Tag
Architecture
9 posts
Architecture patterns, decision records and scalable system design.

AI agents in production: lessons learned after 18 months
Patterns, anti-patterns and architecture decisions when deploying AI agents in real production environments. 18 months of learnings condensed.

Technology audit: when to scale and when to optimize what you have
Technology diagnostic framework for deciding between scaling infrastructure or optimizing what you have. With checklist and decision tree.

Intelligent Automation: The Next Step After RPA
From rule-based RPA to AI-powered automation. Decision engines, process mining, autonomous exception handling, and architecture for the next generation.

The real cost of technical debt
Technical debt doesn't appear on the balance sheet, but it erodes speed, reliability, and innovation capacity across the entire organization. Here's how to quantify and manage it.
Apache Kafka for the Mid-Market: Practical Implementation
Practical guide to implementing Apache Kafka for mid-sized companies. Sizing for 10K-1M events/day, topic design, consumer groups, and operational runbooks.
AI-Native Architectures: Designing Systems Where AI Is a First-Class Citizen
How to design systems where AI is not bolted on but a central component. Data flow, feedback loops, and human-AI collaboration patterns.
Technology Stack Selection: Decision Framework for 2025
Beyond features: team familiarity, hiring market, ecosystem maturity, maintenance costs, and lock-in in stack selection.
Hexagonal Architecture in Practice: Ports, Adapters and When to Use Them
When hexagonal architecture is overkill, how to refactor toward it incrementally, testing strategies, and real project structure.
AI Agents in Production: Orchestration and Failure Patterns
Production orchestration patterns for AI agents. Supervisor, hierarchical, consensus. Failure handling, human-in-the-loop, and cost management.