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Eight Principles Straight From Anthropic: If Claude Keeps Getting Worse, the Problem Is Probably How You're Using It  ·  Claude Cowork Honest Review: Three Months Later — What Actually Saved Time, What Made Me Regret Automating It  ·  Two Major Stories to Open July: Claude Sonnet 5 Launches, Fable 5 Export Controls Lifted and Globally Restored  ·  What Is RAG: Why Claude Can't Read Your Company Intranet — And How to Fix That  ·  Claude Cowork Advanced Workflows: From 'Hand Off One Task' to 'Run an Entire Process' — Three Real-World Templates  ·  Using Claude for Competitive Analysis: A Complete Workflow from Information Gathering to Actionable Insights
Breaking · news

Claude Code Can Now 'Loop' Through Work on Its Own: Anthropic Releases Four Loop Mode Guide That Lets AI Run Entire Processes

Before, using Claude Code meant 'one prompt, one action.' With Loops, you give a goal, Claude figures out how to get there, tests itself, keeps going if it's not there yet — like an employee who takes ownership of a task rather than a tool waiting for each individual command.
On July 6, 2026, Anthropic's official developer account ClaudeDevs posted a technical guide on X about using Loops to get more out of Claude Code. Written by Claude Code team engineer Delba de Oliveira, it takes months of developer community experimentation and organizes it into four distinct patterns. It sounds technical, but the core concept is simple: today, every time you use Claude Code, you say one thing, it does one thing, you say the next thing. With Loops, once you give Claude Code...
fundamentals
Eight Principles Straight From Anthropic: If Claude Keeps Getting Worse, the Problem Is Probably How You're Using It
Claude getting dumber over time is almost never actually the model....
reviews
Claude Cowork Honest Review: Three Months Later — What Actually Saved Time, What Made Me Regret Automating It
Cowork excels at tasks with fixed steps, explicit format, and few exceptions...
news
Two Major Stories to Open July: Claude Sonnet 5 Launches, Fable 5 Export Controls Lifted and Globally Restored
The Fable 5 incident was the first time a top-tier model from a major AI...

Glossary

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Agentic Loop
The core operating pattern of AI Agents: perceive environment → decide → execute action → observe results → decide again, cycling until the task is complete. The key mechanism that upgrades AI from "one question, one answer" to "autonomously completing multi-step tasks."
Agentic Loop is the core operating pattern of AI Agents, describing how an AI capable of autonomously completing complex tasks "thinks and...
新手

Agentic Workflow
A task process executed autonomously by AI Agents, involving multiple steps and tool calls. Unlike one-shot Q&A, Agentic Workflows let Claude continuously sense environmental state, plan next actions, execute operations (search, write files, call APIs), observe results, then decide the next step — until the task completes or a stopping condition is reached. The core architecture for upgrading Claude from 'assistant that answers questions' to 'executor that can proactively complete work.'
Agentic Workflow is an architectural pattern letting AI autonomously execute multi-step tasks. Unlike traditional "Q&A" conversation patterns,...
Intermediate

Agent Orchestration
Agent Orchestration is an architecture in which one orchestrating agent breaks a complex goal into sub-tasks and delegates each to specialized worker agents, then integrates all outputs into a complete result. An analogy: you want a full market research report; the <a href="https://aiagent-bible.com/en/glossary/multi-agent/orchestrator/" target="_blank">Orchestrator</a> plans the steps, sends one agent to research competitors online, another to draft the analysis, and a third to review — while you only communicate the goal to the orchestrator.
**How is Agent Orchestration different from using one agent for everything?** The core difference is division of labor. A single agent doing...
Intermediate

Weekly Picks

tools

Claude Cowork Advanced Workflows: From 'Hand Off One Task' to 'Run an Entire Process' — Three Real-World Templates

A Cowork workflow without error-handling design is just a time bomb. Every automated step needs...
practice

Using Claude for Competitive Analysis: A Complete Workflow from Information Gathering to Actionable Insights

The most valuable work in competitive analysis isn't collecting information — it's finding real...
mcp

Notion MCP in Practice: Once Set Up, Claude Reads and Writes Your Notion — Manage Your Knowledge Base in Natural Language

Notion MCP doesn't just eliminate copy-pasting — it removes the friction of recording things in...
tools

Claude Artifacts Isn't Just Charts: Build Clickable, Filterable, Live-Updating Interactive Data Visualizations

Artifacts doesn't just generate charts — it generates genuinely interactive web applications....