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Coding agents and AGENTS.md: a practical guide
Learn how coding agents inspect, plan, edit, and test; how to scope root and nested AGENTS.md instructions; and how to control permissions, secrets, and validation.
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RAG grounds answers in data, agents pursue goals through actions, MCP connects agents to tools, and A2A coordinates separate agents. Compare their roles and combinations.
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Build agent evals around outcomes, trajectories, tool precision, safety, latency, and cost, then connect regression gates to privacy-aware production traces.
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Threat-model an AI agent against prompt injection, poisoned tools, excessive agency, secret exposure, and unsafe execution, then implement least privilege, approvals, logs, and incident response.
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Learn when multiple agents are justified, how orchestrators, specialists, handoffs, parallel work, and shared state fit together, and how A2A Agent Cards enable interoperable agents.
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Design agent memory that helps without quietly becoming a stale, invasive database: choose the right memory scope, retrieval rules, schema, deletion path, and evaluation plan.
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Design the context an AI agent receives at each step: instructions, tools, retrieval, memory, compaction, budgets, caching, security, and evaluations that catch context pollution.
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