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AI tools for platform engineers to design infrastructure, research best practices, optimize deployment pipelines, and improve developer experience.
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Multi-Region Availability
Active-active with Route 53 health checks
Kubernetes Version
1.29 — supported until Oct 2024
Container Image Scanning
Trivy integrated in CI pipeline
Cost Governance
No tagging policy enforced — $12K unallocated
Secrets Management
Vault + IRSA pattern recommended
Cloud architecture design
Design scalable cloud architectures following best practices and patterns.
Design a multi-region cloud architecture: load balancing, disaster recovery, database replication, and cost optimization
Compiled architecture: active-active regions, cross-region failover, database shadowing, auto-scaling policies, cost analysis.
ToolRouter research
Load Balancing
Route 53 latency routing + Global Accelerator
RDS Replication
Aurora Global Database — <1s cross-region lag
Failover RTO
<60 seconds with pre-warmed standby
Cost Estimate
$4,200/mo (us-east-1 primary + eu-west-1 standby)
Infrastructure as Code and configuration
Look up Terraform, CloudFormation, Helm, and IaC framework documentation.
Show me Terraform documentation: modules, variables, state management, and best practices for production deployments
Found official docs: module structure, input/output variables, remote state backends, testing strategies, and security best practices.
ToolRouter search_docs
Remote Backend
S3 + DynamoDB locking recommended for teams
State Encryption
S3 SSE-KMS required for sensitive infra
Workspace Isolation
Use workspaces per env (dev/staging/prod)
Module Versioning
Pin module source to git tag for reproducibility
Infrastructure security auditing
Audit cloud infrastructure for security gaps, misconfigurations, and compliance issues.
Audit Kubernetes cluster and cloud infrastructure: RBAC configuration, network policies, secret management, and compliance
Found issues: overly permissive RBAC roles, missing network policies, secrets in env vars, unencrypted storage, missing audit logging.
ToolRouter scan_app
RBAC Scope
ClusterAdmin on 3 service accounts — over-privileged
Network Policies
None applied — unrestricted pod-to-pod traffic
Secret Management
DB passwords in 7 deployment env vars
Storage Encryption
EBS volumes unencrypted in us-east-2
Audit Logging
API server audit policy not configured
IaC code generation
Generate infrastructure code templates for common architectures and patterns.
Generate Terraform code for: VPC with public/private subnets, load balancer, security groups, and auto-scaling group
Generated complete Terraform: VPC structure, routing, NAT gateway, ALB, security group rules, Launch template, ASG configuration.
Performance optimization and benchmarking
Benchmark infrastructure, identify bottlenecks, and optimize resource allocation.
Benchmark Kubernetes cluster: pod startup time, API latency, container image size, and resource efficiency
Results: pod cold start 12s, API response 45ms p99, image 180MB, CPU efficiency 73%, memory efficiency 61%.
ToolRouter run_benchmark
CPU Efficiency (%)
Memory Efficiency (%)
Ready-to-use prompts
Cloud architecture
Design a cloud architecture for [use case]: scalability, reliability, disaster recovery, and cost optimization
Terraform docs
Look up Terraform documentation: modules, state management, best practices, and testing for [feature]
Infrastructure audit
Audit Kubernetes cluster and cloud infrastructure: RBAC, network policies, secrets management, and compliance
Generate IaC
Generate [Terraform/Helm/CloudFormation] code for: [architecture description] including security and monitoring
Performance benchmark
Benchmark infrastructure: pod startup, API latency, throughput, resource utilization, and cost efficiency
CI/CD strategy
Research and design a CI/CD pipeline: GitOps, automated testing, deployment strategies, and observability
Tools to power your best work
Deep ResearchAI research reports with citations
Library DocsUp-to-date docs and code examples for any library
165+ tools.
One conversation.
Everything platform engineers need from AI, connected to the assistant you already use. No extra apps, no switching tabs.
Infrastructure design and implementation
Design cloud architecture, generate IaC, audit for security, and optimize performance.
Platform reliability engineering
Design resilient infrastructure with monitoring, failover, and disaster recovery.
Infrastructure optimization cycle
Continuously monitor, benchmark, and optimize infrastructure for cost and performance.
Frequently Asked Questions
How can Deep Research help with cloud architecture design?
Deep Research compiles best practices, architectural patterns, and trade-off analysis for cloud infrastructure. Search for topics like "multi-region failover", "Kubernetes patterns", or "serverless vs. containers" to get comprehensive guidance.
What documentation should I reference for infrastructure as code?
Library Docs contains official documentation for: Terraform, CloudFormation, Helm, Ansible, Kubernetes YAML, and cloud provider APIs. Always verify documentation matches your tool versions.
How comprehensive is the infrastructure security scanner?
Security Scanner detects: RBAC misconfigurations, missing network policies, unencrypted secrets, open security groups, missing audit logging, and compliance gaps. Supplement with manual reviews for complete security assessment.
Can Code Generator produce production-ready infrastructure code?
Code Generator produces well-structured templates following best practices. Always review, test (unit test infrastructure), and validate in staging before production deployment.
What should I optimize first in infrastructure?
Prioritize by impact: security (compliance, breach risk), reliability (uptime requirements), then performance and cost. Benchmark to find actual bottlenecks rather than guessing.
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