First Recon AI Agent Management

First Recon AI Agent Management is a centralized platform for deploying, orchestrating, governing, and auditing AI agents across an enterprise organization. Agents can be built from IT-approved templates or described in natural language. Each agent inherits organizational security policies — including DLP scanning, AI Firewall inspection, Response Protection, and Gateway controls — from its first action. Key capabilities include: - Maestro Command Center: Provides real-time fleet visibility across all agents, including live status, reasoning chain inspection, token consumption, and security posture. Administrators can intervene in agent execution at any time. - Human-in-the-Loop Work Queue: Each agent action generates a structured work item containing the reasoning chain, confidence score, data sources accessed, and proposed action. Reviewers can approve, reject, or revise actions. Autonomy levels are configurable, allowing low-risk actions to auto-execute while high-stakes decisions require human approval. - Multi-Agent Orchestration: Supports sequential, parallel, conditional, and hierarchical orchestration patterns. Agents share context windows and can dynamically recruit specialist agents mid-workflow. A lead agent maintains accountability across the execution chain. - MCP and Tool Integrations: Native Model Context Protocol (MCP) support enables structured access to enterprise tools. Scoped permissions and tool-level audit trails are enforced per agent. Connections can be revoked centrally. - Department-Scoped Governance: Policies, model access rules, and spend limits can be configured per department. IT controls template catalogs and approval chains. - Fleet Analytics and Cost Attribution: Token usage, compute hours, and API calls are attributed by department, team, agent, and model. Exportable reports and optimization recommendations are provided. - Audit and Compliance: Every agent action, reasoning trace, tool invocation, and data access is logged. Audit events can be streamed to SIEM platforms. SOC 2 evidence can be generated on demand.