E2B is an open-source infrastructure designed to run AI-generated code in secure, isolated cloud sandboxes. It provides JavaScript and Python SDKs for starting and controlling these environments, as well as a specialized Code Interpreter SDK for advanced code execution tasks. The project supports self-hosting on AWS and Google Cloud via Terraform and is built to support enterprise-grade agents.
This article discusses how AI is changing infrastructure as code (IaC) and the challenges it presents. Spacelift's co-founder, Marcin Wyszynski, explains that while AI tools can democratize infrastructure provisioning, the lack of understanding of the generated code poses risks. He draws a parallel to learning a foreign language – AI can produce the code, but teams need to comprehend it to avoid potentially disastrous infrastructure changes.
Spacelift's solution, Intent, focuses on deterministic guardrails and integration with tools like Open Policy Agent to ensure safe and controlled AI-driven infrastructure management. The core challenge is balancing speed and control in a rapidly evolving landscape.
Spacelift's solution, Intent, focuses on deterministic guardrails and integration with tools like Open Policy Agent to ensure safe and controlled AI-driven infrastructure management. The core challenge is balancing speed and control in a rapidly evolving landscape.
Late last year, startup Platform Engineering Labs made waves in the world of Infrastructure as Code (IaC) by introducing a new IaC platform, called Formae, available initially on Amazon Web Services. This week, Platform Engineering Labs‘ platform gets (beta) support from additional cloud platforms, including Google Cloud Platform, Microsoft Azure, Oracle Cloud Infrastructure, and OVHcloud. The company has also released new AI-enhanced software for managing infrastructure tooling, called the Platform for Infrastructure Builders.
Plural is bringing AI into the DevOps lifecycle with a new release that leverages a unified GitOps platform as a RAG engine. This provides AI-powered troubleshooting, natural language infrastructure querying, autonomous upgrade assistance, and agentic workflows for infrastructure modification, all with enterprise-grade guardrails.
While current large language models (LLMs) can generate syntactically correct Terraform HCL code, they often miss critical elements like permissions, event triggers, and best practices. Iterative refinement with developer input is necessary to produce deployable, functional stacks. The article suggests using tools like Nitric to provide application context and enforce security, dependencies, and best practices.
Despite the great value Infrastructure as Code (IaC) tools have brought, DevOps teams are facing frustration due to tool fragmentation, integration hassles, and configuration nightmares. Emerging practices like Infrastructure from Code are being explored as potential solutions.
An in-depth exploration of using Large Language Models (LLMs) to generate Terraform code for infrastructure as code (IaC), analyzing the capabilities and limitations of LLMs in this domain.
All models struggled with:
- Variable usage (hardcoded values)
- IAM configuration (permissions)
- Security group management
- Target group configuration
While LLMs are promising for IaC, they can be helpful tools for developers.
All models struggled with:
- Variable usage (hardcoded values)
- IAM configuration (permissions)
- Security group management
- Target group configuration
While LLMs are promising for IaC, they can be helpful tools for developers.
Service Development Kit that uses Terraform, AWS ECS, Rust, Actix App, Postgress RDS, LLM, RAG, Cloudflare
• step-by-step guide on how to set up the service development kit, including creating an SSL certificate, setting up Terraform, and configuring Cloudflare.
• Rust, LLM, and RAG in the service development kit.
• step-by-step guide on how to set up the service development kit, including creating an SSL certificate, setting up Terraform, and configuring Cloudflare.
• Rust, LLM, and RAG in the service development kit.
A step-by-step guide on deploying LlamaIndex RAGs to AWS ECS fargate
