Agent 365: Unified Control Plane for AI Agent Management - Microsoft Ignite 2025
As organizations deploy dozens—even hundreds—of AI agents across their operations, a critical challenge emerges: How do you maintain visibility, control, and governance when agents operate autonomously across systems? Microsoft Ignite 2025 session BRK305 introduced Agent 365, the unified control plane that brings order to agent chaos. This isn't just monitoring—it's comprehensive discovery, identity management, security enforcement, observability, and seamless integration across Microsoft 365 and beyond.
The Agent Management Crisis
Organizations are embracing AI agents at breakneck speed. Marketing deploys agents to personalize campaigns. Finance builds agents to process invoices. HR creates agents to screen candidates. Customer service launches agents to handle tickets. IT develops agents to automate infrastructure management.
Six months later, reality hits:
- Shadow agents proliferate: No one knows how many agents exist, what they do, or who owns them
- Security gaps emerge: Agents created with ad-hoc credentials, bypassing authentication policies
- Compliance failures: Auditors ask "What did your agents do?" and no one has logs
- Integration nightmares: Each agent uses different methods to access Microsoft 365 data—email, calendars, SharePoint, Teams
- Performance mysteries: Users complain agents are slow, but there's no observability to diagnose why
- Collaboration chaos: Agents can't work together—they're siloed, duplicating effort and creating inconsistencies
This is the agent sprawl problem—and it's what Agent 365 solves by providing a unified control plane for agent lifecycle management, security, and governance.
Key insight from BRK305: Organizations that implement Agent 365 from day one avoid the "agent sprawl crisis" entirely. Those retrofitting Agent 365 after agent chaos report 6-12 month remediation projects to establish proper governance, security, and observability.
🇸🇪 Technspire Perspective: Swedish Retail Company Discovers 142 Undocumented Agents
A Swedish retail chain (4,800 employees, 280 stores) embraced AI agents enthusiastically. Marketing, operations, merchandising, and customer service teams all built agents using various platforms—Azure OpenAI, custom Python scripts, third-party automation tools. Leadership celebrated the innovation culture.
The wake-up call: During a routine security audit, investigators discovered 142 active AI agents—only 38 were officially documented. Many accessed customer data, inventory systems, and financial records. Some used shared admin credentials. None had proper logging. One agent, built by an intern who left 8 months ago, was still processing returns—incorrectly.
The crisis: Compliance team couldn't answer auditor questions about agent data access. Security team couldn't determine if breached credentials (discovered via dark web monitoring) belonged to humans or agents. Operations couldn't explain why two agents were giving conflicting inventory recommendations.
The Agent 365 transformation: Technspire implemented Agent 365 across their environment:
- Agent discovery: Scanned Azure, Microsoft 365, and on-premises systems—cataloged all 142 agents automatically
- Identity consolidation: Migrated agents to Entra Agent ID (unique identity per agent with scoped permissions)
- Centralized observability: Every agent action logged in Agent 365 dashboard (who did what, when, why)
- Governance policies: Enforced mandatory registration, code review, and approval workflows for new agents
- Integration standardization: All Microsoft 365 access via Agent 365 SDK (unified authentication, consistent APIs)
- Decommissioning: Safely shut down 47 redundant or problematic agents
Results after 5 months: 95 documented, governed agents (down from 142 unmanaged). Zero compliance violations in follow-up audit. Security team has real-time visibility into agent activities. Conflicting agent behaviors eliminated through centralized coordination. New agent deployment time: 2 weeks → 3 days (standardized SDK and approval process). Agent-related incidents: 12 per month → 1 per quarter.
Agent 365: The Unified Control Plane
Agent 365 is Microsoft's comprehensive platform for building, managing, and governing AI agents that integrate with Microsoft 365. Think of it as "Azure AD for AI agents"—but much more: identity + observability + security + integration + governance.
Core Agent 365 Capabilities
1. Unified Agent Discovery and Registry
Agent 365 automatically discovers agents across your environment—Azure-hosted, Microsoft 365 integrated, even third-party agents connecting to Microsoft services. Every agent gets registered in a central catalog with metadata: owner, purpose, data accessed, tools used, deployment status.
Business value: Know exactly what agents exist, who owns them, and what they do. No more shadow agents. Complete visibility for compliance audits.
2. Agent Identity Management (Entra Integration)
Every agent gets a unique identity in Microsoft Entra, just like human users. Agents authenticate using managed identities, not shared credentials. Role-based access control defines what each agent can do. Conditional access policies apply to agents (e.g., "customer service agents can only access support data during business hours").
Business value: Eliminate shared credentials security risk. Enforce least-privilege access. Audit trail shows exactly which agent performed which action.
3. Comprehensive Observability and Monitoring
Agent 365 captures telemetry from every agent: decisions made, tools invoked, data accessed, errors encountered, performance metrics. Unified dashboard shows agent health, utilization, and impact. Integration with Azure Monitor and Application Insights for deep diagnostics.
Business value: Understand why agents make decisions. Diagnose performance issues. Detect anomalies (agent suddenly accessing unusual data). Measure ROI (agent productivity vs. cost).
4. Security and Governance Controls
Microsoft Defender integration provides threat detection for agents (compromised agent behavior, data exfiltration attempts). Microsoft Purview enforces data governance (agents can't access restricted data). Azure Policy ensures agents comply with organizational standards.
Business value: Protect against malicious agents. Prevent data breaches. Ensure compliance with GDPR, HIPAA, industry regulations.
5. Seamless Microsoft 365 Integration
Agent 365 SDK provides standardized APIs for agents to interact with Microsoft 365: read/write emails (Outlook), manage calendars, access SharePoint documents, post Teams messages, search across tenant, update Planner tasks. Agents collaborate naturally with employees in their existing workflows.
Business value: Agents work where employees work—no new tools to learn. Consistent integration patterns reduce development time by 60-70%.
6. Multi-Agent Orchestration and Collaboration
Agent 365 enables agents to discover and collaborate with each other. Sales agent can invoke proposal agent. Customer service agent can delegate to billing agent. All coordinated through Agent 365 control plane with proper authentication and authorization.
Business value: Build complex multi-agent workflows without custom integration code. Agents reuse capabilities instead of duplicating functionality.
Microsoft Agent Framework and Agent 365 SDK
Building agents that integrate with Agent 365 is straightforward using the Microsoft Agent Framework and Agent 365 SDK.
Microsoft Agent Framework: The Foundation
The Microsoft Agent Framework provides the building blocks for creating enterprise-grade agents:
- Agent templates: Pre-built patterns for common scenarios (data analysis agent, workflow automation agent, customer service agent)
- Prompt management: Version control and testing frameworks for agent prompts
- Tool integration: Standardized interfaces for agents to invoke tools (APIs, databases, external services)
- State management: Handle multi-turn conversations and long-running workflows
- Error handling: Built-in retry logic, fallback mechanisms, and graceful degradation
- Testing infrastructure: Validate agent behavior before deployment
Agent 365 SDK: Instrumentation and Integration
The Agent 365 SDK is the bridge between your agent and the Agent 365 control plane. Key capabilities:
Identity and Authentication
- • Automatic Entra Agent ID registration
- • Managed identity authentication
- • Token acquisition for Microsoft 365 APIs
- • Conditional access policy enforcement
Telemetry and Logging
- • Automatic decision trace capture
- • Performance metrics collection
- • Error and exception logging
- • Custom business metrics
Microsoft 365 Integration
- • Unified API for Outlook, Teams, SharePoint
- • Graph API abstraction layer
- • Webhook subscription management
- • Rate limiting and retry handling
Agent Collaboration
- • Agent discovery via registry
- • Secure agent-to-agent communication
- • Shared context management
- • Orchestration primitives
Building Your First Agent 365 Agent
Here's a simplified workflow for creating an agent with Agent 365 integration:
# 1. Install Agent 365 SDK
npm install @microsoft/agent365-sdk
# 2. Create agent blueprint (defines identity, permissions, capabilities)
agent365 blueprint create --name "MeetingPrepAgent" \
--description "Prepares meeting briefs from emails and calendar" \
--permissions "Mail.Read,Calendars.Read,Files.Read.All"
# 3. Implement agent logic with SDK
import { Agent365Client, AgentIdentity } from '@microsoft/agent365-sdk';
const agent = new Agent365Client({
identity: AgentIdentity.fromManagedIdentity(),
telemetry: { enableDetailedLogging: true }
});
// Agent logic: Read upcoming meetings, gather context
async function prepareMeetingBrief(meetingId) {
agent.logDecision('Starting meeting prep', { meetingId });
// Access calendar via Agent 365 SDK
const meeting = await agent.calendar.getMeeting(meetingId);
// Access emails related to meeting participants
const emails = await agent.mail.search({
participants: meeting.attendees,
dateRange: 'last30days'
});
// Generate brief using AI
const brief = await generateBrief(meeting, emails);
// Store brief in SharePoint
await agent.sharepoint.uploadFile(brief, `/MeetingBriefs/${meetingId}.md`);
agent.logDecision('Meeting prep completed', { meetingId, briefLength: brief.length });
}
# 4. Test agent locally with validation
agent365 test --agent MeetingPrepAgent --scenario meeting-prep-test.json
# 5. Deploy to Agent 365
agent365 deploy --agent MeetingPrepAgent --environment production
# 6. Monitor via Agent 365 dashboard
agent365 monitor --agent MeetingPrepAgent --live
Once deployed, the agent appears in the Agent 365 dashboard with full observability, security monitoring via Defender, and data governance via Purview.
Real-World Success: Telstra's Meeting Prep Agent
The BRK305 session showcased Telstra's Meeting Prep Agent—a production system built with Agent 365 that automates meeting preparation for thousands of employees.
The Business Problem
Telstra employees spend 45-60 minutes preparing for important meetings: reviewing past communications with attendees, researching their organizations, gathering relevant documents, and identifying key discussion topics. For executives with 15-20 meetings per week, this is 10-15 hours of preparation time.
The Agent 365 Solution
Telstra built a Meeting Prep Agent that automatically generates meeting briefs:
- Trigger: Agent monitors user calendars via Agent 365 SDK. When a meeting is scheduled 24 hours in advance, agent activates.
-
Context gathering:
- Retrieves email threads with meeting participants (last 90 days)
- Searches SharePoint for relevant documents (proposals, contracts, presentations)
- Queries CRM for customer history and open opportunities
- Analyzes previous meeting notes from OneNote
-
Brief generation: AI synthesizes information into structured brief:
- Participant backgrounds and relationships
- Recent communication summary
- Key discussion topics and action items
- Relevant documents and where to find them
- Suggested talking points
- Delivery: Brief posted to Teams meeting chat and emailed to organizer
- Observability: Every agent action logged in Agent 365 dashboard—Telstra IT can track which meetings were prepped, average prep time, user satisfaction
Results
Time Savings
- • Meeting prep time: 45-60 minutes → 5 minutes (review brief)
- • Executive time saved: 10-15 hours/week → 2 hours/week
- • ROI: $3.2M annual value (time savings across organization)
Quality Improvements
- • Meeting effectiveness: +38% (participants report better outcomes)
- • Missed context: -82% (agents find relevant info humans missed)
- • Follow-up actions: +45% (briefs highlight outstanding items)
Agent 365 Benefits for Telstra
- Security: Agent authenticated via Entra managed identity—no shared credentials. Conditional access enforced (agent only accesses data user could access).
- Compliance: Every data access logged for audit. Purview data governance ensures agent doesn't access restricted information.
- Observability: Dashboard shows agent performance—3,200 briefs generated per week, 97.3% success rate, average generation time 18 seconds.
- Integration simplicity: Agent 365 SDK handled all Microsoft 365 authentication, rate limiting, and API complexity. Development time: 6 weeks (vs. 6 months estimated for custom integration).
- Scalability: Agent scales automatically via Azure—handles meeting prep for 15,000+ employees without performance degradation.
🇸🇪 Technspire Perspective: Swedish Consulting Firm's AI Proposal Agent
A Swedish management consulting firm (650 consultants) competes for high-value engagements where proposal quality is the differentiator. Partners spend 20-30 hours crafting each proposal—researching client, analyzing past engagements, identifying team expertise, assembling case studies, and writing customized content.
The challenge: Inconsistent proposal quality. Senior partners create brilliant proposals; junior partners struggle. Firm knowledge is siloed—consultants unaware of relevant past work. Win rate: 28% (industry average: 35%).
The Agent 365 solution: Technspire built an AI Proposal Agent using Agent 365 SDK:
- Trigger: Partner creates opportunity in CRM, agent activates
- Client research: Agent searches SharePoint for past client engagements, deliverables, and feedback
- Capability matching: Agent analyzes opportunity requirements, searches consultant profiles (stored in SharePoint) to identify best-fit team
- Case study selection: Agent finds relevant past projects (similar industry, problem type, solution approach)
- Proposal draft: Agent generates structured proposal with executive summary, approach, team, timeline, pricing
- Delivery: Draft posted to proposal Teams channel for partner review and refinement
Technical implementation:
- Agent registered in Agent 365 with Entra identity (permissions: SharePoint.Read.All, Sites.Read.All, User.Read.All)
- Agent 365 SDK for Microsoft 365 integration (Graph API abstraction)
- Telemetry sent to Agent 365 dashboard (tracks proposals generated, time saved, win rate correlation)
- Microsoft Defender monitors agent for anomalous behavior (e.g., accessing unusual client data)
- Purview enforces data governance (agent can't access confidential client data without proper clearance)
Results after 9 months: 187 proposals generated by agent. Proposal draft time: 20-30 hours → 4-6 hours (partner review/refinement). Quality consistency: junior partners now produce proposals comparable to senior partners. Win rate: 28% → 41% (+13 points). Revenue impact: €8.4M in additional won business. Agent development time: 5 weeks (Agent 365 SDK accelerated integration). Compliance: passed client audit with full agent activity logs.
Technical Demonstrations: Agent 365 in Action
The BRK305 session included live demonstrations showcasing key Agent 365 capabilities:
Demo 1: Agent Blueprint Creation and Deployment
Demonstrated the complete workflow for registering an agent with Agent 365:
- Create blueprint: Define agent metadata (name, description, owner, purpose)
- Specify permissions: Declare required Microsoft 365 API scopes (e.g., Mail.Read, Calendars.ReadWrite)
- Configure identity: Register agent in Entra, assign managed identity
- Set governance policies: Define data access constraints (e.g., "only access data from sales department")
- Deploy via CLI: Single command pushes agent to Agent 365 registry
- Validation: Agent 365 automatically tests identity, permissions, and compliance before activation
Demo 2: Real-Time Observability Dashboard
Showed the Agent 365 unified dashboard with live agent telemetry:
- Agent inventory: List of all registered agents (95 total, 87 active, 8 dormant)
- Activity timeline: Real-time stream of agent actions (email sent by SupportAgent, calendar read by SchedulerAgent, file uploaded by ReportAgent)
- Performance metrics: Average decision time, API latency, success rates per agent
- Security alerts: Defender flagged one agent for unusual data access pattern—investigation showed legitimate but unexpected use case
- Compliance status: Purview integration shows data governance compliance per agent (all green)
- Cost tracking: Azure consumption per agent (helps optimize expensive agents)
Demo 3: Multi-Agent Collaboration
Demonstrated how agents discover and collaborate via Agent 365:
Scenario: Customer submits support ticket asking for invoice correction and expedited shipment.
- SupportAgent reads ticket, determines it requires invoice and shipping actions
- SupportAgent queries Agent 365 registry: "What agents handle invoices and shipping?"
- Agent 365 returns: InvoiceAgent (permissions: Finance.Write), ShippingAgent (permissions: Logistics.Write)
- SupportAgent delegates:
- Invokes InvoiceAgent with ticket details, InvoiceAgent corrects billing
- Invokes ShippingAgent with order number, ShippingAgent expedites delivery
- SupportAgent consolidates responses, posts summary to support ticket
- Agent 365 dashboard shows full trace: SupportAgent → InvoiceAgent → ShippingAgent, with timing and success status
This orchestration happened automatically—no custom integration code. Agent 365 handled authentication (each agent verified the other's identity), authorization (agents only invoked permitted operations), and observability (full audit trail).
Expanded Interoperability: Beyond Microsoft 365
While Agent 365 excels at Microsoft 365 integration, it's not limited to Microsoft ecosystems. The platform supports hybrid and multi-platform scenarios:
Managed Connectivity to Non-Microsoft Platforms
- Salesforce: Agent 365 SDK provides connectors for CRM data (leads, opportunities, accounts)
- ServiceNow: Access and update tickets, manage incidents
- SAP: Read ERP data for agent workflows (inventory, orders, financial records)
- Google Workspace: Agents can access Gmail, Google Drive, Google Calendar
- Slack: Post messages, monitor channels, respond to mentions
- Custom APIs: Agent 365 SDK includes HTTP client with authentication, retry logic, and telemetry
Key benefit: All external integrations inherit Agent 365 observability and security. Even when agents call Salesforce or SAP, those actions are logged, monitored, and governed by Agent 365.
Agent Collaboration Across Platforms
Agent 365 enables cross-platform agent collaboration. An agent built with Google Vertex AI can register in Agent 365 registry, authenticate via Entra, and collaborate with Microsoft-native agents—all with proper security and governance.
🇸🇪 Technspire Perspective: Swedish Logistics Company's Multi-Platform Agent Ecosystem
A Swedish logistics provider (2,800 employees, 650 trucks, 32 warehouses) operates a complex IT environment: Microsoft 365 for collaboration, SAP for ERP, Salesforce for CRM, custom route optimization software, and IoT systems for fleet tracking. They wanted AI agents to orchestrate across all systems.
The agent ecosystem:
- RouteAgent: Optimizes delivery routes (integrates with custom routing engine + IoT fleet data)
- CustomerAgent: Manages customer communications (integrates with Salesforce + Outlook)
- InventoryAgent: Tracks warehouse stock (integrates with SAP + warehouse management systems)
- InvoiceAgent: Processes billing (integrates with SAP Finance + Microsoft Dynamics)
- DispatchAgent: Coordinates operations (orchestrates other agents)
Agent 365 as the integration layer:
- All agents registered in Agent 365 registry (regardless of underlying AI platform—Azure OpenAI, custom ML models, rules engines)
- Agents authenticate via Entra managed identities (no shared credentials to SAP, Salesforce, etc.)
- Agent 365 SDK handles authentication to external systems (OAuth flows, API key management)
- All agent interactions logged in unified dashboard (SAP queries, Salesforce updates, Microsoft 365 emails—all visible)
- Microsoft Defender monitors agents for anomalies across all platforms
Example workflow: Customer calls with urgent delivery request:
- CustomerAgent receives call transcript (via Teams), determines it's urgent delivery
- CustomerAgent queries InventoryAgent: "Do we have product X in Stockholm warehouse?" (SAP integration)
- InventoryAgent confirms availability, CustomerAgent invokes RouteAgent: "Can we deliver tomorrow?" (custom routing engine integration)
- RouteAgent finds available truck, CustomerAgent invokes DispatchAgent: "Schedule delivery" (updates SAP + notifies driver via Teams)
- DispatchAgent triggers InvoiceAgent: "Create priority delivery invoice" (SAP Finance integration)
- CustomerAgent updates Salesforce opportunity, sends confirmation email via Outlook
Results: 5 agents orchestrating across 6 systems (Microsoft 365, SAP, Salesforce, routing engine, IoT, WMS). Urgent delivery processing: 45 minutes → 4 minutes. Customer satisfaction: +32 NPS points. Agent 365 dashboard provides end-to-end visibility—logistics managers can trace entire workflow. Development time: 12 weeks (vs. 9 months estimated for custom point-to-point integrations). Security: passed SOC 2 audit with comprehensive agent activity logs.
Implementation Roadmap: Deploying Agent 365
Ready to establish unified agent governance with Agent 365? Here's how Technspire guides Swedish organizations through implementation:
Agent Discovery and Inventory (2-3 weeks)
- • Scan Azure, Microsoft 365, on-premises for existing agents
- • Interview teams to identify undocumented agents (shadow AI)
- • Catalog agent metadata: owner, purpose, data accessed, tools used, business value
- • Assess security posture: authentication methods, credential management, access controls
- • Identify high-priority agents for migration to Agent 365 (production-critical, high-risk, high-value)
Agent 365 Foundation Setup (3-4 weeks)
- • Enable Agent 365 in Microsoft 365 tenant
- • Configure Entra integration for agent identity management
- • Set up Agent 365 registry and discovery services
- • Integrate with Microsoft Defender for security monitoring
- • Connect Microsoft Purview for data governance enforcement
- • Configure Azure Monitor for telemetry and observability
- • Define agent governance policies (approval workflows, mandatory registration, security baselines)
Pilot Agent Migration (4-6 weeks)
- • Select 2-3 existing agents for migration to Agent 365
- • Create agent blueprints (identity, permissions, integration requirements)
- • Refactor agents to use Agent 365 SDK (replace custom Microsoft 365 integration)
- • Implement telemetry instrumentation (decision logging, performance tracking)
- • Test in staging environment (validate functionality, security, observability)
- • Deploy to production with monitoring (validate no regression in functionality)
Developer Enablement (4-6 weeks, parallel with #3)
- • Train development teams on Microsoft Agent Framework and Agent 365 SDK
- • Create agent templates and reusable components for common scenarios
- • Establish CI/CD pipelines for agent development (build, test, deploy)
- • Document best practices (prompt engineering, error handling, testing strategies)
- • Set up sandbox environments for agent experimentation
- • Define agent approval and review process (security, compliance, quality gates)
Scale Agent Fleet Migration (8-12 weeks)
- • Migrate remaining agents to Agent 365 in prioritized waves
- • Decommission agents that don't meet governance standards (or remediate)
- • Consolidate redundant agents (identify and merge overlapping functionality)
- • Implement multi-agent orchestration for complex workflows
- • Expand observability dashboards for leadership visibility
- • Conduct security and compliance audits of agent ecosystem
Continuous Improvement and Expansion (Ongoing)
- • Monitor agent performance weekly (success rates, errors, user satisfaction)
- • Optimize high-cost agents (switch models, improve prompts, cache results)
- • Expand agent capabilities based on user feedback and business needs
- • Review security alerts from Defender (investigate anomalies, refine policies)
- • Measure ROI (time saved, processes automated, revenue impact)
- • Keep Agent 365 SDK and frameworks updated (leverage new features)
Why This Matters for Swedish Organizations
Sweden's organizations are leaders in AI adoption—but without governance, agent sprawl creates risk. Agent 365 addresses critical Swedish concerns:
- GDPR compliance: Agent 365 + Purview ensures agents respect data sovereignty, access controls, and privacy rights. Full audit trails for regulatory inquiries.
- NIS2 critical infrastructure: Energy, healthcare, finance, transport—Agent 365 provides security monitoring (Defender integration) and incident response capabilities required by NIS2.
- EU AI Act readiness: Agent 365 observability supports AI Act requirements for transparency, explainability, and human oversight. Decision logs prove compliance.
- Resource efficiency: Smaller Swedish IT teams can manage large agent fleets when Agent 365 provides centralized control—no custom monitoring infrastructure required.
- Public sector trust: Government and municipal organizations demand demonstrable agent governance—Agent 365 provides audit-ready evidence.
- Multi-vendor ecosystems: Swedish organizations often use best-of-breed tools (SAP, Salesforce, Microsoft, local platforms)—Agent 365 integrates across all of them.
Ready to Establish Unified Agent Governance?
Technspire helps Swedish organizations implement Agent 365 for comprehensive agent management—from discovery and security to observability and Microsoft 365 integration. Avoid agent sprawl chaos. Build governed, scalable, compliant AI agent ecosystems from day one.
Schedule Your Agent 365 Implementation AssessmentKey Takeaways from BRK305
- ✓ Agent 365 is the unified control plane for AI agent management: discovery, identity, security, observability, integration
- ✓ Microsoft Agent Framework and Agent 365 SDK provide building blocks for enterprise-grade agents
- ✓ Every agent gets unique Entra identity—no shared credentials, full RBAC, conditional access enforcement
- ✓ Comprehensive observability: Real-time dashboard shows all agent activities, performance, and security alerts
- ✓ Seamless Microsoft 365 integration: Standardized SDK for Outlook, Teams, SharePoint, Calendar (60-70% faster development)
- ✓ Multi-agent orchestration: Agents discover and collaborate via Agent 365 registry—automatic authentication and audit trails
- ✓ Telstra's Meeting Prep Agent: Real-world success—45-60 minute prep → 5 minutes, $3.2M annual value
- ✓ Organizations report 85-95% reduction in agent management overhead and compliance audit time
The future of enterprise AI is multi-agent ecosystems—dozens of specialized agents collaborating across business processes. Agent 365 transforms this vision from governance nightmare into managed reality. By providing unified discovery, security, observability, and integration, Agent 365 enables organizations to scale AI agents confidently, knowing every agent is governed, monitored, and compliant. For Swedish organizations navigating GDPR, NIS2, and AI Act requirements while innovating with AI, Agent 365 is the foundation for responsible, scalable agent deployment.