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AI agents in production
An agent is a loop with tools, and a loop needs limits, approvals and an identity. These articles cover stopping conditions, human-in-the-loop design, credentials and least privilege, and deploying agents in an enterprise.
12 articles on this topic
Ordered from foundations to advanced, newest first within each level.
- Dots vs Muse vs Grok Bot vs Gemini Spark: Best Always-On AI Agent in 2026OpenAI Dots, Meta Muse, xAI Grok Bot and Google Gemini Spark compared on runtime, security, approvals, integrations and price, with a pick for every use case.Foundations 11 min readLast reviewed 2026-10-11
- What Is Grok Bot? xAI's Always-On AI Teammates Explained (Pricing, Routines, Risks)Grok Bot gives xAI's agents a cloud computer, skills learned from screen recordings and scheduled routines. How it works, what it costs, and the shared-VM risk.Foundations 9 min readLast reviewed 2026-10-11
- What Are OpenAI Dots? Always-On ChatGPT Agents Explained (2026)OpenAI Dots are always-on ChatGPT agents with their own cloud computer. How they work, pricing, approval rules, specialist Dots, and how to set one up.Foundations 9 min readLast reviewed 2026-10-11
- Review an AI Agent's Approval Policy in 10 Minutes with an AI SkillPaste your agent's tool list into a free AI skill and get a risk-tiered approval review, ranked findings and tests, with a real example run and install steps.Intermediate 9 min readLast reviewed 2026-10-14
- Prompt Injection, Explained: Attacks and Defences That HoldHow prompt injection works and which defences hold: direct and indirect attacks, why filters fail, least privilege, approvals and red-team tests.Intermediate 10 min readLast reviewed 2026-10-11
- When Should an AI Agent Ask Permission? Human-in-the-Loop Approval DesignWhen should an autonomous agent stop and ask? A risk-tiered approval framework drawn from Muse, Dots and Grok Bot, with policy-as-code you can reuse.Intermediate 10 min readLast reviewed 2026-10-11
- How to Build Your Own 24/7 Personal AI Agent in 2026 (Hosted or DIY)Build a personal AI agent that runs 24/7: choose hosted (Dots, Muse, Grok Bot) or DIY, then wire up scheduling, memory, MCP tools, approvals and an audit log.Intermediate 13 min readLast reviewed 2026-10-11
- Meta Muse AI Agent Explained: How It Works, Pricing and the Sentinel Safety ModelMeta's Muse runs in a per-user Secure VM while a separate Sentinel agent approves every action. How it works, pricing, and how to copy the guard-agent pattern.Intermediate 10 min readLast reviewed 2026-10-11
- OpenAI DevDay 2026 for Agent Builders: Agents API Computer Use, GPT-6.1 Sol, MCP EventsThe OpenAI DevDay 2026 announcements that matter for agent builders: Agents API computer use, GPT-6.1 Sol at one-fifth the price, MCP Events and Dots.Intermediate 9 min readLast reviewed 2026-10-11
- AI Agent Identity: Why Every Agent Needs Its Own Credentials (Not Your Password)Always-on agents need their own identities and scoped credentials, not your password. How Dots, Muse and Grok Bot handle secrets, and a pattern to copy.Advanced 10 min readLast reviewed 2026-10-11
- How to Deploy AI Agents in the Enterprise: A 2026 Governance PlaybookHow enterprises roll out always-on AI agents safely: first use cases, an identity per agent, approval tiers, SIEM audit logs, evals and a 90-day pilot plan.Advanced 12 min readLast reviewed 2026-10-11
- AI Agent Loops: Stopping Conditions and Guardrails for ProductionWhy agents loop forever and the guardrails that stop them: iteration limits, cost budgets, tool-call deduplication, progress checks and clear 'done' criteria.Advanced 12 min readLast reviewed 2026-10-11