24 stories
AWS Unveils Faster Get‑Started Path for Cloud Developers
AWS has reimagined the getting started experience with smart and sensible defaults to help developers get started fast so that they can focus on building. New customers can sign up and get started right away with $100 in Free Tier credits, managed project environments, and simplified team and resour
Kubernetes Custom Metrics: Scaling Beyond CPU and Memory
Kubernetes ships with built-in awareness of CPU and memory, but most real-world scaling decisions depend on signals that live entirely outside that narrow window: how many messages are waiting in a queue, how long the last batch job took, how many active WebSocket connections a pod is holding. When
AiFeed24Cycle Launches EU Control Plane for Enhanced Data Sovereignty
Cycle recently introduced a separate EU-based control plane, allowing European customers to keep platform management data and telemetry within Europe. The new offering is designed to improve compliance, operational isolation, and responsiveness for European organizations. By Renato Losio
Easily Create Animated Telegram Stickers from SVG Files
Telegram animated stickers and custom emoji use a format called TGS — Here's the fast path. Export a vector SVG from Figma, Illustrator or Inkscape. Convert text to I use a free tool called SVG to TGS. You upload the SVG, .tgs file. It runs fully client-side (WebAssembly), so nothing is uploaded. Te
Optimize Your Codebase Sharing with AI: Best Practices
At some point every "let me just paste my code into the AI" session hits a wall. You want the model to reason about the whole project — not one file — so you start copy-pasting directories. Three things go wrong, usually in this order: You paste a file with a live API key in it. You exceed the conte
Resolving the macOS pbcopy Issue: Impact on Developer Workflows
If you spend some time in the macOS terminal, you probably use pbcopy. It's the native way to pipe terminal output directly to your clipboard. Butttt, pbcopy is fundamentally broken for modern developer workflows. Have you ever piped a token to your clipboard (echo "hunny-bunny-secret-society" | pbc
Build Custom Image Sliders Easily with Cloudflare Workers
I make graphics mods for Oblivion Remastered. My most-downloaded one, Lumiere, adds hundreds of lights across the world at night, and the only honest way to show what a lighting mod actually does is a before/after slider people can drag. The tool everyone used for that, imgsli, went offline a while
Safeguarding Against Cross-Step Injection: Strategies You Need
Workflow Security vs Skill Security Skill security (Skill Series Article 02) protects a single call: can user input hijack this Skill's behavior? Workflow security protects against cross-step attack propagation: a payload in external input can travel through multiple phases and reach the execution l
Streamline Local Microservices Management with One Command
Introduction Prerequisites Docker — version 29.6.1 or later. Verify with: docker --version Step 1 — Clone the Repository https://github.com/ossyzali/spring-petclinic-microservices.git Step 2 — Start Everything with One Command Step 3 — The Startup Order and Why It Matters Step 4 — Verify the Applica
Leverage Your Initial AI API Payment as a Strategic Test
The first payment in an AI API workflow should not be a big wallet top-up. It should be a controlled test. When a developer is still proving a new OpenAI-compatible gateway, the risky moment is not only the first request. It is the first paid request after the setup works. That is when several thing
AI Hardware Investments Surge: Korea's $550B, Japan's $6B
Over the past week, the AI hardware news I've been tracking adds up to more than $610 billion in capital deployed globally — in just seven days. Not valuations. Not market cap. Actual capital expenditure commitments. Korea $550B, Japan $6B, Qualcomm's new accelerator, Kawasaki Heavy Industries' $1B
Build Intelligent AI Agents with Solon 4.0's ReActAgent
If you've ever wanted an AI that doesn't just chat but actually does things — queries databases, calls APIs, makes decisions, and learns from results — you're in the right place. In this tutorial, I'll show you how to build production-ready AI agents using Solon 4.0's ReActAgent. By the end, you'll
Local LLMs Transform Cloud Technology Landscape
Half a year ago, I wanted to see for myself what can we currently have with local LLMs. I went down the rabbit hole, learned quite a lot in the process, and shared my results in an article. The results were pretty discouraging: even with 32 GB VRAM, the best models I could run were both too slow and
GitHub Copilot CLI Simplifies Authentication for Actions
GitHub said this week that Copilot CLI, when it runs inside a GitHub Actions workflow, will accept the built-in GITHUB_TOKEN for authentication. Per the July 2 changelog, the previous path required creating and storing a personal access token. The operational read is small and precise: one fewer hum
Master Quarterly Taxes as a Self-Employed Professional Today
Nobody Warned You That Taxes Weren't Being Withheld If you left a W-2 job to freelance, consult, or drive for a gig platform, you probably had a small heart attack when someone mentioned "quarterly estimated taxes." Your old employer quietly pulled taxes out of every paycheck. Now that money hits yo
Extract Public Telegram Channel Data Without API Hassles
Telegram's official APIs are great, but both come with strings attached: the Bot API needs a bot that channel owners must add, and the MTProto client API wants your phone number and an app registration. If all you need is the public message history of public channels, there is a third door with no s
Vanna AI Revolutionizes Text-to-SQL with Open Source Framework
Idea central Vanna es uno de los frameworks de código abierto más utilizados hoy en día para crear asistentes de SQL con IA. Funciona en dos pasos: Entrenas un modelo de IA (o un índice vectorial) con tu esquema, documentación y consultas SQL reales pasadas. El modelo genera código con una precisión
Enhancing DevOps Experiences: Cloud Providers Innovate Tools
It seemed like the ultimate developer experience - tracking issues on an ASCII board in the terminal, while editing them in a proper editor of your choice. Underwhelmed by the ergonomics of the tooling I had at my disposal, I contemplated the most appealing alternative workflow I could think of. Thi
New Security Risks from AI Coding Assistants Expose Vulnerabilities
When Your AI Assistant Gets Hijacked Mid-Flight If you've handed your coding agent an automated task and walked away, this story should make you a little uncomfortable. A developer recently shared an account of their coding agent nearly being taken over by a prompt injection attack — encountered dur
AI Coding Agents Need Workspace: Indian Developers at Risk
This week half my feed is people switching AI models. A new one drops, the old one gets throttled, everyone re-evaluates their setup. It happens every few weeks now. Watch those threads long enough and you notice the real complaint underneath. It is not the model. It is that switching costs you ever
AiFeed24Sparse Federated Learning Boosts Soft Robotics Maintenance Efficiency
Sparse Federated Representation Learning for bio-inspired soft robotics maintenance under real-time policy constraints A Personal Journey into the Intersection of Federated Learning, Soft Robotics, and Real-Time Constraints I still remember the moment I first encountered a soft robotic gripper in a
AiFeed24Streamline Go Applications: Harnessing Singleflight's Power
Book: The Complete Guide to Go Programming Also by me: Hexagonal Architecture in Go — the companion book in the Thinking in Go series My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.com | GitHub A hot key expires in Redis. In t
AiFeed24India's Cloud Ecosystem to Boost Speed and Security Mid-Year
July always feels like a natural pause point. The first half of the year is already behind us. Some features shipped. Some bugs were fixed. Some ideas worked well. A few things probably stayed in the backlog longer than expected. For me, this is not about making a huge roadmap or setting unrealistic
Enhancing Account Security for Solana Users in 2023
When you write a normal backend, you mostly trust your own database. A row you wrote is a row you can read back, and the data is what you put there. Solana works differently, and the difference is the single most important thing to understand about writing safe programs. On Solana, your program is h