Prompt Engineering / AI Agents Given an agent design, predict how it will fail — loop traps, tool misuse, goal misalignment, context overflow. Difficulty: Advanced Model: GPT-4 / Claude / Gemini Use Case: Agent QA, Pre-Deployment Testing, Robustness Engineering Updated: May 2026 Why This Prompt Exists Agents fail in predictable ways — but only if…
Prompt Engineering / AI Agents Recommend how many steps ahead an agent should plan based on task predictability and cost of replanning. Difficulty: Advanced Model: GPT-4 / Claude / Gemini Use Case: Agent Planning, ReAct Optimization, Cost-Performance Trade-offs Updated: May 2026 Why This Prompt Exists Plan too few steps and the agent is myopic —…
Prompt Engineering / AI Agents Define when and how an agent should query memory (short-term, long-term, episodic) for different task types. Difficulty: Advanced Model: GPT-4 / Claude / Gemini Use Case: Agent Memory Systems, RAG Optimization, Context Management Updated: May 2026 Why This Prompt Exists Agents either retrieve too much memory (context overload, slow, expensive)…
Prompt Engineering / AI Agents Design protocols for when Agent A should pass a task to Agent B — triggers, information to pass, fallbacks. Difficulty: Advanced Model: GPT-4 / Claude / Gemini Use Case: Multi-Agent Systems, Orchestration, Task Routing Updated: May 2026 Why This Prompt Exists Multi-agent systems fail not because individual agents are weak,…
Prompt Engineering / AI Agents Force the agent to review its own actions, identify mistakes, and plan corrections before next step. Difficulty: Advanced Model: GPT-4 / Claude / Gemini Use Case: Self-Correcting Agents, Autonomous Workflows, Quality Control Updated: May 2026 Why This Prompt Exists Agents act, make mistakes, and keep going — because no one…
Prompt Engineering / AI Agents Given a task and available tools, recommend which tool(s) the agent should use and in what order. Difficulty: Advanced Model: GPT-4 / Claude / Gemini Use Case: Agent Tool Use, Function Calling, Workflow Design Updated: May 2026 Why This Prompt Exists Agents fail not because they’re incapable, but because they…