Dokugent CLI
The Challenge // The Problem
CLI-based AI agents often operate in a 'black box'—executing commands and generating code without persistent, human-readable documentation of their reasoning or context, making it impossible to audit or scale teams of autonomous agents safely.
The Solution // Technical Implementation
System Architecture
Dokugent CLI introduces a documentation-first workflow. Instead of just running scripts, it forces a state-management layer where every agent action is logged into a structured Markdown ledger.
Key Objectives
- Traceability: Every action is linked to a specific human intent.
- Context Persistence: Maintains session history across multiple CLI executions.
- Agent Interop: Standardizes how different models (Claude, GPT, Gemini) report their work.