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CAIPE Architecture Evolution

This document tracks the architecture evolution roadmap for the Cisco AI Platform Engineering (CAIPE) system, from the current static distributed model through dynamic agent unification and persona-based profiles. Pulled from PR #975 for spec 093 (093-agent-enterprise-identity).

Roadmap

Phases

Phase 1: Current — Static Distributed Agents

The baseline CAIPE architecture.

  • Remote distributed agents and MCP servers
  • Customized via Agent Registry and Helm config

Phase 2: March 2026 — Single Node and Dynamic Agents

Consolidation and extensibility in parallel.

FeatureDescription
Static Single AgentSingle node architecture for more efficient agent communication and tracing; continue remote BYO agent support
Task ConfigSupport for deterministic task configuration
Skills IntegrationSkills middleware with CAIPE supervisor
Separate Dynamic AgentUsers can create their own dynamic agents with custom personas and chosen MCP tools

Phase 3: March 2026 — Security and Governance

Cross-cutting concerns that apply to all agent types.

FeatureDescription
RAG AuthorizationPer knowledge-base RBAC; user context authorization
I/O GuardrailsSlackbot input/output compliance guardrails
Per Agent LLM BudgetPer agent LLM configuration and budget controls

Phase 4: April 2026 — Unification

FeatureDescription
Dynamic/Single Unification with BYO RemoteUnify the static single agent and dynamic agent architecture

Phase 5: May 2026 — Persona-based Profiles

FeatureDescription
Persona-based Dynamic Agent ProfilesSupport team-based default dynamic agents; team/user-based MCP tool access