Execute use when provisioning Vertex AI infrastructure with Terraform. Trigger with phrases like "vertex ai terraform", "deploy gemini terraform", "model garden infrastructure", "vertex ai endpoints terraform", or "vector search terraform". Provisions Model Garden models, Gemini endpoints, vector search indices, ML pipelines, and production AI services with encryption and auto-scaling.
77
Quality
71%
Does it follow best practices?
Impact
88%
1.06xAverage score across 3 eval scenarios
Passed
No known issues
Optimize this skill with Tessl
npx tessl skill review --optimize ./plugins/devops/jeremy-vertex-terraform/skills/vertex-infra-expert/SKILL.mdGemini endpoint with encryption and IAM
Terraform backend block
0%
0%
Project variables defined
100%
100%
Auto-scaling configuration
20%
70%
KMS encryption on endpoint
100%
100%
KMS IAM binding
100%
100%
Least-privilege IAM roles
100%
100%
GCS bucket reference
0%
0%
API enable command
0%
30%
Validation report file
100%
100%
Changes summary with rationale
100%
100%
Without context: $0.2479 · 1m 17s · 13 turns · 15 in / 4,029 out tokens
With context: $0.6657 · 2m 39s · 36 turns · 591 in / 8,873 out tokens
Vector search index with embeddings and monitoring
Embedding dimensions specified
100%
100%
GCS bucket for embeddings
100%
100%
GCS IAM permissions
100%
100%
KMS encryption on index
100%
100%
cloudkms IAM binding
100%
100%
Least-privilege IAM roles
100%
100%
Cloud Monitoring configured
100%
100%
Terraform variables defined
50%
50%
Smoke test script
100%
100%
Validation report
100%
100%
Without context: $0.7536 · 4m 26s · 27 turns · 34 in / 14,009 out tokens
With context: $0.8572 · 3m 34s · 39 turns · 813 in / 12,515 out tokens
Full production stack with monitoring and validation
Multiple resource types
100%
100%
Auto-scaling on deployed model
100%
100%
KMS encryption present
100%
100%
cloudkms IAM role granted
100%
100%
Least-privilege roles only
100%
100%
Cloud Monitoring resource
100%
100%
API enable command
0%
100%
Smoke test queries endpoint
100%
100%
Smoke test checks index build
100%
100%
Validation report with rationale
100%
100%
Terraform backend and variables
50%
50%
Without context: $0.6737 · 3m 43s · 27 turns · 33 in / 12,842 out tokens
With context: $0.8680 · 3m 31s · 38 turns · 303 in / 12,967 out tokens
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Table of Contents
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