Context layerCapability 10

Predictive risk before code reaches prod.

IDE and CI checks catch AI-risk patterns before launch: missing HITL gates, risky SDK additions, autonomy jumps, and unsafe data flows.

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risk/no-hitl-gatewarnautonomy tier 3
risk/ai-sdk-addedreviewnew provider
risk/pii-egressblockmissing redaction
risk/model-cardwarnmissing evidence
01

Pre-commit checks

Warn developers before risky AI code ships.

02

SDK discovery

Flag new AI provider dependencies.

03

Autonomy tier drift

Catch code that raises autonomy without approval.

04

Fix guidance

Point to the policy, control, and safer pattern.

Shift-left governance

Predictive risk turns governance from a review meeting into a developer feedback loop

Predictive risk turns governance from a review meeting into a developer feedback loop.

32

rules

IDE

first warning

CI

release gate