Hand-rolled Claw (2): The Strategist's Brain — AX Planner & Flow Architect

Fri, 20 Mar 2026 10:30:00 +0800

[!TIP] Objective: Evolve from single-step prompts to a “Plan-Simulate-Execute” closed-loop, introducing YAML-based DAG asynchronous orchestration.

1. From “Chatting” to “Execution”: The AX (Architect-Executive) Paradigm

The watershed between a simple Chatbot and an Agent is the ability to decompose vague goals into actionable steps. In VISAGENT, we implemented the AX Planner logic:

Architect: Receives requirements and outputs a TODO.json. Execution is forbidden; only planning is allowed.
Simulation: Before execution, a “Security Expert” role performs a risk assessment on the plan.
Executive: Executes each step via execute_step.

This “think before you act” mechanism is easily implemented on any CLI using simple Prompt constraints:

DAG on Square Uncle

Hand-rolled Claw (2): The Strategist's Brain — AX Planner & Flow Architect

1. From “Chatting” to “Execution”: The AX (Architect-Executive) Paradigm