MW
Deep dive 16 min read

Advanced agentic workflows

Multi-agent orchestration, semantic search, RAG pipelines, autonomous loops — and the guardrails to keep them safe.

Agentic RAG Multi-agent Autonomy
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1. The orchestrator decomposes the goal and dispatches to specialists.

Click a node to step through

1. Overview

Beyond a single assistant: planner + specialist agents collaborating over MCP. RAG over your WP content. Long-running autonomous loops.

2. Multi-agent systems

Planner

Decomposes goals into tasks.

Specialist

Owns a tool subset.

Critic

Reviews before approval.

3. RAG pipelines

Embed posts + comments. Index in Vectorize. Expose kb.search as a tool. Retrieve top-k chunks per query.

4. Autonomy & guardrails

A budget per loop (max tool calls, max minutes, max tokens). Hard stop on destructive verbs. Human review every N iterations.

5. Real-world examples

"Refresh the top 50 posts": planner queues 50 jobs, specialists rewrite, critic approves, publisher schedules. End-to-end, supervised.

Agentic, with brakes

Budgets. Critics. Human review every N steps.

  • Agentic
  • Gated
  • Bounded