DEVELOPER NEWS STREAM
Direct logs, engine updates, and framework notifications parsed from curated RSS feeds and announcements, updated hourly.
Anton BrilliantovWhere This Approach Does Not Work
Eight parts of this series describe one method for handing work to an agent. It rests on a single assumption: the facts are known before the task text is written. Here are three kinds of work where that assumption is false, and what splitting actually costs.
EllisThornton7395Gaming Help Center Search with Semantic Embeddings (A Correctness-First Architecture)
Short answer: use embeddings-based semantic retrieval over small document chunks, optionally rerank...
ZylahMorn61835Batch Product Images from Titles and Descriptions — Async Catalog Jobs in 2026
Short answer: for an ecommerce catalog with many product titles and descriptions, submit image...
FletcherVance3712Marketplace Rubric Scoring: A Streaming Chatbot Backend API Without the OpenAI SDK
Use a plain chat-completions endpoint over HTTP as the backend for an authenticated web app chatbot,...
KenjiTanaka6849Candidate Rubric RAG — 6 Contracts for PDF Uploads, Embeddings, Metadata, and Citations
A Node.js RAG PDF upload for semantic search has one operational constraint that changes the design:...
AlexeyI Moved From Go to FastAPI. It Felt Suspiciously Easy.
For quite a while, most of my backend code was written in Go. I built projects like Logiflow, a...
GageSterling2648Property Catalog Text Classification — One-Key Chat Model Routing Without Parser Drift
Short answer: put property-description classification behind one OpenAI-compatible chat-completions...
Filip MelkaStart Building TUIs with Bubble Tea
When Claude Code first came out, what caught my eye was its terminal interface — the TUI. Ever since,...
QuintonShaw1483Error Capture Endpoint Design for Polyglot Microservices (Request Correlation Without APM)
Short answer: standardize one error event at every service boundary, send it to a shared capture...
Emerson Vieira22 horas de um honeypot SSH: o que a internet faz com uma porta 22 aberta
Expus um honeypot de SSH escrito em Go por 22 horas e capturei a kill chain completa dos bots: brute force, fingerprint, e download de malware Mirai/Gafgyt multi-arquitetura. Com dados reais, IOCs e código.
Fedor What the X API actually costs an LLM agent, per tool call
There is no free tier on the X API any more. For new developers the subscription tiers are gone and...
ZorvynGale1729Go Media Batch Console: Polling, Cancellation, and Terminal-State Semantics
Short answer: Use a server-owned state machine, bounded polling, and acknowledged cancellation so a...
CelthyrDusk7341Consent UI State and Runtime Category Checks in Go: E-commerce Login Risk
An alert fires during checkout: the device-fingerprint scorer is processing a returning customer's...
ahmet gedikCompact Video Metadata Serialization With Protobuf Across Services
How we replaced JSON with Protocol Buffers for video metadata moving between PHP, Go, and Python ser
Elvrythn486209How to Design Realtime RTC Token Data Contracts for Classrooms — Go in 5 Steps
Short answer: issue short-lived RTC tokens from a versioned contract, bind every grant to a class and...
Aditya AgarwalGo error handling won and the if err != nil crowd deserves the win
The competition for the most used code snippet has a clear winner: if err != nil. Whoever wrote this...