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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.
AI Voice Pro Editorial23 min read
RAG vs AI agents vs MCP vs A2A
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.
AI Voice Pro Editorial22 min read
AI agent evaluation and observability
Build agent evals around outcomes, trajectories, tool precision, safety, latency, and cost, then connect regression gates to privacy-aware production traces.
AI Voice Pro Editorial24 min read
AI agent security: a practical threat model
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.
AI Voice Pro Editorial26 min read
Multi-agent systems and A2A: a practical guide
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.
AI Voice Pro Editorial27 min read
AI agent memory: a practical design guide
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.
AI Voice Pro Editorial24 min read