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DEVELOPER NEWS STREAM

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

I Tested 5 Local LLM Sizes in n8n. The 1.5B Model Beat 14B on Tool-Calling.
ai2026-09-06
Pitambar MahatoPitambar Mahato

I Tested 5 Local LLM Sizes in n8n. The 1.5B Model Beat 14B on Tool-Calling.

I spent a weekend benchmarking Qwen2.5 at five sizes — 0.5B, 1.5B, 3B, 7B, 14B — through five real...

48-Hour Field Notes: Unit Tests That Grew a Network
ai2026-09-05
Sam LiSam Li

48-Hour Field Notes: Unit Tests That Grew a Network

The suite was still named test_pricing_unit.py. That was the tell. Forty minutes after an agent patch...

Running a Live Media Monitoring Platform on Kubernetes
devops2026-09-05
Syed Muhammad Jamal Uddin GilaniSyed Muhammad Jamal Uddin Gilani

Running a Live Media Monitoring Platform on Kubernetes

Media monitoring sounds simple from the outside: watch TV channels, pull out mentions, show sentiment...

The Confused Deputy Problem in AWS: ExternalId, aws:Source* Keys, and RCPs
aws2026-10-08
RafagrossRafagross

The Confused Deputy Problem in AWS: ExternalId, aws:Source* Keys, and RCPs

Most IAM incidents people talk about start with a leaked access key or a wildcard that was too...

I Kept Deleting Logs for 48 Hours. The Inodes Were Already Gone.
python2026-09-05
Taylor WangTaylor Wang

I Kept Deleting Logs for 48 Hours. The Inodes Were Already Gone.

Have you ever watched a two-kilobyte write fail with No space left on device while df -h still showed...

AI Agent Workflow Automation: Curated 123-Tool Stack
opensource2026-09-28
Masri SystemsMasri Systems

AI Agent Workflow Automation: Curated 123-Tool Stack

AI agent workflow automation requires shifting from prompt hacks to deterministic tool execution....

Source-Bound Docs: Models Restate Files, Humans Own Promises
documentation2026-09-05
Avery LinAvery Lin

Source-Bound Docs: Models Restate Files, Humans Own Promises

Model-drafted documentation is useful only when every generated claim maps to a file the repository...

Fail Closed on AI-Suggested Installs: A From-Zero Registry Gate
python2026-09-05
Dakota LiuDakota Liu

Fail Closed on AI-Suggested Installs: A From-Zero Registry Gate

If a model emits pip install or npm install, I do not run it. I parse the line, query the public...

You Backed Up the Database. You Did Not Back Up the Application.
lowcode2026-10-09
informatinformat

You Backed Up the Database. You Did Not Back Up the Application.

The IT manager at a plant in Dongguan called me on a Wednesday afternoon. Six hours earlier one of...

Incomplete Alerts Are a Trap: Make the On-Call Bot Fail Closed
python2026-09-05
Emery HuangEmery Huang

Incomplete Alerts Are a Trap: Make the On-Call Bot Fail Closed

If a paging alert is missing a host, service, or freeze flag, your on-call bot should stop, not...

Noisy neighbors on shared game servers: what cgroups can and can't isolate
linux2026-09-28
Aniket SinhaAniket Sinha

Noisy neighbors on shared game servers: what cgroups can and can't isolate

What Linux cgroups actually isolate on shared game servers, where hard limits stop helping, and how that shapes hosting tiers.

Testing Against a Dependency You Can't Call: When Service Virtualization Is the Only Option
webdev2026-09-28
Marx JenesMarx Jenes

Testing Against a Dependency You Can't Call: When Service Virtualization Is the Only Option

A team I know integrated with a partner's inventory system that had exactly one environment:...

Create a Spare Standby API Credential: 5 Node.js Failover Checks
security2026-09-13
UrbanDonovan1576UrbanDonovan1576

Create a Spare Standby API Credential: 5 Node.js Failover Checks

Short answer: Keep a second, unused, narrowly scoped API key ready, then make rotation a...

React Native OTA After CodePush: How to Choose a Tool in 2026
reactnative2026-09-09
George FeanGeorge Fean

React Native OTA After CodePush: How to Choose a Tool in 2026

Microsoft’s hosted App Center CodePush service is gone. App Center’s main services, including...

Over the years, here's something I've learned while working in infrastructure:
aws2026-09-05
Demarko LittleDemarko Little

Over the years, here's something I've learned while working in infrastructure:

The quickest fix isn't always the safest fix. Before I stop, resize, delete, or reconfigure a cloud...

Print the Command Plan, Then Freeze Writes Until Blast Radius Is Named
devops2026-09-12
Emery HuangEmery Huang

Print the Command Plan, Then Freeze Writes Until Blast Radius Is Named

An on-call page is not a conversation, and it is not a license to improvise a restart. I want every...