标签 · Human-in-the-loop — Glean

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2picks · chronological

07-07

Human-in-the-Loop Workflow Design: From Approval Fatigue to Planned Review

Based on an analysis of 400,000 Claude Code sessions, this article reveals that 93% of permission prompts are approved, leading to 'consent fatigue' where humans are nominally in the loop but functionally tuned out. The author proposes restructuring the workflow into three layers: input (precise task description, constraints, examples), steering (plan-level review instead of per-action approval), and output review (defining quality criteria and self-assessing). A single evaluation checkpoint improved generation quality by 8–10% in controlled tests. The article provides actionable steps to move from per-action approval to strategic intervention, targeting AI engineers and agent developers.

x.com · 11 min · Agent Architecture · AI Engineering · Claude Code

06-24

15 AI Agent Design Patterns Every Engineer Must Know

This article outlines 15 AI agent design patterns—ranging from single agent, sequential/parallel multi-agent, review/refinement loops, coordinator, hierarchical decomposition, ReAct, human-in-the-loop, plan-and-execute, reflexion, custom logic, to event-driven agents. Each pattern comes with real-world examples, clear when-to-use and when-it-breaks heuristics, and a decision matrix based on the type of uncertainty. The author emphasizes starting with the simplest pattern, capping iterations and costs, logging full action traces, and keeping irreversible actions behind deterministic checks or human approval. A practical guide for engineers building production agentic systems.

x.com · 15 min · Agent Architecture · Design Patterns · Human-in-the-loop