Danielius Studio

AI agents & automation

Workflow Engine

server - driven, deterministic AI workflow engine with one - question - at - a - time flow, refresh - safe resume, structured outputs, and cross - module data reuse.

User opens module Module Config steps and schema Module Loader init or resume User Progress per-user state in MongoDB Resume Engine restores exact position State Machine deterministic, server-side Gating Rules one question at a time Prompt Templates server-side only Prompt Executor no approximation OpenAI Client retry, model config, cost Feedback Generator per-answer reply Response Parser structured extraction Table Updater step-by-step rows State Snapshot refresh-safe Answer Persister save before advance Output Builder final structured doc PDF Generator downloadable export Deliverables Page latest output, restart Cross-Module Layer feeds Module 2 inputs selects module loads steps loads progress init or resume restores enforces current step template API call model response feedback table data save reply save row snapshot on complete feeds Module 2 publish PDF

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