RAMIL.ORG Independent systems building and technical operations

Selected systems

Architecture with an operational point of view.

These are systems designed to make complex work legible, resilient, and easier to operate. The public examples preserve useful engineering context without exposing confidential workflows.

01Selected system

AI-powered email infrastructure observability

MX Sentinel

A production operations layer that helps mail operators understand why delivery is failing — before the incident becomes a support queue.

Correlates SMTP telemetry, DNS changes, DMARC data, reputation signals, and incidents. Deterministic evidence comes first; AI assists with diagnosis.

GoEvent-drivenObservabilityAI diagnostics
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02Sanitized production architecture

AI-native business operations platform

Northstar

A sanitized demonstration of production architecture for turning fragmented commercial workflows into one accountable operating layer.

Connects research, qualification, AI drafting, human review, campaigns, client workflows, payments, reporting, and role-based operational visibility.

FastAPIPostgreSQL / pgvectorHuman reviewAudit trails
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03Selected system

AI video production engine

Video Automation Service (VAS)

A system that turns a topic or script into a finished video through an AI editorial layer and a deterministic rendering pipeline.

AI plans. Deterministic systems execute. Structured edit plans, workers, provider fallbacks, asset reuse, cost controls, and recovery make the pipeline operable.

FastAPIRemotionFFmpegWorker architecture
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