ConstraintsArchitectureFailure ModesCompoundingObservabilityDeliberate DesignIsolationControlConstraintsArchitectureFailure ModesCompoundingObservabilityDeliberate DesignIsolationControl
SYS/01Live

Multi-Agent Editorial Engine

AI-assisted editorial pipeline with zero fabricated content and full human control.

  • Process regional news at scale with editorial rigor
  • Filter irrelevant content automatically
  • Verify facts and sources before publication
  • Maintain journalistic standards with AI assistance
  • Deliver publication-ready content to human editors

Previous process

Manual scanning
Slow verification
Inconsistent quality
Editorial bottleneck

Architecture over tools.

SYS/02Live

Content Momentum Engine

Automated content intelligence that turns raw metrics into editorial strategy.

  • Track content performance at scale across hundreds of daily articles
  • Identify which content drives disproportionate value (Pareto principle)
  • Eliminate misleading comparisons from mismatched time windows
  • Monitor regional content coverage and engagement patterns
  • Understand temporal performance to optimize publishing strategy
  • Measure premium content effectiveness separately from free articles
  • Detect performance anomalies automatically
  • Transform raw data into editorial decisions

Previous process

Manual dashboard reviews
Inconsistent analysis
Pattern blindness
Reactive strategy

Designed to degrade gracefully.

SYS/03Live

Subscriber Lifecycle Engine

Revenue intelligence that predicts churn and optimizes subscriber lifetime value.

  • Track revenue across multiple billing cycles (monthly, annual, multi-year, lifetime)
  • Calculate recurring revenue metrics accurately despite plan complexity
  • Identify churn patterns before cancellations materialize
  • Predict renewal probabilities for proactive retention
  • Monitor subscriber lifetime value across entire journeys
  • Compare growth fairly across different time periods
  • Provide actionable business intelligence for strategic planning

Previous process

Platform dashboard checks
Manual calculations
Delayed churn detection
Reactive retention

Design Philosophy

What guides every system.

Constraints define architecture

Limitations create clarity, not restriction.

Simplicity beats cleverness

Readable systems outlast clever ones.

Observability > automation

Understand before you automate.

Degrade gracefully

Failures are expected. Silent failures are not.

Human judgment preserved

AI assists decisions. Humans make them.

What I dont do

One-off automations without architecture
Black-box workflows
Systems that only work "most of the time"
Tool-first design

If it doesnt compound, it doesnt belong.

Want to design a system?

We'll talk in systems, not tools.

More systems will be documented here as they are built. This page evolves — because systems do.