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.
Developers are replacing bloated MCP servers with Markdown skill files — cutting token costs by 100x. This article explores a two-layer architecture emerging in production AI systems, separating knowledge from execution. It details how skills (Markdown files) encode stable knowledge, while MCP servers handle runtime API interactions. The piece advocates for a layered approach to optimize context window usage, reduce costs, and improve agent reasoning by prioritizing knowledge representation in a version-controlled, accessible format.
Platform Engineering Labs has released formae, an open-source infrastructure-as-code platform designed to address limitations in existing tools, focusing on automatic discovery, codification of existing infrastructure, and a reconcile/patch workflow. It uses PKL instead of HCL and targets reducing drift and complexity.
An in-depth look at Choreo, an open-source Internal Developer Platform (IDP) built on Kubernetes and GitOps, utilizing 20+ CNCF tools to provide a secure, scalable, and developer-friendly experience. The article discusses the challenges of Kubernetes management, the illusion of 'platformless' solutions, and how Choreo aims to bridge the gap between developer freedom and enterprise requirements.
This blog post provides a high-level overview of PPeC (PhonePe Cloud) Agent’s architecture, its interaction with the PPeC API and PPeC Proxy, and how it optimizes tasks such as VM creation, resource allocation, and dynamic disk management.
OpenTelemetry is not just an observability platform, it's a set of best practices and standards that can be integrated into platform engineering or DevOps.
Encore is an open-source backend framework and cloud platform for building distributed systems. It automates infrastructure, offers end-to-end type-safety, and provides built-in observability.
- Automated Infrastructure:
Local & Cloud (AWS/GCP) provisioning
Infrastructure semantics within application code
No separate config tools needed
- Type-Safe Microservices:
Define & call APIs like normal functions
Full type-safety & IDE auto-complete
Automatic protocol communication boilerplate
- Faster Development:
Hot reload & automatic local infrastructure setup
Simplified, speedier development process
Observability:
API explorer, distributed tracing, architecture diagrams
Service catalog with automatic API documentation
- Cloud Platform:
Seamless workflow with CI/CD, testing, & infrastructure provisioning
Preview environments for every PR
- Security & Scalability:
Battle-tested AWS/GCP services
Best practices for security & scalability
Metrics & logging for critical aspects
- Automated Infrastructure:
Local & Cloud (AWS/GCP) provisioning
Infrastructure semantics within application code
No separate config tools needed
- Type-Safe Microservices:
Define & call APIs like normal functions
Full type-safety & IDE auto-complete
Automatic protocol communication boilerplate
- Faster Development:
Hot reload & automatic local infrastructure setup
Simplified, speedier development process
Observability:
API explorer, distributed tracing, architecture diagrams
Service catalog with automatic API documentation
- Cloud Platform:
Seamless workflow with CI/CD, testing, & infrastructure provisioning
Preview environments for every PR
- Security & Scalability:
Battle-tested AWS/GCP services
Best practices for security & scalability
Metrics & logging for critical aspects
