Featured · AI Systems
Production AI needs guardrails, not demos
Why human-in-the-loop validation, observability, and SLA-backed accuracy matter more than model benchmarks in enterprise deployments.
May 12, 2026 · 6 min
Insights
Engineering perspectives from the field.
Notes on architecture decisions, delivery practices, and the trade-offs behind production systems.
Platform
Zero-downtime migrations as a delivery standard
Strategies for dual-write patterns, feature flags, and rollback plans when replacing systems that cannot go offline.
Apr 3, 2026 · 8 min
Delivery
The economics of a senior-only engineering bench
How fewer, more experienced engineers reduce rework, accelerate decisions, and lower total cost of ownership over a platform lifecycle.
Mar 18, 2026 · 5 min
Operations
Observability budgets before performance budgets
Instrument first, optimize second — why production visibility should be negotiated before feature velocity on new platforms.
Feb 7, 2026 · 7 min
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