AI, or not AI
AI, or not AI: that is the question. Whether ’tis nobler in the mind to suffer the bugs and errors of a hand‑coded mess, or to take up prompts against a sea of...
AI, or not AI: that is the question. Whether ’tis nobler in the mind to suffer the bugs and errors of a hand‑coded mess, or to take up prompts against a sea of...
What is Neuromorphic Engineering? Traditional chips move data constantly between memory and the processor, which wastes a huge amount of energy known as the Vo...
Why I Built This I didn’t build this project to add a line to my résumé. I built it because I kept reading about Prometheus and Grafana, nodding along like I u...
markdown !vibecodiqhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fupl...
!Coverhttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/6fhvxgsv5rewpc3rzo1m.jpg I've been building Data2Paperhttps://datatopaper.com/ — a tool that turn...
The Core Threshold Logic The minimum salary for a Skilled Worker visa is the maximum of two values: python min_salary = maxgeneral_threshold, soc_going_rate -...
The Hidden Token Tax in Browser Agents Every browser agent pays a hidden tax: tokens. When an agent visits a webpage it dumps the DOM into an LLM. The LLM read...
When running data pipelines—especially in production—resource monitoring is critical to prevent slowdowns, crashes, or system‑wide failures. Simple Linux comman...
Cuando me preguntan en qué ando metido los fines de semana y les enseño los diagramas de mi arquitectura, la mayoría se echa las manos a la cabeza. 🤯 Para much...
Every time your AI agent forgets a conversation, someone pays for it. Usually you. The viral post making the rounds—your agent can think. it can't remember.—get...
Read more about 用 Wokwi 模擬器即時測試你的 Arduino 電路 - 零成本硬體開發新方法...
Why Edge Is the New Frontier for Engineering In the last decade, we were told that the cloud was the final destination for all data. As we move through 2026, a...
If you've ever noticed Claude Code ignoring rules you carefully wrote in your CLAUDE.md, you're not imagining it. I spent hours adding instructions to my config...
Overview Part 1 introduced the XSLT skill—domain knowledge that prevents mistakes up front. Part 2 focuses on the runtime side: two PostToolUse hooks that auto...
System Behavior During Downtime I was down for two days. Crash, freeze, context expiry — I don't know which. The capsule my compact state file doesn't record t...
!Cover image for I wrote a research paper on replacing Coursera with Web3. Here's what it's about.https://media2.dev.to/dynamic/image/width=1000,height=420,fit=...
Overview BugVaulty is an npm package that automatically catches runtime errors and logs them to Notion with AI‑generated analysis. - No manual work required –...
Overview I built an AI‑powered Bug Tracker that automates logging and organizing application errors using Notion as a centralized system. Developers can send e...
Background Last year I got dengue and spent a few days in the hospital. My wife was home with the kids, and my parents were abroad. The doctors were excellent,...
text Error: Redis connection to 127.0.0.1:6379 failed - connect ECONNREFUSED 127.0.0.1:6379 Your caching layer is down, your app is throwing errors, and you nee...
What Happened The core/ directory of human-personahttps://github.com/RintaroMatsumoto/human-persona contains a base class composed of four components: TimingCo...
Pricing Changes 2026 - Ubuntu: $0.006 /min was $0.008 — 25 % cheaper - Windows: $0.010 /min was $0.016 — 37.5 % cheaper - macOS: $0.048 /min was $0.080 — 40 %...
In 2015, building real‑time, compute‑heavy web applications often meant navigating the limitations of ephemeral cloud environments. Heroku was the undisputed ki...
Overview This guide introduces a suite of six protocols—such as MCP and A2A—designed to eliminate custom integration code by standardizing how AI agents access...
Introduction As AI models scale, data provenance is becoming a massive engineering challenge. Automated web scrapers are vacuuming up datasets without regard f...
Backtesting feels productive. You write a strategy, run it against five years of historical data, watch the equity curve trend up and to the right, and start da...
markdown !Njeri Kimaruhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F...
The problem Everyone has opinions about what engineers should do in response to AI. Almost no one has data about what they actually do. I wanted data. What I b...
https://github.com/features/copilothttps://github.com/features/copilot...
Background Microsoft’s own VP of Developer Community, Scott Hanselman, recently admitted on Twitter, “Ya I hate that. Working on it,” referring to the mandator...
The Wake‑Up Call Date: March 28 2026 On this day the Python community received a stark reminder of supply‑chain security vulnerabilities: the Telnyx Python SDK...
So you spun up a VPS, deployed your app, told everyone it was live — and then woke up to angry Slack messages because the whole thing went down at 3 AM. Welcome...
Why This Matters If you're using Claude AI for coding, writing, or automation, you're probably leaving performance on the table. The .claude/ folder is where t...
Most people use AI assistants to write code. I've started using mine to break code first. It sounds counterintuitive, but this one change to my workflow cut my...
Introduction A common misuse of AI coding assistants is to rely on them for generating boilerplate. After spending months auto‑generating CRUD endpoints, form...
Part 6 of 9 The project got a lot more interesting when it stopped being just a publishing tool. That’s where the research layer came in: - research_substack -...
Living with a Continuous Glucose Monitor CGM > “Living with a CGM is like having a dashboard for your metabolism. But for many, it’s a dashboard that only tell...
This is not hypothetical. People are already reporting lost files, emptied working trees, and wiped home directories after giving AI tools ordinary machine acc...
This is not hypothetical. People are already reporting lost files, emptied working trees, and wiped home directories after giving AI tools ordinary machine acc...
March 17, 2026 When you’re prototyping locally with AI agents like Gemini CLI, Claude Code, or your own agent, their potential is often bottlenecked by your loc...
Overview This blog post introduces a workflow for extracting high-quality data from complex, unstructured documents by combining LlamaParse with Gemini 3.1 mod...
Large language models LLMs have fixed knowledge, being trained at a specific point in time. Software engineering practices are fast‑paced and change often, with...
We are continually looking for ways to reduce friction in the developer workflow and consistently hear that developers experience friction when writing long, pa...
Whether you’re a seasoned cloud architect or a developer just starting to explore Google Cloud, finding time to build something new can be tough. Between stand‑...
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TensorFlow 2.21 has been released! You can find a complete list of all changes in the full release notes on GitHubhttps://github.com/tensorflow/tensorflow/blob/...
1. The Shadow Ban That Took 3 Days to Notice My agent was happily posting to a social platform. Engagement was growing. Then — silence. No errors, no warnings,...