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Field notes from the engineers doing the work

Cloud architecture, AI engineering, and product development — written by the team shipping it, for teams facing the same decisions.

Featured Cloud Architecture

Designing Multi-Region Architectures Without Losing Your Mind

Multi-region is sold as a reliability upgrade, but it quietly multiplies every consistency and failover decision you have to make. Here's the decision framework we use before recommending it to a client.

Priya Nathan September 28, 2026 8 min read
AI Engineering

What We Actually Evaluate Before Shipping an AI Agent to Production

Demo-ready and production-ready are different bars. Our pre-launch checklist for autonomous agents covers eval coverage, tool-use guardrails, and the escalation paths most teams skip.

Marcus Webb 6 min read
Product Development

The Case for Boring Infrastructure in Early-Stage Products

Kubernetes on day one is usually a mistake. A practical guide to choosing infrastructure that matches the stage you're actually at, not the stage you're hoping to reach.

Priya Nathan 5 min read
Cloud Architecture

Postgres Partitioning: When It Helps and When It Just Adds Complexity

Table partitioning fixes a specific class of problem. Applied to the wrong workload, it mostly adds operational overhead. A field guide from three recent migrations.

Daniel Osei 7 min read
AI Engineering

Retrieval-Augmented Generation, Minus the Hype

RAG is often pitched as a drop-in fix for hallucination. It isn't. Here's what actually moves the accuracy needle, and what just adds latency.

Marcus Webb 9 min read
Product Development

A Practical Guide to Zero-Downtime Database Migrations

Expand-contract migrations, dual writes, and the rollback plans we actually use when a client's production database can't take a maintenance window.

Daniel Osei 6 min read

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