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The Iterative Creation Loop — visual overview of the OBSERVE → CONTRACT → PLAN → CHALLENGE → SPECIALIZE → REFINE → APPROVE → EXECUTE → VERIFY → LEARN workflow for AI agent teams

September 22, 202643 min read

The Iterative Creation Loop: How to Build Better with Plan Mode, Multi-Agent Dialogues, and Verification

A practical 2026 field guide to Plan Mode, multi-agent orchestration, structured handoffs, adversarial critique, verification, agent evaluation, and GEO-ready publishing for software, research, content, products, and AI systems.

AIAgentsGEO

The PAOVR Loop — the Plan → Act → Observe → Verify → Repair control loop for production AI agents

September 11, 202620 min read

The PAOVR Loop: The Real Agent Loop That Actually Finishes Jobs

Stop building agents that narrate completion. A production-grade field guide to loop engineering, JSON contracts, and reliable AI systems.

AIAgentsWeb Development

Master Prompts in 2026 - Production guide to prompt engineering, LLM orchestration, and agent loops

September 2, 202625 min read

Master Prompts in 2026: Stop Prompting Like It's 2023

Production guide to master prompts, LLM orchestration, agent loops, and prompt engineering for production — with JSON contracts, verification, RAG-aware context, and eval that survives model swaps.

AIPrompt EngineeringAgents