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

Andréas BodinMeasuring 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...

Samson TanimawoThe On-Call Schedule Math Nobody Does
Most on-call schedules are designed in a slack thread, in 20 minutes, by whoever drew the short...

AjeethKumar_RameshTaming 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.

Taylor WangA 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...

TimevoltKubernetes 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...

Taylor WangRun 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...

AISBOMYour Keras model config can contain a marshalled Python code object
Most conversations about malicious ML artifacts stop at pickle. That's understandable — torch.load...

ShioMulti-cloud management platform: a guide for cloud teams
Multi-cloud environments create hidden cost spikes, fragmented security controls, and operational...

Sherdil CloudServerless 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...

Mikhail ShytskoDatabase Seed File Maintenance: Stop Patching seed.sql
Why your team quietly stopped running seed.sql months ago. A practical guide for PostgreSQL, MySQL,...

Mikhail ShytskoReview 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...

Mikhail ShytskoData 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...

Mikhail ShytskoHow to Fill 5 Databases That Reference Each Other
Where the monolith needed one seed script, your microservices spread across five databases held...

James JoynerNetwork Troubleshooting as a Stack: Find Which Layer Is Broken First
The difference between a good infrastructure troubleshooter and someone who restarts services and...

Mikhail ShytskoCompliant Test Data: Why Generated Beats Masked
A compliant test data tool generates rows directly from your database schema, so no production PII is...

Mikhail ShytskoYour 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...