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I scaled a pure Spiking Neural Network (SNN) to 1.088B parameters from scratch. Ran out of budget, but here is what I found

Hey everyone. I’m an 18yo indie dev, and I’ve been experimenting with Spiking Neural Networks (SNNs) for language modeling. A lot of papers (like Spik…

aiprogrammingsoftwareproductivity
Dev.to Jun 17, 2026, 10:26 UTC
EN

Spring AI: The Senior Dev's Honest Take on Java's AI Moment

TL;DR Spring AI is an official Spring project that integrates AI models into Java using familiar patterns: auto-configuration, dependency injection, a…

springbootjavaaiprogramming
Dev.to Jun 17, 2026, 09:37 UTC
EN

Object-Oriented Programming (OOP) in JavaScript: A Complete Guide with Real-World Examples

Object-Oriented Programming (OOP) is one of the most widely used programming paradigms in modern software development. Whether you're building a simpl…

webdevjavascriptbeginnersprogramming
Dev.to Jun 17, 2026, 09:36 UTC
EN

Designing SAP Integrations for Hospitals in Venezuela: What Actually Makes Sense

In most hospital IT conversations in Venezuela, SAP shows up as a kind of magic word: “ If we put SAP in, inventory, billing, purchases and HR will fi…

healthcareprogrammingsoftwareengineeringvenezuela
Dev.to Jun 17, 2026, 08:08 UTC
EN

rdev-go-api-template: Production-ready Go API Scaffolder & CLI Generator

rdev-go-api-template 🚀 The Concept A unified Go development utility that functions simultaneously as a production-ready architectural blueprint and an…

goapiopensourceprogramming
Dev.to Jun 17, 2026, 07:34 UTC
EN

Overcoming Architectural Dogma: Why Infrastructure is a Business Stage Decision

One of the most persistent traps in modern software development is the tendency to turn architectural styles into absolute dogmas. We see it constantl…

aiwebdevprogrammingproductivity
Dev.to Jun 17, 2026, 06:33 UTC
EN

What is Block-Oriented Network Simulator (BONeS) 🦴?

📜 Before many modern networking tools existed, engineers were already using a graphical software environment called Block-Oriented Network Simulator (…

softwareprogrammingnetworkinglearning
Dev.to Jun 17, 2026, 06:22 UTC
EN

Building Better Product Experiences Through Quiet Improvements

Yesterday was focused on the kind of product work that often happens behind the scenes but directly affects the quality of the user experience. The te…

webdevprogrammingproductivityarchitecture
Dev.to Jun 17, 2026, 05:22 UTC
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Claude Code in Production: The Guardrails Nobody Talks About (Until Something Leaks)

Your Claude Code session just spit out a perfect PR description, refactored three services, and drafted commit messages for the entire sprint. Clean. …

aiprogrammingdevrelsecurity
Dev.to Jun 17, 2026, 05:08 UTC
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AI Built My UI in 2 Hours. Then I Spent 3 Weeks Fixing It.

The PR had 47 changed files. Three new React components, two API routes, a context provider, and what appeared to be an entire form validation library…

aiprogrammingdevrelreact
Dev.to Jun 17, 2026, 05:08 UTC
EN

IRUTESAM V1.0 – A Cost-Effective IoT-Based Multi-Testing Device Using ESP32

Introduction Modern embedded development and wireless testing often require multiple specialized tools for analyzing Wi-Fi networks, testing NFC cards…

aiprogrammingcybersecurityiot
Dev.to Jun 17, 2026, 03:08 UTC
EN

Distributing a Python desktop app on Windows and Mac — the full release pipeline

WP Maintenance Manager ships from a single Python codebase to both Windows and macOS. "Python is cross-platform — write once, run anywhere," the sayin…

pythonwebdevprogramming
Dev.to Jun 17, 2026, 00:27 UTC
EN

AI Research Engineer Open-Sources His Entire Workflow and Prompts

Fable 5 came and went. And because it was taken away so quickly, developers wanted it back even more. Scarcity has a way of making things feel more va…

aiprogrammingproductivitypromptengineering
Dev.to Jun 17, 2026, 00:18 UTC
EN

How I Build Production AI Apps on Cloudflare with Claude Code

AI makes it trivial to generate a working demo. Making something that survives real traffic is a different skill. Here's how I approach it — the princ…

aiwebdevprogramming
Dev.to Jun 17, 2026, 00:03 UTC
EN

Cloud Architect's 2026 Guide to Cheaper, Faster LLM Inference

Cloud Architect's 2026 Guide to Cheaper, Faster LLM Inference Three months ago I opened our quarterly cloud spend dashboard and almost choked on my co…

apiprogrammingtutorialpython
Dev.to Jun 16, 2026, 23:24 UTC
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Zero Variance: Proving COBOL-to-Java Semantic Equivalence with a Live Mainframe Emulator on AWS

By Banu Parasuraman Distinguished Engineer | Account CTO | Mphasis "The mainframe isn't going away. But the teams who understand it are. The window to…

mainframeprogrammingmodernization
Dev.to Jun 16, 2026, 23:03 UTC
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Enterprise AI Agents Are Leaving the Server | Focused Labs

Enterprise AI agents are leaving the server boundary. A boundary that looks deceptively small until the agent starts acting on behalf of a person insi…

programmingai
Dev.to Jun 16, 2026, 22:09 UTC
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AI Agent Cost Is a Runtime Signal | Focused Labs

AI agent cost management fails when cost is treated as a monthly bill as opposed to a runtime signal. A coding agent spends money differently than a b…

programmingai
Dev.to Jun 16, 2026, 22:09 UTC
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25. Build Your Own API

BootCamp by Dr.Angela 1. Building Your Own APIs You can build your own APIs using frameworks like Node.js + Express. API Platforms RapidAPI : Marketpl…

webdevprogrammingbeginnersfullstack
Dev.to Jun 16, 2026, 21:33 UTC
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Stop using AI as a search engine with extra steps.

I watched a developer spend forty minutes going back and forth with Claude on a database schema problem. Every message was a question. Every reply was…

aiproductivityprogrammingclaudecode
Dev.to Jun 16, 2026, 20:27 UTC
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Your AI assistant is not hallucinating. It's guessing, and you asked it to guess.

Andrej Karpathy said it plainly in 2023: language models do not know they are wrong. They have no internal signal that flags uncertainty. They generat…

aiproductivityprogrammingclaudecode
Dev.to Jun 16, 2026, 20:18 UTC
EN

Airtable AI From Scratch: A Freelance Dev's Cost Breakdown

Airtable AI From Scratch: A Freelance Dev's Cost Breakdown I run a one-person shop. No co-founders, no VC money, no "growth team." Just me, my laptop,…

tutorialprogrammingapiwebdev
Dev.to Jun 16, 2026, 19:35 UTC
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**Quick Tip: How to Choose the Right Model for Slack AI Workflows in 2026

Quick Tip: How to Choose the Right Model for Slack AI Workflows in 2026 I've been running Slack-integrated AI workflows in production for about three …

deepseekprogrammingapitutorial
Dev.to Jun 16, 2026, 18:35 UTC
EN

Stop Reinventing Boilerplate: Modern Web Development Is About Orchestration

There is an old habit in web development that still feels attractive: build everything yourself. Custom boilerplate. Custom admin panels. Custom authe…

programmingarchitecturewebdevopensource
Dev.to Jun 16, 2026, 17:45 UTC
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The Great Language Smackdown: 54 Languages Through the IVP Lens

Methodology note: This article is a product of GenAI. The methodology imposed online research for generation, then multiple rounds of adversarial revi…

programmingindependentvariationprinciplelanguagedesign
Dev.to Jun 16, 2026, 17:37 UTC
EN

Developer take on: Running local models is good now

Developer take on: Running local models is good now Forget the days when running powerful AI models required specialized hardware, complex setups, or …

webdevprogrammingproductivitytutorial
Dev.to Jun 16, 2026, 16:35 UTC
EN

Your feature flag defaults are backwards in tests

Most test suites get feature flag isolation backwards. The instinct is to opt in to a feature when a test needs it. The correct default is to force th…

architectureprogrammingsoftwareengineeringtesting
Dev.to Jun 16, 2026, 16:22 UTC
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Why Most Developers Never Finish Their Projects

Starting a new project feels exciting. A new idea appears, the first few lines of code are written, the design starts coming together, and everything …

webdevprogramminglearningcareer
Dev.to Jun 16, 2026, 14:42 UTC
EN

Why the Fable 5 Crisis Proves Your AI Context Layer Can't Live Inside the Model

Rent the Intelligence, Own the Memory On Friday, a single government letter pulled a frontier AI model off the internet for everyone. The Commerce Dep…

aicodingprogrammingopensource
Dev.to Jun 16, 2026, 14:41 UTC
EN

How I Cut Speech-to-Text Costs by 60% Without Killing Quality

How I Cut Speech-to-Text Costs by 60% Without Killing Quality I've been running transcription pipelines in production for the better part of a decade,…

deepseekwebdevmachinelearningprogramming
Dev.to Jun 16, 2026, 14:31 UTC

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