700 patients109,892 observations180 daysLIVE
Two cohorts, clusters or histories on the same canvas: trajectories, biology, and what worked in each.

Compare

Synthetic demo data
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Mean lived trajectory
Observed days only; faint verticals are dosing days (daily oral dose, morning).
A · EC-01 · Delayed loss of response (49)B · minResponseProbability 0.65 (218)
State and risk
ABA − B
Patients49218-169
Mean treatment day1561560
Strong responders0%100%-100%
Discontinuation risk ≥ 70%0%0%0%
At risk0%0%0%
Tolerance deteriorating33%27%+6%
GI unstable0%0%0%
Response today4181-40
GI burden today1817+1
Toxicity today1715+2
Adherence84%92%-8%
Quality of life5677-21
Biology
Share of each cohort in every biology segment the learning layer uses.
SegmentABA − B
FUT2 non-secretor80%23%+57 pp
IL6 high-expression variant55%20%+35 pp
Poor metabolizer37%17%+20 pp
Low butyrate capacity65%0%+65 pp
Low microbial diversity84%11%+73 pp
Baseline state S146%6%0 pp
Cluster EC-03 (high response / high intolerance)0%0%0 pp
Adherence < 60%0%0%0 pp
What worked in each
Improved share among accepted instances inside each cohort. Monitoring actions excluded.
A · EC-01 · Delayed loss of response
AD-05 Adherence Support5
20%
BR-03 Behavioural Recommendation7
14%
B · minResponseProbability 0.65
SC-12 Supportive Compound4
25%
LLIFE OS insight · A · EC-01 · Delayed loss of response
grounded · add an LLM key for prose

EC-01 · Delayed loss of response: 49 patients, mean day 156. 33% have deteriorating tolerance, 0% unstable GI, 0% carry ≥60% discontinuation risk; mean GI 18, adherence 84%. Dominant clusters: EC-01 100%.

Shared biology: Low microbial diversity 84%, FUT2 non-secretor 80%, Low butyrate capacity 65%, IL6 high-expression variant 55%, Poor metabolizer 37%. Dietary detractors: ultraProcessed in 88%, fat in 82%, simpleCarbs in 80%.

What worked: AD-05 improved 20% of 5; what did not: BR-03 improved only 14% of 7. By biology: BR-03 works best in FUT2 non-secretor (17%) and worst in IL6 high-expression variant (0%).

No learned rules apply yet; run learning after the first campaign results.

LLIFE OS insight · B · minResponseProbability 0.65
grounded · add an LLM key for prose

minResponseProbability 0.65: 218 patients, mean day 156. 27% have deteriorating tolerance, 0% unstable GI, 0% carry ≥60% discontinuation risk; mean GI 17, adherence 92%. Dominant clusters: SR 83%, EC-02 11%, MR 6%.

Shared biology: no dominant biology. Dietary detractors: ultraProcessed in 30%, alcohol in 29%, simpleCarbs in 11%.

What worked: SC-12 improved 25% of 4.

No learned rules apply yet; run learning after the first campaign results.