Operational Telemetry

Runtime Governance Telemetry

Operational metrics that convert governance philosophy into measurable reality. Every number below is derived from documented production incidents.

Governance Impact Metrics

Before and after deploying runtime governance infrastructure across production agent sessions.

Context rot incidents
Before
3.2 per session
After
0.1 per session
97% improvement
Average rework hours
Before
4.0 hours
After
0.5 hours
87% improvement
Broken production deploys
Before
2.1 per month
After
0 per month
100% improvement
Token cost per task
Before
$45 average
After
$18 average
60% improvement
Session efficiency
Before
60%
After
95%
58% improvement
Files corrupted per session
Before
8.3 average
After
0.2 average
98% improvement

Cost Comparison: Governed vs Ungoverned

Token costs per task type with and without runtime governance infrastructure deployed.

Task TypeUngovernedGovernedSavingsRisk Level
Simple refactor$8$80%Low
Multi-file feature$45$2544%Medium
Complex integration$180$4078%High
Overnight session$500+$5090%Critical
Retry loop incident$340$2593%Critical
Multi-agent workflow$890$7592%Critical

Retry Inflation Escalation Curve

How token consumption and cost compound with each retry attempt. At attempt 15, the session is lost entirely. Multiple restarts create exponential cost escalation.

AttemptTokens UsedCumulative CostContext Usage
115K$0.458%
232K$0.9616%
358K$1.7429%
5110K$3.3055%
10185K$5.5593%
15200K$6.00100% — SESSION LOST
RESTART+200K+$6.00Reset to 0%
RESTART ×51M+$30+Compounding

With Retry Inflation Control: execution halts at attempt 3 ($1.74) with human escalation. 93% cost reduction.

Context Degradation Over Time

Instruction recall accuracy degrades predictably as session duration increases. Without governance, agents forget their own architecture within 2 hours.

0 min
100%
Perfect
30 min
95%
Strong
60 min
82%
Acceptable
90 min
64%
Degrading
120 min
41%
Critical
180 min
23%
Failed

With Context Rot Prevention: checkpoint rotation at 60 min maintains >90% recall indefinitely.

Deploy Governance. Measure the Difference.

Every metric on this page improves when runtime governance infrastructure is deployed. Start with any module. Measure the delta.