Human-in-the-Loop Agent Task Management for Claude Code
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Bidirectional Messaging

Bidirectional messaging is the ability for both an AI agent and a human to exchange messages in a shared conversation channel. Unlike a one-way notification system where the agent simply alerts the human, bidirectional messaging allows the human to reply, ask questions, provide corrections, and guide the agent — and for the agent to incorporate that feedback in real time.

Why Bidirectionality Matters

Pure autonomous execution has a fundamental problem: the agent can't ask for help. When it hits an ambiguous requirement, encounters an unexpected error, or needs a decision it can't make alone, it either guesses or stops entirely.

Bidirectional messaging solves this by creating a real-time feedback loop:

  1. Agent encounters ambiguity or needs approval
  2. Agent sends a message to the human via AgentRQ
  3. Human responds with guidance, corrections, or approval
  4. Agent incorporates the response and continues working

Bidirectional Messaging in AgentRQ

AgentRQ implements bidirectional messaging over MCP using two complementary tools:

This creates a persistent, thread-like conversation attached to each task, visible on the task board.

Comparison with One-Way Notifications

Feature One-Way Notification Bidirectional Messaging
Agent → Human Yes Yes
Human → Agent No Yes
Real-time feedback No Yes
Agent can ask questions No Yes
Supports approvals No Yes

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