AI-Native Capabilities
MSR Research delivers complete AI-native operating systems — agent teams, research tunnels, quality gates, and governance controls that run in production daily.
ANO Infrastructure
Agent-native organization design, deployment, and management with 34 specialized agents across 6 teams
Key Features
Agent Team Design
Named agents with celestial themes, clear contracts, and explicit handoff rules
Three-Tier Governance
Development, Test, and Production environments with appropriate access controls
Progressive Trust
Agents earn autonomy through daily performance scoring across 5 dimensions
Autonomy Leaderboard
Live scoring dashboard tracking agent performance from Observer to Night-Run
Benefits
- 34 agents operational in production
- Daily 5-dimension autonomy scoring
- Contract-driven behavior with audit trails
- Four operational modes: Observer → Night-Run
Intelligence Systems
Research tunnels, adversarial review, publishing gates, and autonomous quality gating for daily intelligence delivery
Key Features
Research Tunnels
Multi-agent pipelines scan domain-specific sources on schedule with dedup and extraction
Adversarial Review
Curmudgeon persona challenges assumptions before reports ship
Publishing Gate
Quality thresholds enforced before any content reaches subscribers
5-Dimension Scoring
Novelty, source quality, density, length, and title uniqueness measured on every report
Benefits
- 3 production research tunnels live
- Daily quality scoring with auto-approval thresholds
- Consistent structure across all products
- Reduced repetition via similarity detection
Conversational AI
Chat-first interfaces, Telegram bots, and domain-expert agents accessible through natural conversation
Key Features
Telegram Bot Platform
Sage AI Policy Advisor delivers coaching directly in Telegram with tier-gated features
Concierge Chat
Subscriptions concierge helps explore products and get personalized recommendations
Inter-Agent Messaging
Route directives to any of 34 agents via /ask command through structured message queue
Domain-Expert Agents
Each agent carries specialized system prompts and domain knowledge for its field
Benefits
- Conversational access to AI intelligence
- Tier-gated feature access via Telegram
- Agent-to-agent communication protocol
- Natural language interaction — no dashboards required
Policy & Governance
AI policy frameworks, compliance automation, and audit-ready governance controls built into every system
Key Features
AI Policy Generation
17-agent pipeline creates tailored governance policies for municipalities and enterprises
Compliance Automation
Automated tracking of AI regulations across jurisdictions with impact analysis
Audit-Ready Controls
Immutable audit logs with before/after diffs for every agent decision
AI Readiness Assessment
Department-level analysis with training plans, change management, and ROI projections
Benefits
- Policy documents generated in 24-48 hours
- Municipality and enterprise tiers available
- Ongoing coaching via Telegram bot
- Traceable decisions from source to delivery
See MSR Systems in Production
CivicGrantsAI, Intelligence Subscriptions, AI Policy — real platforms built on ANO infrastructure, running daily with measured autonomy.