9 min readIn Build
A grammar for protocol drift
Why amendments look random, and what a structured view exposes.
tokens2trials · v0.1
Where machine reasoning meets
medical evidence.
— evidence in, evidence out.
A working notebook on how AI shows up across the 38 stages of a clinical trial — what actually works, what's still speculative, and what deserves a second look.
Lifecycle Explorer · teaser
open →Development4 phases · 17 stages
Portfolio & Design
4 stages
Data Capture & Instruments
4 stages
Data & Review
3 stages
Standards, Analysis & Writing
6 stages
Operations5 phases · 16 stages
Site & Startup
3 stages
Patient Engagement
4 stages
Execution & Supply
4 stages
Monitoring & Closeout
3 stages
Patient & Site Experience
2 stages
Regulatory2 phases · 5 stages
Safety & Inspection
2 stages
Filing & Life-cycle
3 stages
Start here
choose a lens
/clinical
I'm from clinical
Where AI meaningfully changes trial work — and where it's still marketing.
open path/ai
I'm from AI
The vocabulary, artifacts, and edge cases of drug development, without the buzzwords.
open path/leader
I lead a team
How to invest, staff, and measure this work without buying a lottery ticket.
open pathLatest from the Lab
all experiments →12 min readProven
Central monitoring without the theatre
Rebuilding KRIs from first principles rather than dashboards.
7 min readHypothesis
Retrieval over the study record
What a real evidence-grounded assistant needs to earn.
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