Practical notes on
AI & systems
Practical notes on AI systems integration, enterprise automation, RAG, cloud, and IoT for teams evaluating implementation.
Before Adopting iPaaS: Evaluate Connectors, Customization, and Lock-In
A practical framework for testing connector fit, extension boundaries, operating costs, and exit options before selecting an iPaaS.
How to Evaluate ERP and CRM Integration Readiness
A practical framework for testing APIs, data models, event handling, portability, and exit costs before choosing an ERP or CRM.
Preventing DNS Conflicts in Hybrid Cloud Networks
A practical guide to namespace ownership, conditional forwarding, migration testing, and reliable hybrid cloud DNS operations.
Promoting Low-Code Automations Across Environments
A practical approach to versioning, configuration, testing, security, and rollback for low-code automation releases.
Prioritizing Vulnerability Patches by Business Exposure
A practical framework for scheduling patches by exploitability, system exposure, and business impact instead of severity alone.
Sampling Production Logs Without Losing Debuggability
A practical framework for controlling production logging costs while preserving the evidence needed to reconstruct failures.
Building a Data Catalog with Clear Definitions, Ownership, and Usage
A practical framework for documenting data definitions, accountable owners, approved uses, and operational constraints.
Detecting Offline IoT Devices Without False Alarms
A practical framework for heartbeat design, adaptive offline thresholds, multi-signal verification, and actionable IoT alerting.
Acknowledgment, Retry, and Reconciliation for Reliable EDI Exchanges
A practical design for traceable EDI acknowledgments, idempotent retries, and reconciliation without duplicate business postings.
Reliable Structured Output from Enterprise AI: Schema Constraints, Validation, and Repair
A practical architecture for producing AI-generated data that can safely enter ERP, CRM, databases, and automated workflows.
Modernizing Core Systems Without a Big-Bang Cutover
A practical approach to modernizing always-on core systems through bounded migration, controlled data ownership, and reversible releases.
Validating Cloud Capacity Before Peak Traffic
A practical guide to testing workloads, cloud quotas, and scaling ceilings before peak demand exposes hidden bottlenecks.
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