A developer advocates for a read-only approach to using AI in Site Reliability Engineering (SRE), arguing that AI provides the most value by helping engineers understand production incidents faster wi…
SigNoz released a redesigned Dashboards V2 API with a new JSON/Terraform schema, partial PATCH updates, key-value tags, personal pins, and enhanced panel styling. The update, rolling out July 27, is b…
A developer designed and open-sourced an Enterprise Refund AI Assistant on AWS, using a serverless Retrieval-Augmented Generation (RAG) architecture to ground LLM outputs in verified enterprise docume…
A developer detailed how their team structured Terraform for a multi-workspace Databricks AI platform on AWS using Terragrunt, YAML-driven modules, and Atlantis GitOps. The layout separates reusable m…
A developer argues that as AI agents improve at reading complex infrastructure, explicit infrastructure-as-code becomes more valuable than black-box abstractions. Comparing Terraform on AWS versus Clo…
Autonomous AI engineer agents are industrializing inefficient infrastructure patterns at scale because their specifications lack sustainability constraints, leading to over-provisioned clusters and ov…
Software companies must shift from feature-centric design to primitive-first abstractions as AI agents, not humans, become the primary users. HashiCorp's philosophy of collapsing complexity into compo…
HashiCorp's HCP Vault Dedicated now streams audit logs to SigNoz via a Generic HTTP Sink, enabling centralized observability for Vault audit events. The integration requires an Essentials or Standard …
A developer built a retrieval-augmented generation (RAG) knowledge base using Amazon Bedrock, Aurora PostgreSQL with pgvector, and Terraform, all synced automatically from a Git repository via GitHub …
A team integrated an LLM into their Jenkins MR validation pipeline after a GitLab API token was accidentally committed and missed by two human reviewers. The LLM now automatically flags hardcoded cred…
AI agents that generate code and orchestrate workflows are becoming production infrastructure, but their non-deterministic outputs create measurement, compliance, and regression challenges. Benchmark …
Bruno and a co-founder launched Marmot, an open-source context catalog that maps services, APIs, databases, and pipelines for both human developers and AI agents. The tool, released under an MIT licen…
GitHub Copilot's AI autocompletions for Terraform and Kubernetes infrastructure as code frequently introduce insecure defaults such as open ports, public database access, and disabled deletion protect…
GitHub Copilot's Terraform code suggestions often introduce severe security vulnerabilities, such as opening security groups to the world or enabling public access on RDS instances, because the sugges…
Mantis, an open-source self-hosted LLM gateway, launched to provide teams with a unified API for multiple model targets, centralizing routing, failover, caching, guardrails, observability, and AWS-nat…
NVIDIA and Oracle Cloud Infrastructure (OCI) announced the deployment of the production-ready NVIDIA AI-Q Blueprint on OCI, enabling developers to deploy multi-agent AI systems using Terraform and Hel…
A developer running production OpenStack, Kubernetes, and Terraform argues that AI for SRE should focus on reducing alert fatigue by clustering noise and summarizing incidents, not on autonomous decis…
Demand for AI architects has sharpened in 2026 as organizations seek to turn AI prototypes into governed, cost-aware production systems. A new roadmap outlines five competency areas—technical foundati…
Travis, a staff engineer with 20 years of experience, built Flywheel, an AI workflow automation platform, solo in 11 months, resulting in a 325,000-line codebase with 702 commits. The platform combine…
VSBD's AI Real Estate Data Intelligence platform won the PropTech Germany Award as the #1 Asset and Portfolio Management Tool in 2024, while generating $1M ARR. The platform was built with Kubernetes,…