2026 Q1
Agent Architecture Research and Core Modeling
1. Agent Flywheel Architecture: Completed the overall architecture definition for Agent Studio and Insights, establishing a closed-loop system across Build → Test → Monitor → Deploy → Suggestions.
2. Runtime Context Assembly Research: Researched and validated the dynamic assembly model for Journey, Guidelines, Reference, Actions, and Variables.
3. Agent Modeling Standardization: Established standards for minimal modeling units, including Journey, Branch, Edge, Guideline, Retriever, and Variable.
4. Runtime Governance Research: Completed research on runtime governance areas, including Runtime Snapshot, Deployment Governance, PII Masking, Handoff, and Fallback.
2026 Q2
MVP Productization and Core Workflow Launch
1. Agent Studio MVP: Launched the foundational workspace capabilities for KnowledgeHub, Build, Test, Deploy, Monitor, and Suggestions.
2. Build-time Runtime Orchestration: Supported structured orchestration of Main Journey, Branch, Edge, Actions, and Variables.
3. White-box Test Validation: Supported Test Group, batch regression testing, Evaluate Answer, and Reference / Guideline hit analysis.
4. Deploy Runtime Foundation: Supported Published Definition, Deployment Snapshot, Web Widget Runtime, and the foundational Gateway.
2026 Q3
Runtime Observability and Optimization Loop
1. Request-based Monitor Debugger: Supported runtime detail inspection for RequestTrace, Guideline Match, Tool Calls, Generation, Analysis, and Span Tree.
2. Runtime Explainability: Supported Runtime Assembly Explainability and white-box diagnostic capabilities.
3. Evidence-first Suggestions Optimization: Automatically generated optimization suggestions based on Conversations, Ratings, Monitor Trace, and Test Failures.
4. Validation-driven Iteration Loop: Connected the continuous optimization workflow of “Issue Discovery → Suggestion Generation → Patch Creation → Regression Validation.”
2026 Q4
Agent Operating System Platformization
1. Unified Runtime Governance: Supported governance capabilities including Rollout, Suspend, Resume, Rollback, Audience Routing, and Channel Governance.
2. Insights Intelligence Layer: Enhanced global experience analytics capabilities across Conversations, Topic Explorer, and CX Dashboard.
3. Cross-module Continuous Optimization: Established a unified optimization flywheel across Build, Test, Monitor, Deploy, and Suggestions.
4. Multi-agent Scalability: Supported lifecycle governance, asset reuse, and cross-business scenario expansion for multiple agents.