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DEVELOPER RELEASES

DEVELOPER NEWS STREAM

Direct logs, engine updates, and framework notifications parsed from curated RSS feeds and announcements, updated hourly.

Free Model Endpoint? Run a Nightly Drift Ledger Before Production
ai2026-08-14
bestbeebestbee

Free Model Endpoint? Run a Nightly Drift Ledger Before Production

Liquid syntax error: Unknown tag 'endraw'

We Health-Checked 86 Public MCP Servers. Not One Uses the Legacy Transport.
mcp2026-08-13
MerlonixMerlonix

We Health-Checked 86 Public MCP Servers. Not One Uses the Legacy Transport.

Transport split, auth rates, negotiated protocol revisions, handshake latency and tool-surface size across every reachable public remote MCP server in our directory.

Website Load Testing Guide: Test Performance at Scale
webdev2026-08-14
Meghna MeghwaniMeghna Meghwani

Website Load Testing Guide: Test Performance at Scale

If you’ve managed web servers or applications for any length of time, you’ve probably seen this...

Pin Your AI Model Like a Dependency: A Model Lockfile for Reproducible Code Generation
ai2026-08-14
Avery LinAvery Lin

Pin Your AI Model Like a Dependency: A Model Lockfile for Reproducible Code Generation

Your CI pipeline can fail overnight without a single source change. The code is identical, the test...

CI wasn’t built for coding agents. Here’s what comes next.
devops2026-08-14
SignadotSignadot

CI wasn’t built for coding agents. Here’s what comes next.

Originally published on The New Stack. CI pipelines are too slow for AI coding agents. Learn how...

An empty result is not an all clear
opensource2026-08-13
Siddharth PandeySiddharth Pandey

An empty result is not an all clear

An infrastructure audit runs across your account and comes back with two findings on S3. You fix...

Nmap for Authorized Infrastructure Validation (Not Hacking)
security2026-08-13
James JoynerJames Joyner

Nmap for Authorized Infrastructure Validation (Not Hacking)

Every deploy makes a promise about the network: "this box only exposes SSH and HTTPS," "the database...

Docker Complete Guide: From Beginner to Production
docker2026-08-14
DowithsudoDowithsudo

Docker Complete Guide: From Beginner to Production

The complete Docker guide: containers, images, Dockerfiles, volumes, networks, Compose, and production best practices from a 15-year sysadmin.

End-to-End Containerised Deployment: AWS EC2 Docker Docker Hub Kubernetes
docker2026-08-13
MOHAMMED AMANKHANMOHAMMED AMANKHAN

End-to-End Containerised Deployment: AWS EC2 Docker Docker Hub Kubernetes

🚀 My First End-to-End Containerised Deployment: AWS EC2 → Docker → Docker Hub → Kubernetes I...

Git commit best practices
git2026-08-14
Javi PalaciosJavi Palacios

Git commit best practices

Atomic commits, messages that explain the why, and the Conventional Commits standard: the difference between a history that documents and one that just takes up space.

Learn how to build a cloud control panel with authentication, billing, and resource management — complete with runnable code.
devops2026-08-14
ogc16ogc16

Learn how to build a cloud control panel with authentication, billing, and resource management — complete with runnable code.

Building a Multi-Tenant IaaS Platform in Go: From Zero to Production Learn how to build a...

Free Model Endpoints Make Good Fuzz Generators and Bad Oracles
testing2026-08-13
Finley ZhouFinley Zhou

Free Model Endpoints Make Good Fuzz Generators and Bad Oracles

Free Model Endpoints Make Good Fuzz Generators and Bad Oracles The failure starts with a tempting...

Declarative Server with NixOS: A Reproducible Infrastructure
devops2026-08-18
Mustafa ERBAYMustafa ERBAY

Declarative Server with NixOS: A Reproducible Infrastructure

NixOS's Declarative Model NixOS is a Linux distribution that defines package management...

Your AI Agent Needs a Side-Effect Class, Not Just Max Attempts
automation2026-08-14
ZiraZira

Your AI Agent Needs a Side-Effect Class, Not Just Max Attempts

An agent retry loop is not a reliability policy. It is only a counter. The dangerous question is...

Triage Open-Source Issues With a Model That Only Reads Public Text
opensource2026-08-13
Jordan HuangJordan Huang

Triage Open-Source Issues With a Model That Only Reads Public Text

When you maintain an open-source project, the issue tracker can turn into a second full-time job....

Replay AI-Generated Migrations Against a Throwaway Database Before You Merge Them
ai2026-08-14
Taylor WangTaylor Wang

Replay AI-Generated Migrations Against a Throwaway Database Before You Merge Them

The hard part of AI-assisted database work is not generating a migration. It is knowing whether the...