Insights
Notes from the studio.
Engineering notes on AI, ML, custom apps, and the messy bits of shipping production software.
Tagged “production”3
ai
Cut Your LLM Bill Without Cutting Quality
A practical, ordered playbook for lowering production LLM costs. Prompt hygiene, caching, model routing, retrieval, budgets, and the measurement that ties it all together.
ai
Building Neutral AI: How We Ship Production Systems Without the Hype
Hype free engineering principles for AI products that serve users, not nudge them. Grounding, refusal, evals, cost bounding, the boring decisions that actually ship.
machine-learning
Machine Learning in Production: Beyond the Jupyter Notebook
A working model is not a working product. The full production ML stack, data pipelines, deployment patterns, monitoring, and drift detection.