#llm

2 posts tagged llm.

July 5, 2026 · Paul A. Updated August 11, 2026

How to Add an AI Feature to Your Product Without Betting the Company on It

A pragmatic guide to shipping your first AI feature, scoping it, controlling cost and latency, handling the ways LLMs fail, and rolling it out so a bad response never becomes a bad quarter.

ai llm how-to product shipping

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May 19, 2026 · Paul A.

Feature Flags for AI: Why Model Swaps, Prompt Changes, and Tool Rollouts Each Need a Different Pattern

Standard percentage rollouts don't translate cleanly to LLM features. Sticky bucketing, shadow evaluation, and capability gating are the three patterns AI engineers actually need, and why your latency, cost, and eval signals all behave differently.

ai llm ml-ops feature-flags sticky-bucketing

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