AI Agent Framework
PreviewProblem solved: Agents need lifecycle, tools, and policy — not one-off scripts.
Named agent roles (Learning, Competitor, Scheduler, Executive, Forecast, Decision, Health) with job descriptions, human gates, and maturity labels. No fabricated run counters.
Plugin Architecture
VisionProblem solved: New intelligence modules must attach without redesigning the Core.
Systems expose a standard inspect + launch contract around the AI Core so future modules plug into Mission Control without a homepage redesign.
Learning Engine
SoonProblem solved: Prioritization should improve from verified outcomes.
Planned feedback path from verified work items into ranking weights. Not claimed as production auto-learning today.
Decision Engine
PreviewProblem solved: Operators need prescriptions ranked by impact and confidence.
Detect → prioritize → prescribe → act → learn loop embodied in Action Queue and Marketing OS decision language.
Scheduler
PreviewProblem solved: Autonomous work requires reliable time triggers.
Rituals, digests, crawls, and recurring jobs as first-class OS concepts.
Event Bus
VisionProblem solved: Systems must communicate without tight coupling.
Architectural intent for decoupled events across intelligence systems.
Queue
PreviewProblem solved: Work must be durable, ordered, and reviewable.
Action Queue patterns and SEO work boards — durable operator work, not vanishing notifications.
Enterprise Security
PreviewProblem solved: Mission Control without trust boundaries is not enterprise software.
Security headers (CSP, HSTS in production), auth console patterns, CSRF utilities, and questionnaire support on Enterprise path. Continuous hardening.
Role Based Access
PreviewProblem solved: Multi-seat teams need least privilege.
Console RBAC model (roles + can()) with demo adapter; live IdP path is a drop-in via repository adapters.
Single Source of Truth
PreviewProblem solved: Twelve tools disagree; operators argue.
Entity and work models that fuse signals into decisions. Shared models panel and evidence cache patterns where built; full cross-channel SSOT is the product direction.