{R}R Dev Notes - Loop

Found total of 8 articles.

Loop Engineering, Chapter 8: Comprehension Debt and Model Collapse

Chapter 8 of the Loop Engineering blog series, and the finale. The two risks that only appear at scale and over time. A teaser on comprehension debt, model collapse (MAD), and the disciplines that keep both in check.

2026-06-22

Loop Engineering, Chapter 7: Automated Evaluation and LLM-as-a-Judge

Chapter 7 of the Loop Engineering blog series. About 80% of human agreement at 500x lower cost is what makes continuous evaluation possible. A teaser on judge types, the biases that fool them, and continuous scoring with G-Eval.

2026-06-21

Loop Engineering, Chapter 6: Designing Human-in-the-Loop Controls

Chapter 6 of the Loop Engineering blog series. A human who rubber-stamps is not oversight. A teaser on the four rungs of autonomy, fighting automation bias, and the interface patterns that show a person consequences before they approve.

2026-06-20

Loop Engineering, Chapter 5: Sovereign Agentic Loops and Execution Governance

Chapter 5 of the Loop Engineering blog series. Treating model output as an executable command is the central security flaw in agents. A teaser on the decoupling principle, the obfuscation membrane, deterministic policy evaluation with OPA, and the cryptographic evidence chain.

2026-06-19

Loop Engineering, Chapter 4: From Laptop Loops to LLMOps

Chapter 4 of the Loop Engineering blog series. The laptop loop is a real achievement and a terrible production system. A teaser on its failure modes, why LLMOps is not MLOps, and the AI gateway that centralizes fallbacks, budgets, and observability.

2026-06-18

Loop Engineering, Chapter 3: Choosing the Right Orchestration Framework

Chapter 3 of the Loop Engineering blog series. LangGraph, AutoGen, or CrewAI? A teaser on matching the framework to the shape of your workflow with the Diagram Test, and the honest trade-offs between them.

2026-06-17

Loop Engineering, Chapter 2: The Six Primitives of Loop Engineering

Chapter 2 of the Loop Engineering blog series. If a loop is the engine, the six primitives are the parts. A teaser on automations, worktrees, skills, connectors (MCP), the maker/checker split, and external memory.

2026-06-16

Loop Engineering, Chapter 1: The Anatomy of an Agentic Loop

Chapter 1 of the Loop Engineering blog series. Every agentic system begins with a single loop. A teaser on the ReAct pattern, why a loop beats a fixed prompt chain, the arithmetic of per-step reliability, and the discipline of a verifiable stopping condition.

2026-06-15

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