Applied AI engineering notes, case studies & field reports
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Latest articles
Edge Deployment of Small Language Models on Industrial Devices
Documentation written by the team that builds the system tends to be more useful than documentation written by anyone else. The trade-off is consistency, which we address with a…
A Practical Guide to Evaluating LLM Outputs
Cost modelling is now part of our pre-merge checklist. Every PR that touches an LLM call includes an estimate of the per-request token spend and the expected daily volume.…
Building a RAG Pipeline That Actually Works in Production
Documentation written by the team that builds the system tends to be more useful than documentation written by anyone else. The trade-off is consistency, which we address with a…
Building a Knowledge Base That LLMs Can Actually Search
Observability for agent runs is qualitatively different from traditional APM. A single user request can spawn dozens of tool calls, each with its own latency, cost, and failure…
Headless Browser Fingerprinting and How We Mitigate It
Cost modelling is now part of our pre-merge checklist. Every PR that touches an LLM call includes an estimate of the per-request token spend and the expected daily volume.…
From PDF Chaos to Structured Data with Vision Models
Documentation written by the team that builds the system tends to be more useful than documentation written by anyone else. The trade-off is consistency, which we address with a…