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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.

Measuring the real concurrency ceiling of an LLM agent runner
ai2026-08-15
Andréas BodinAndréas Bodin

Measuring the real concurrency ceiling of an LLM agent runner

I wanted to raise the concurrency limits on my local AI agent runner. The UI now supports multiple...

The On-Call Schedule Math Nobody Does
sre2026-08-15
Samson TanimawoSamson Tanimawo

The On-Call Schedule Math Nobody Does

Most on-call schedules are designed in a slack thread, in 20 minutes, by whoever drew the short...

Taming Kafka Lag Spikes with KEDA Scale-to-Zero
kafka2026-08-15
AjeethKumar_RameshAjeethKumar_Ramesh

Taming Kafka Lag Spikes with KEDA Scale-to-Zero

How we turned always-on Kafka sinks into on-demand workers that shrug off nightly bombardments — scaling on lag, tuning per-pod drain rate, and keeping rebalances from sabotaging the drain.

A Regression Gate for Free Model Endpoints
ai2026-08-15
Taylor WangTaylor Wang

A Regression Gate for Free Model Endpoints

The cheapest way to trust a free model endpoint is not to ask it more questions; it is to record what...

Kubernetes for Beginners: From Local to Production – May the Pods Be With You
devops2026-08-15
TimevoltTimevolt

Kubernetes for Beginners: From Local to Production – May the Pods Be With You

The Quest Begins (The "Why") I remember the first time I tried to take a weekend...

Run AI-Written Migrations on a Throwaway Database Before They Touch Yours
postgres2026-08-15
Taylor WangTaylor Wang

Run AI-Written Migrations on a Throwaway Database Before They Touch Yours

The cheapest time to learn that an AI-written migration drops the wrong column is before you point it...

Your Keras model config can contain a marshalled Python code object
ai2026-08-16
AISBOMAISBOM

Your Keras model config can contain a marshalled Python code object

Most conversations about malicious ML artifacts stop at pickle. That's understandable — torch.load...

Multi-cloud management platform: a guide for cloud teams
cloud2026-08-16
ShioShio

Multi-cloud management platform: a guide for cloud teams

Multi-cloud environments create hidden cost spikes, fragmented security controls, and operational...

Serverless DevOps: When It Wins, When It Doesn't, and How to Run It
serverless2026-08-15
Sherdil CloudSherdil Cloud

Serverless DevOps: When It Wins, When It Doesn't, and How to Run It

TL;DR: Serverless DevOps = running code on services that manage the servers for you, wired into...

Database Seed File Maintenance: Stop Patching seed.sql
sql2026-08-16
Mikhail ShytskoMikhail Shytsko

Database Seed File Maintenance: Stop Patching seed.sql

Why your team quietly stopped running seed.sql months ago. A practical guide for PostgreSQL, MySQL,...

Review SQL Migrations in 30 Seconds: Seed, Migrate, Compare
postgres2026-08-16
Mikhail ShytskoMikhail Shytsko

Review SQL Migrations in 30 Seconds: Seed, Migrate, Compare

When you review application code, the tests show what it does. A migration arrives as raw SQL that...

Data Seeding Tools for Regulated Teams: What Actually Works
postgres2026-08-16
Mikhail ShytskoMikhail Shytsko

Data Seeding Tools for Regulated Teams: What Actually Works

Every development team needs a populated database. For most teams, the answer is a seed script or a...

How to Fill 5 Databases That Reference Each Other
postgres2026-08-16
Mikhail ShytskoMikhail Shytsko

How to Fill 5 Databases That Reference Each Other

Where the monolith needed one seed script, your microservices spread across five databases held...

Network Troubleshooting as a Stack: Find Which Layer Is Broken First
linux2026-08-15
James JoynerJames Joyner

Network Troubleshooting as a Stack: Find Which Layer Is Broken First

The difference between a good infrastructure troubleshooter and someone who restarts services and...

Compliant Test Data: Why Generated Beats Masked
postgres2026-08-16
Mikhail ShytskoMikhail Shytsko

Compliant Test Data: Why Generated Beats Masked

A compliant test data tool generates rows directly from your database schema, so no production PII is...

Your AI Agent Shouldn't Touch Production. Seed It a Postgres Instead.
ai2026-08-16
Mikhail ShytskoMikhail Shytsko

Your AI Agent Shouldn't Touch Production. Seed It a Postgres Instead.

On June 4, 2026, Supabase used its Series F announcement to report that more than half of all new...