How we build it, written down.

How to build an MCP server over an existing API: design a small typed tool surface, pick a transport, secure it with scoped auth, and test it with real evals.

Where to start with business process AI automation: pick one measurable process, choose workflow automation or agents, add human review, guardrails and evals.

How to build an internal RAG system over company knowledge: ingestion and chunking, hybrid retrieval, permission-aware search, cited answers and evals.

How to migrate to Shopify from Salesforce Commerce Cloud, WooCommerce or Magento without losing SEO: URL inventory, 301 redirects, metadata and launch checks.

Taking an ML model from pilot to production: versioning, reproducible pipelines, containers, GPU infrastructure, inference, drift monitoring and governance.

How audit-grade CI works for safety-critical ROS2 robotics: PR checks, requirement-to-test traceability, ReqIF round-trips and hash-chained evidence packs.

Native Swift and Kotlin or cross-platform React Native? Compare performance, native API access, shared code, team and maintenance trade-offs, with a checklist.

How GDPR applies when your software partner is outside the EU: third countries, SCCs, transfer impact assessments, DPAs, EU hosting and test data.

How to work with a remote engineering team across US time zones: protect the overlap hours, write specs, run async rituals, demo often and make ownership clear.