A daily reading system for Davin

Learn through English.

One carefully selected English reading pack. Thirty focused minutes. Original sources, practical language and one piece of active output.

Latest reading

1 August 2026

C1AI × Deterministic Workflows30 min

When should an LLM enter a deterministic clinical workflow?

Read an open-source LLM-in-the-loop architecture, connect it to FDA and EMA governance principles, then design a narrow AI boundary for an SP workflow.

Start reading Open main source

3verified open-access sources

15key terms with Chinese notes

5minutes of spoken output

Designed for consistency

Less noise. Better signals.

Source-aware

Official and primary sources establish facts. Industry and community sources add implementation context.

Personalised

Priority goes to AI, clinical research, SAS, CDISC, statistical programming and career-relevant English.

Active

Every edition ends with retrieval, retelling or a short professional speaking task.

August 2026

01 AugLLM-in-the-loop clinical workflow design

Previous month

July 2026

31 JulMulti-site LoRA, privacy and clinical AI lifecycle validation 30 JulAI, safety TFLs and evidence-grounded CSR summaries 29 JulDataAtlas and trustworthy clinical metadata 28 JulTHESEUS and reproducible analysis generation 27 JulClinAgent and controlled clinical programming 26 JulAI, real-time data and trustworthy clinical trials 25 JulAI, validation and the future of statistical programming 25 JulGlobal impact and cost-effectiveness of tuberculosis interventions