Engineering Journal

Technical thinking, not promotional content

Architecture patterns, engineering trade-offs, and research notes from the problems we work on, written for other engineers, not for a sales page.

Read this ifyou're an engineer, and a marketing page has never once told you anything useful.

AI Engineering · 7 min read

Why Enterprise AI Projects Stall After the Demo

The gap between a working prototype and a production system is where most AI initiatives quietly die. What actually separates the ones that ship.

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Architecture · 6 min read

A Practical Framework for Build-vs-Integrate Decisions

Every system boundary is a decision about who owns what. A working framework for deciding what to build, what to integrate, and what to leave alone.

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System Design · 6 min read

Designing for Partial Failure in Multi-System Workflows

A business process that spans multiple systems will eventually have one of them fail mid-transaction. Designing for that up front is cheaper than discovering it in an incident.

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Integration · 7 min read

Legacy Modernization Without the Rewrite Trap

Full rewrites fail more often than they succeed. A strangler-pattern playbook for modernizing systems while the business keeps running on them.

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Automation · 6 min read

Designing Automation People Actually Trust

Automation that gets bypassed is worse than no automation. How escalation design and transparency decide whether a workflow actually gets adopted.

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Research Notes · 6 min read

Evaluating Retrieval Quality in RAG Systems

An internal research note on why similarity search alone is a weak proxy for retrieval quality, and what we're exploring instead.

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