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DEVELOPER NEWS STREAM

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

Trust the parser, not the prompt: what running a cheap LLM in production taught me
ai2026-08-05
Alexander LikhachevAlexander Likhachev

Trust 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...

AI Guardrails in the LLM Request Path with Bifrost
security2026-08-13
Kuldeep PaulKuldeep Paul

AI Guardrails in the LLM Request Path with Bifrost

Learn how Bifrost enforces AI guardrails in the LLM request path to catch leaked secrets, redact...

Three Correct TSP Solvers. Three Incompatible Promises.
go2026-08-13
Kyrylo MalovychkoKyrylo Malovychko

Three Correct TSP Solvers. Three Incompatible Promises.

The cold-chain fixture returns a 114-minute tour. The validated thermal window is 120 minutes. Six...

DocTracker: Open-Source Document Tracking Tool — Know Who Reads Your Files
go2026-08-06
李成斐李成斐

DocTracker: Open-Source Document Tracking Tool — Know Who Reads Your Files

DocTracker — Track Who Reads Your Documents The Problem You send out proposals,...

Reduce an LLM API Bill for SaaS: Prompt Routing, Fallbacks, and Batch Processing
ai2026-08-05
EthanBrooks111EthanBrooks111

Reduce 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...

Coordinating Video Region Routers With etcd for Live Config Changes
etcd2026-08-06
ahmet gedikahmet gedik

Coordinating 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

User Registration Is Never Just a Form
webdev2026-08-05
Ryan DooleyRyan Dooley

User Registration Is Never Just a Form

"Add user registration" sounds like a checkbox, but what does that actually entail? What does a...

LLM Narrative Engines, Part 6: Runtime Loop and Branching
go2026-08-05
yuelinghuashuyuelinghuashu

LLM 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.

Contributing a GCP Cloud Spanner Scaler to KEDA
kubernetes2026-08-05
Petr PetrenkoPetr Petrenko

Contributing a GCP Cloud Spanner Scaler to KEDA

How we added native Spanner support to Kubernetes autoscaling — and what we learned along the...

Startup Speech-to-Text APIs: OpenAI, Deepgram, AssemblyAI, and Google Cloud EU Pricing
speechtotext2026-08-12
FinnianFox8297FinnianFox8297

Startup 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...

Shipping APM v11.2.0
go2026-08-05
Aarav MalooAarav Maloo

Shipping APM v11.2.0

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

Every free-LLM list is a screenshot of the past. I built one that re-calls every endpoint.
ai2026-08-05
Great SageGreat Sage

Every 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...

The Algorithm Was Correct. The Graph Contract Was Not.
go2026-08-05
Kyrylo MalovychkoKyrylo Malovychko

The 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...

Building SwiftLoad Downloader: Go Meets Swift for Modern Downloads
architecture2026-08-04
Pokemon GoPokemon Go

Building SwiftLoad Downloader: Go Meets Swift for Modern Downloads

I recently released SwiftLoad Downloader, a fast, modern download manager built with Go and Swift. 🔧...

Your EOL Risk List Is Probably Sorted Wrong
security2026-08-12
end-of-life.orgend-of-life.org

Your 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...

Perplexity's Bumblebee Won't Catch Tomorrow's Supply-Chain Attack — Only Confirm Yesterday's
opensource2026-08-12
Jason LeeJason Lee

Perplexity'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...