A reference architecture for LLM inference in GxP-regulated environments uses two dependent stages — SQS queues feeding ECS Fargate workers that call Amazon Bedrock (Nova) — to guarantee that clinical…
AWS published an implementation guide for a multi-agent contract intelligence pipeline on AgentCore, in which extraction agents use Amazon Bedrock foundation models to pull structured fields from vend…
A GPU infrastructure company's five-year engineering retrospective traces its evolution from a naive ECS architecture to Knative on Kubernetes, concluding that cold start was the core problem it fough…
A developer launched a platform on Hacker News that layers high-level intent constructs on top of Terraform, letting users declare a model graph of nodes such as App, Region, Environment, Service, and…
Delphi, a startup building a network of digital minds, moved its Python backend from AWS to Vercel six months ago and now ships 100+ production deploys a day behind feature flags, according to foundin…
An AWS ECS payment-api service suffered a terminal failure loop at 3 a.m., causing 7,279 failed tasks since mid-August with no alerts, but an LLM agent workflow using Kiro Crew and the Model Context P…
A developer built an AWS DevOps AI agent using Kiro Crew and MCP, which autonomously detected and resolved a critical ECS service failure within minutes, reducing mean time to repair from hours to und…
A developer's cost analysis of AI agents reveals that model token prices are the least informative metric, with actual bills comprising API calls, infrastructure, one-time build, and recurring costs. …
A developer explains how to stop using AWS access keys and prevent leaks by switching to temporary credentials. Alternatives include AWS CLI login, OIDC for CI/CD, IAM roles for AWS resources, and IAM…
A developer built NeuroScale Autopilot, a five-agent Kubernetes incident-response system for the Qwen Cloud Global AI Hackathon, that prioritizes safety over speed by verifying fixes before execution.…
MailKite launches an Amazon SES alternative for AI agents, providing parsed JSON inbound emails and a receive-think-reply loop without the need for MIME parsing or S3 buckets, while SES requires sandb…
A developer designed a scalable audio transcription pipeline using Faster-Whisper, a highly optimized implementation of OpenAI's Whisper model. The pipeline focuses on high-throughput GPU inference, b…
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…
Elastic 9.4 introduces two tools for building custom integrations: Automatic Import, which now supports multiple data streams and increased log sampling, and Integration Skills, an open, LLM-agnostic …
An engineer at Fortem.dev has published a four-step guide to controlling runaway CloudWatch Logs costs on Amazon ECS, where default settings create log groups with "Never Expire" retention and INFO-le…
A developer's team has been running production AI agents on Bun for three months, finding the runtime's 15-25ms cold startup significantly improves interactive agent loops compared to Node's 80-120ms.…
Falconer built a shared, persistent filesystem using Amazon S3 Files to give its AI agents real git access for answering questions about code version history. The solution eliminates the need for fres…
According to the article, a security audit of 6,444 public Docker Compose files found that approximately 90% of them are missing three basic security flags: `read_only: true`, `cap_drop: [ALL]`, and `…
This article by Johanna Larsson describes a simple pattern for implementing HTTP health checks in Plug and Phoenix applications, using a custom plug that intercepts requests to a specific path (e.g., …