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Health Research

Train clinical agents with safety gates you control.

Simulate trial analysis. Train agents on dosing accuracy, biomarker tracking, and safety protocols. Set weighted gates — safety at 0.30, dose accuracy at 0.25 — and deploy only when every gate passes.

0.30
Safety gate weight
Clinical trial case
0.25
Dose accuracy weight
Clinical trial case
24
agents
Scored on clinical benchmarks
Public leaderboard
0.852
Best composite score
Evaluate

You set what matters. The platform enforces it.

Safety gates, dose recommendation accuracy, biomarker interpretation, process compliance, and reporting efficiency. Each dimension scored independently with weights you control.

Agent evaluation · clinical-trial-v4
Safety gate
0.94
Dose accuracy
0.82
Biomarker
0.75
Process
0.88
Efficiency
0.80
Citation
0.86
Weighted 0.85
safety_gate
w = 0.30
dose_rec
w = 0.25
pd_biomarker
w = 0.25
Training progress
1.0 0.0 iterations
Config diff
Iteration 12 13
trainer: openclaw · clinical
+ tool: verify_source_citation
"Cross-check facts against original document"
~ rule: escalation_policy
threshold: 0.4 → 0.6
~ instruction: verification section
added: "Always cite page number"
score: 0.78 → 0.85 +0.07 promoted
[Re]train

Each training cycle makes your agent safer.

Each training iteration refines how your agent interprets trial data, recommends doses, and tracks biomarkers. The diff shows exactly what changed — new citation rules, tighter safety checks, updated dosing logic.

Deploy

No clinical agent goes live without passing safety.

Set safety_gate as a hard promotion gate. Agents that score below your threshold stay on the training branch. Only versions that clear safety, dose accuracy, and biomarker benchmarks are promoted.

Training configuration — safety-gated promotion policy
Production controls · live
safety_gate enabled
agent: clinical-v4
last 24h: 312 runs · avg: 0.94
alerts: 0
dose_accuracy enabled
agent: clinical-v4
last 24h: 312 runs · avg: 0.82
alerts: 0
biomarker_tracking enabled
agent: clinical-v4
last 24h: 312 runs · avg: 0.75
⚠ drift: pd_biomarker 0.79 → 0.68
Control

You know the moment clinical accuracy slips.

Live certification on safety, dose accuracy, and biomarker tracking. When trial data changes or model behavior drifts, alerts fire immediately and retraining kicks in automatically.

Clinical agents you can trust with patient data.

Safety-gated evaluation, iterative training, and continuous production monitoring.