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Blog — AI Prompts & Prompt Engineering — Page 7 | PromptABCD

AI Prompts & Prompt Engineering

Practical guides, templates, and tips for Claude, ChatGPT, Gemini, and beyond.

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Autonomous AI Agents

Memory Systems for Autonomous Agents

Why does an agent with a vector database still forget what it decided ten steps ago? This case study traces one team's fix and the lesson: autonomous agent memory means storing decisions, not just text.

October 6, 2026·8 min read

Autonomous AI Agents

How Autonomous Agents Set Their Own Subgoals

Picture an agent that generates 40 subgoals and finishes none. Autonomous agent subgoals are powerful and dangerous in equal measure - here's how to generate them so they actually serve the parent goal.

October 6, 2026·8 min read

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Autonomous AI Agents

Self-Directed Planning for Autonomous Agents

In our tests, a weaker model with a good plan beat a stronger model with none. That's the case for taking autonomous agent planning seriously - here's the prompt teardown that makes it happen.

October 6, 2026·8 min read

Autonomous AI Agents

Task Decomposition in Autonomous Agents

An agent asked to 'migrate the database' deleted a table on step one. The failure traces straight back to bad autonomous agent task decomposition. Here's how to break goals into steps that don't blow up.

October 3, 2026·8 min read

Autonomous AI Agents

How to Build a Goal-Driven Autonomous Agent

Most guides on building a goal-driven autonomous agent start with the wrong thing. This case study follows one team's rebuild and the counterintuitive lesson: the goal, not the model, is the hard part.

October 3, 2026·8 min read

Autonomous AI Agents

AutoGPT, BabyAGI, and What They Taught Us

Wondering why AutoGPT and BabyAGI blew up and then quietly disappeared? The answer is a set of hard-won lessons that every serious agent still uses today. Here's what survived.

October 3, 2026·8 min read

Autonomous AI Agents

Levels of Agent Autonomy Explained

Picture approving an agent's every click, then wondering why it feels slower than doing the work yourself. Mapping agent autonomy levels fixes that - here's the ladder from copilot to fully autonomous.

October 3, 2026·8 min read

Autonomous AI Agents

What Makes an AI Agent "Autonomous"?

Most tools sold as an autonomous AI agent still need a human to approve every step. Here's the real test for autonomy, and why the useful line is narrower than the hype suggests.

October 3, 2026·8 min read

Multi-Agent Systems

A Reusable Prompt Kit for Agent Teams

A team rebuilt their agent prompts from memory every project, and every project drifted a little worse. That failure is why a multi agent prompt kit matters. Here's the reusable set of role prompts every team should keep.

October 2, 2026·9 min read

Multi-Agent Systems

Multi-Agent Systems on a Budget: An Interactive Guide

Most multi-agent tutorials assume you'll burn tokens freely. That's wrong for anyone shipping on real constraints. A cheap multi agent system can match an expensive one with the right moves. Here's how to build one.

October 2, 2026·9 min read

Multi-Agent Systems

The Manager Agent Anti-Pattern: A Teardown

Why does your orchestrator agent keep becoming a bottleneck that mangles every handoff? You've hit the manager agent anti pattern — one agent trying to coordinate everything. Here's why it fails and what replaces it.

October 2, 2026·9 min read

Multi-Agent Systems

Human Oversight of Agent Teams

Picture a manager approving every one of 500 daily agent actions, or approving none. Both are broken. Multi agent human oversight is about designing the few checkpoints that matter. Here's how to place them well.

October 2, 2026·8 min read