mediumAgent planning strategiesCompare chain-of-thought, tree-of-thought, and MCTS as planning strategies for agents.โพ
mediumTool selection and routingHow do agents select the right tool from a large tool set, and what strategies improve routing accuracy?โพ
mediumHuman-in-the-loop patternsWhat are human-in-the-loop patterns in agentic systems and when are they necessary?โพ
mediumMulti-agent architecture patternsCompare supervisor, hierarchical, and peer-to-peer multi-agent architectures.โพ
mediumLong-horizon task decompositionHow do agents handle long-horizon tasks that require many steps and cannot fit in a single context window?โพ
mediumAgent evaluation and benchmarksHow do you evaluate AI agents, and what are the key benchmarks?โพ
mediumPrompt engineering for agentsWhat prompt engineering techniques are specific to agents rather than single-turn LLMs?โพ
mediumError handling and retries in agentsHow should agents handle tool errors, unexpected outputs, and infinite loops?โพ
hardCode execution agentsHow do code execution agents (like Code Interpreter) work, and what are the security and reliability challenges?โพ
hardWeb browsing agentsHow do web browsing agents work, and what are the key technical and safety challenges?โพ
hardCost and latency optimization for agentic loopsWhat strategies reduce cost and latency in multi-step agentic workflows?โพ
hardSafety and guardrails for autonomous agentsWhat safety and guardrail mechanisms should be built into autonomous agents?โพ
hardLangGraph stateful agent deep diveExplain LangGraph's state management, checkpointing, and how to implement a production-grade stateful agent.โพ
hardPrompt injection in agentic systemsWhat is prompt injection in the context of agents, why is it more dangerous than in chatbots, and how do you defend against it?โพ
hardAgent observability and tracingWhat does production observability look like for AI agents, and what should every trace capture?โพ
hardModel Context Protocol (MCP)What is the Model Context Protocol (MCP), and how does it change how agents connect to tools and data sources?โพ