Qdrant has vectorized 33.7 million Ukrainian court decisions from the Unified State Register of Court Decisions using Voyage AI's voyage-3.5 embedding model. The system, running on a dedicated EC2 ins…
AWS launched Lambda MicroVMs on June 22, 2026, a new compute primitive that provides dedicated Firecracker virtual machines per user or session for running untrusted code with strong isolation, fast s…
Users can run AI coding agents like Claude Code on a remote server from an iPhone via SSH, but the setup requires a server with a public IP or a Tailscale tunnel for NAT, a terminal multiplexer like t…
AWS announced Chaplin, an open-source solution using AI agents powered by Amazon Bedrock and the Model Context Protocol, to enable self-service health event analytics. The tool lets operations teams q…
Nous Research deployed its open-source Hermes Agent on AWS using a zero-inbound-security-group architecture, relying on AWS Systems Manager Session Manager for admin access and Telegram long-polling f…
AWS Graviton5 is now generally available, powering new M9g and M9gd EC2 instances that deliver 25-35% performance gains over previous generations for web applications, ML inference, and databases, wit…
SSH tunnels enable secure access to internal network services through port forwarding. Local port forwarding allows a local machine to access a remote service via an SSH connection, while remote port …
A developer published an ultra-concise tabular reference guide for the AWS Certified Cloud Practitioner exam (CLF-C02). The guide covers key domains including Cloud Concepts, Security and Compliance, …
Amazon Web Services has launched the M9g and M9gd EC2 instances powered by Graviton5 CPUs, which double core counts to 192 and introduce the Nitro Isolation Engine — the first formally verified hyperv…
Amazon announced the general availability of its new M9g and M9gd EC2 instances, the first products powered by the Graviton5 processor, which delivers up to 25% better computational performance and up…
A developer describes automating their coding workflow using Claude Code on an EC2 instance with cron daemons that process GitHub issues, but fell into a self-doubt spiral after overshooting the compl…
According to the 2026 State of Kubernetes Optimization Report by CAST AI, average CPU utilization in Kubernetes clusters sits at 8% and memory utilization at 20%, meaning roughly 80% of container spen…
AWS MCP Server, which reached general availability in May 2026, now enables AI agents like GitHub Copilot to execute irreversible AWS operations—including terminating EC2 instances, deleting RDS datab…
The article outlines five common reasons for SSH connection failures to an EC2 instance, including incorrect key file paths, wrong default usernames for different AMIs, unprotected private key files, …
This article explains how the author's team reduced CI costs by replacing GitHub's managed runners with self-hosted EC2 spot instances, achieving a roughly 4x cost savings ($160 vs. $647 for 1,350 hou…
The article explains how AWS EKS clusters often waste money because nodes run out of assignable pod IP addresses before fully utilizing their CPU and memory resources. It describes how enabling **Pref…
The article explains how to deploy quantized open-source LLMs like Llama 3 8B directly within AWS Lambda containers using llama.cpp, enabling serverless, auto-scaling inference for high-volume, low-re…
Amazon RDS Reserved Instances offer significant cost savings compared to on-demand pricing, with discounts ranging from 29% on a 1-year No Upfront commitment to up to 69% on a 3-year All Upfront term,…
Effective AWS Savings Plan management requires a structured, ongoing strategy rather than a one-time purchase, as common mistakes like over-committing or under-committing can lead to significant finan…
Vercel reports 30% of deployments are now agent-initiated, a 1000% increase in six months, with Claude Code accounting for 75% of those. The surge in agent-driven code changes threatens to overwhelm t…