Operations brief
Consolidates service health, host pressure, source posture, deployment evidence, and recovery confidence.
AI Operations Advisor
Operational guidance that keeps the operator in control.
Shepherd reads Barndoor operational evidence, explains the current posture, and recommends the next safest action. It is advisory and deliberately not an autonomous repair system.
- Maturity
- In development
- Current availability
- Owner-only inside Barndoor
- Action model
- Read-only recommendations
Current capability
Built to interpret operational evidence, not just display it.
Shepherd consolidates signals that would otherwise require several dashboards, checks, and event reviews, then presents a bounded recommendation with supporting evidence.
Incident context
Separates active risk from historical events and prioritizes meaningful critical, warning, and recovery evidence.
Backup confidence
Distinguishes full backups, verification, short-window snapshots, and restore-drill outcomes.
Release guidance
Points the operator toward the relevant validation, release, and rollback references without executing them.
NOC interpretation
Connects dashboard state and operational evidence to the next safest investigation or maintenance step.
Explainable recommendations
Produces one recommended action with evidence and a clear explanation of why that action was selected.
Advisory loop
Observe, interpret, and recommend.
Shepherd reduces operational uncertainty while preserving a clear boundary between advice and execution.
Observe
Read current system evidence
Service health, operational events, backup confidence, source posture, and release evidence form the current picture.
Interpret
Separate active risk from history
Newer recovery and verification evidence may supersede an older failure without deleting its audit history.
Recommend
Present one safest next action
The recommendation includes its reasoning and the relevant operational references for human review.
Control boundary
Advice is useful only when its limits remain explicit.
Shepherd is designed to improve operator judgment without silently acquiring authority over production systems.
Current boundary
Owner-only and read-only
Shepherd does not restart services, deploy changes, restore backups, delete files, overwrite live state, or run destructive actions.
External boundary
No public product endpoint
Public, mobile, voice, and physical-device access remain gated future work. No such interface is presented as currently available.
Future direction
Expand access without weakening the security model.
These areas describe evaluated direction, not released public capability.
Memory
Operational continuity
Preserve useful incident and maintenance context so future guidance can account for prior decisions and outcomes.
Public safety
Bounded operational summaries
Continue validating summaries that expose aggregate posture without revealing private infrastructure or control paths.
Interfaces
Mobile and voice access
Evaluate tightly scoped owner interfaces only after identity, replay, rate, freshness, and failure boundaries are proven.
Measured development
Follow Shepherd through validated milestones.
Progress is recorded through build history, security boundaries, and tested operational contracts rather than unsupported release claims.