Case Study · Feb 2025
Shipping a resilient retrieval pipeline in 10 days
How we stabilized a noisy product feed and unlocked reliable context for a multi-market assistant.
Read more →Lakeshore Notebook
Field notes on measured software.
Dispatches on shipping dependable AI systems, tuning product operations, and the craft decisions that keep releases steady. We publish when there's something meaningful to share.
Latest writing
Playbook · Jan 2025
Instrumentation that keeps AI features honest
A practical checklist for measuring LLM performance in production without slowing your roadmap.
Read more →Notes · Dec 2024
Designing editorial tooling for non-technical teams
We turned a days-long publishing process into minutes with simple guardrails and fast feedback.
Read more →Guide · Nov 2024
What to measure before automating support
Benchmarks, baselines, and the qualitative insights that catch failure modes early.
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