600 patients67,035 observations120 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 (weekly infusion, day 1 of each 7-day cycle).
A · EC-01 · Delayed loss of response (30)B · minResponseProbability 0.65 (170)
State and risk
ABA − B
Patients30170-140
Mean treatment day112111+1
Strong responders0%100%-100%
Discontinuation risk ≥ 70%0%0%0%
At risk0%1%-1%
Tolerance deteriorating13%33%-20%
GI unstable0%1%-1%
Response today3681-45
GI burden today1817+1
Toxicity today15150
Adherence83%92%-9%
Quality of life5577-22
Biology
Share of each cohort in every biology segment the learning layer uses.
SegmentABA − B
FUT2 non-secretor67%26%+41 pp
IL6 high-expression variant57%17%+40 pp
Poor metabolizer20%16%+4 pp
Low butyrate capacity63%1%+62 pp
Low microbial diversity73%9%+64 pp
Baseline state S1410%8%+2 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
BR-03 Behavioural Recommendation4
50%
AD-05 Adherence Support6
33%
B · minResponseProbability 0.65
BR-03 Behavioural Recommendation4
50%
LLIFE OS insight · A · EC-01 · Delayed loss of response
grounded · add an LLM key for prose

EC-01 · Delayed loss of response: 30 patients, mean day 112. 13% have deteriorating tolerance, 0% unstable GI, 0% carry ≥60% discontinuation risk; mean GI 18, adherence 83%. Dominant clusters: EC-01 100%.

Shared biology: Low microbial diversity 73%, FUT2 non-secretor 67%, Low butyrate capacity 63%, IL6 high-expression variant 57%. Dietary detractors: fat in 87%, simpleCarbs in 70%, histamine in 67%.

What worked: BR-03 improved 50% of 4; what did not: AD-05 improved only 33% of 6. By biology: AD-05 works best in Low microbial diversity (33%) and worst in FUT2 non-secretor (25%).

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: 170 patients, mean day 111. 33% have deteriorating tolerance, 1% unstable GI, 1% carry ≥60% discontinuation risk; mean GI 17, adherence 92%. Dominant clusters: SR 78%, EC-02 19%, MR 2%.

Shared biology: FUT2 non-secretor 26%. Dietary detractors: histamine in 29%, alcohol in 28%, simpleCarbs in 8%.

What worked: BR-03 improved 50% of 4.

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