Simulated Cycles: 100 runs
Trigger & Event Ingestion
LLM Decider & Compactor
Autonomous Tool Executor
Human Verification Gate
Rollback & Recovery Bus
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Ready
Retention & Trust Health
● Dynamic Markov Engine
30-Day Retention Probability
84.2%
Benchmark: >75% for daily retain
Trust Half-Life
42 days
Time to silent user abandonment
Human Interruption Drag
14.2%
Verification queue friction
Autonomous Drift Risk
12.0%
Unchecked hallucination rate
Root Cause & Structural Friction
Primary Friction Bottleneck
Verification latency during burst hours
Architectural Recommendation
Decouple read evaluation from write-back queues
Abandonment Risk Factor
False-positive alert fatigue leads users to disable proactive runs after ~6 weeks.
Architecture Parameters
12%
Human-In-The-Loop Gate Frequency
8k tokens (Strict)
2 Retries
Counterfactual Stress Injection