The Three-Party System: Fast Track to Productive AI
How It Works
🧑💻 Developer ↔ 🤖 LLM (Prompt Factory) ↔ ⚡ Agentic Code Editor
The LLM is NOT doing the work. The LLM is your rapid prompt generator that creates powerful instructions for your Agentic Code Editor in under 10 minutes.
IPEV Workflow: Execution Tasks
Party Roles
- Developer: "I need to process these files and generate a report"
- LLM Factory: "What's your output format? Any constraints?" (2-3 questions max)
- Agentic Code Editor: Receives complete IPEV mission → executes with Intent-Plan-Execute-Verify loops
Speed: 5-10 minutes from problem to working agent
Example Flow:
Dev: "Process markdown files in /docs, translate to Spanish, append to output.md"
LLM: "Interactive oversight or autonomous? What translation service?"
Dev: "Autonomous, use Google Translate API"
LLM: [Generates complete IPEV mission prompt]
Dev: [Copies prompt to Cursor/Gemini] → Agent starts working immediately
HIRD Workflow: Debugging & Testing
Party Roles
- Developer: "My React checkout form freezes when users click submit"
- LLM Factory: "Any theories? Production or dev environment?" (1-3 questions max)
- Agentic Code Editor: Receives complete HIRD session → autonomously debugs with Hypothesis-Investigate-Reflect-Decide cycles
Speed: 3-8 minutes from bug report to debugging agent
Example Flow:
Dev: "API randomly returns 500 errors but I can't reproduce locally"
LLM: "Any patterns you've noticed? High-risk production system?"
Dev: "Happens during peak hours, yes it's production"
LLM: [Generates HIRD debugging session prompt]
Dev: [Copies prompt to agent] → Agent starts systematic investigation immediately
The Critical Distinction
❌ What People Think Happens
Developer ↔ LLM (does the work together)
✅ What Actually Happens
Developer → LLM (generates powerful prompt) → Agentic Code Editor (does all the work)
Why This Is So Fast
No Template Filling: The LLM intelligently infers most details from your problem description
Smart Questions: Only asks 1-3 essential questions, not 20 configuration options
Copy-Paste Ready: Generates complete, working prompts that need zero editing
Immediate Productivity: Your agentic code editor starts working within minutes, not hours
The Power of Separation
Developer Focus: You describe problems in natural language, not formal specifications
LLM Efficiency: Optimized for rapid prompt generation, not task execution
Agent Autonomy: Gets structured instructions but full freedom to solve problems creatively
Result: From "I have a problem" to "AI is solving it" in under 10 minutes
This isn't about replacing developers—it's about giving developers superpowers through properly instructed AI agents.