AxLoop blog
Field notes on the AI layer.
Research and guides from AxLoop AI on AI agent fleets, MCP security, edge discovery, and enterprise AI observability.
The $10 Billion Agent You Can't See
A $10 billion agent called Instinct can read your messages, book flights, and spend money — and no enterprise tool can observe it. Here's why that gap matters.
Read article Agent Interaction Observability · Perspective · 2026-09-28You Know the API Call. You Don’t Know the Story.
Traditional observability sees the final API call. Agent Interaction Observability aims to reveal the agent, model, skill, MCP tool, and context behind it.
Read article AI agent discovery · Field note · 2026-09-24What Is an AI Agent? How Developers Are Creating Shadow Agents?
Learn what an AI agent is, how developer workflows become shadow agents, why they escape enterprise inventories, and how edge-first discovery restores visibility.
Read article Community release · Local posture · 2026-09-07Local AI Software and MCP Posture Scanning for Mac
See what AxLoop Community v0.2.0 scans locally on Apple Silicon Macs, how it handles AI software and MCP posture evidence, and the preview's current limits.
Read article Technical architecture · Design guide · 2026-09-03Building the AxLoop Edge Crawler
A technical architecture for using Microsoft Intune, OpenTelemetry, and the AxLoop Edge Crawler to discover, observe, and securely export AI agent and MCP activity from enterprise laptops.
Read article Comparison · AI agent operations and security · 2026-09-03AxLoop vs. Wiz: AI Agent Operations vs. Cloud Security
Compare AxLoop and Wiz across AI agent visibility, cloud security, edge observability, MCP operations, deployment, and fleet optimization.
Read article Reference architecture · Design guide · 2026-08-27Identity-Bound Telemetry for Distributed AI Agent Fleets
A reference architecture for binding AI-agent telemetry to authenticated tenant, human, device, workload, and agent identity without confusing correlation with authentication.
Read article Comparison · AI agent operations · 2026-08-25AxLoop vs. Braintrust
Compare Braintrust's agent observability and evaluation platform with AxLoop's edge-first platform for operating and optimizing enterprise AI agent fleets.
Read article AI agent fleet operations · Field note · 2026-08-24From Telemetry to Action
AI Agent Fleet Operations turns telemetry into governed optimization across agents, models, MCP servers, tools, runtimes, and environments.
Read article AI agent fleet operations guide · 2026 · 2026-08-22What Is an AI Agent Fleet?
A practical 2026 guide to AI agent fleets: start observability at the edge, connect complete operational evidence, and continuously optimize outcomes.
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