checks

Generate

LLM generates configs with structured Zod output

Verify

External tool validation (terraform, hadolint, ansible)

Critic

CriticAgent reviews against best practices

Repair

Auto-fix failures and re-generate via repair loop

Execute

Sandboxed atomic writes with approval gate

Audit

Hash-chained JSONL with tamper detection

Memory

Persist execution results for future context

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