Deep Dive
Platform Architecture
How 70 agents, 25 sentinels, and 14 domains work together as an autonomous marketing OS.
14 Agent Domains
OODA Loop Architecture
OODA Loop — Every 15 minutes, sentinels observe signals, the intelligence mesh orients context, the campaign designer decides strategy, and 70 agents act.
Observe: Sentinel System
25 sentinels patrol every 60 seconds. They monitor pipeline health, campaign signals, security events, routing metrics, and mesh activity. Each sentinel generates structured observations that feed the OODA loop.
Orient: Intelligence Mesh
Cross-tenant anonymized learning with contribution scoring. The mesh aggregates insights from all tenants, applies anonymization pipelines, and surfaces trending patterns that inform agent decisions.
Decide: Campaign Designer
7-stage autonomous campaign lifecycle. The designer evaluates signals, selects strategies, allocates resources, and launches campaigns without human intervention. Full state machine with rollback support.
Act: Agent Execution
70 agents execute across 14 domains. Each agent has rate limiting, circuit breakers, retry logic, and Prometheus metrics built in. Results feed back into the observe phase.
Workflow DAG Executor
Define multi-step agent workflows as directed acyclic graphs. Topological sort ensures correct execution order. Steps can run in sequence or parallel.
Hybrid Memory System
Short-term
Session context, recent interactions, working state
Long-term
Persistent patterns, learned preferences, historical data
Entity
Account profiles, contact graphs, deal histories
Procedural
Successful playbooks, workflow templates, best practices
Channel Adapters
Open Protocols
MCP — Model Context Protocol
70 agents exposed as MCP tools. JSON-RPC transport, capability negotiation, and structured responses. Compatible with Claude, Cursor, and any MCP-enabled client.
A2A — Agent-to-Agent
Agent Card registry, task lifecycle management, and cryptographic request signing. Agents can invoke each other across tenant boundaries.
Zero-Trust Security
OAuth Token Manager
17 granular scopes, role-based scope sets, token issue/validate/revoke/introspect with JWT.
Policy Enforcer
Deny-actions, domain restrictions, rate limits, token budgets, and scope checks per agent.
Audit Logger
SHA-256 hash chain with tamper detection. Every action is cryptographically linked.
Sentinel System
25 autonomous monitors patrolling every 60 seconds. Each sentinel has its own patrol cycle, check suite, and alerting threshold.
Deploy your AI marketing team
70 agents across 14 domains. Open protocols. Start in minutes.