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

Alexander LikhachevTrust the parser, not the prompt: what running a cheap LLM in production taught me
I run an LLM in the core loop of a small production app: Mening corrects language learners' writing...

Kuldeep PaulAI Guardrails in the LLM Request Path with Bifrost
Learn how Bifrost enforces AI guardrails in the LLM request path to catch leaked secrets, redact...

Kyrylo MalovychkoThree Correct TSP Solvers. Three Incompatible Promises.
The cold-chain fixture returns a 114-minute tour. The validated thermal window is 120 minutes. Six...

李成斐DocTracker: Open-Source Document Tracking Tool — Know Who Reads Your Files
DocTracker — Track Who Reads Your Documents The Problem You send out proposals,...

EthanBrooks111Reduce an LLM API Bill for SaaS: Prompt Routing, Fallbacks, and Batch Processing
TL;DR Route narrow, testable prompts to a small model first, fall back to a large model...

ahmet gedikCoordinating Video Region Routers With etcd for Live Config Changes
How we moved ViralVidVault's per-country video region routing out of deploy-time PHP config into etc

Ryan DooleyUser Registration Is Never Just a Form
"Add user registration" sounds like a checkbox, but what does that actually entail? What does a...

yuelinghuashuLLM Narrative Engines, Part 6: Runtime Loop and Branching
You have a contract — now how do you bring it to life? Five-layer sandwich prompt, streaming full-width indentation, Mother-Child branching, memory extraction — building a complete runtime loop.

Petr PetrenkoContributing a GCP Cloud Spanner Scaler to KEDA
How we added native Spanner support to Kubernetes autoscaling — and what we learned along the...

FinnianFox8297Startup Speech-to-Text APIs: OpenAI, Deepgram, AssemblyAI, and Google Cloud EU Pricing
Short answer: an EU startup should choose a speech-to-text API by the effective cost of an accepted...

Aarav MalooShipping APM v11.2.0
Just shipped APM v11.2.0. This version was basically my frustration on how bad APM handles notes....

Great SageEvery free-LLM list is a screenshot of the past. I built one that re-calls every endpoint.
Every list of free LLM endpoints I have ever used was accurate exactly once: on the day someone wrote...

Kyrylo MalovychkoThe Algorithm Was Correct. The Graph Contract Was Not.
I tried to build an algorithm-heavy service with AI before I understood the algorithms well enough to...

Pokemon GoBuilding SwiftLoad Downloader: Go Meets Swift for Modern Downloads
I recently released SwiftLoad Downloader, a fast, modern download manager built with Go and Swift. 🔧...

end-of-life.orgYour EOL Risk List Is Probably Sorted Wrong
Every "upgrade this now" list I have seen ranks end-of-life software the same way: count the CVEs...

Jason LeePerplexity's Bumblebee Won't Catch Tomorrow's Supply-Chain Attack — Only Confirm Yesterday's
In May 2026, Perplexity open-sourced an internal security tool called Bumblebee, and within a week...