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📰 Dev.to · pickuma

26 articles · Updated every 3 hours · View all reads

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GitHub Copilot Workspace Review: Task-Level AI Coding in the Browser
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago
GitHub Copilot Workspace Review: Task-Level AI Coding in the Browser
Copilot Workspace moves AI coding from inline autocomplete to task-level planning and execution. A hands-on look at the spec-first workflow, repository awarenes
NVIDIA CUTLASS: High-Performance CUDA Templates for AI Linear Algebra
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago
NVIDIA CUTLASS: High-Performance CUDA Templates for AI Linear Algebra
A close read of NVIDIA CUTLASS — the header-only CUDA template library behind a surprising amount of modern AI infrastructure. What it is, how its kernel hierar
Cursor IDE Review: What Makes It a Genuinely Different AI Code Editor
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago
Cursor IDE Review: What Makes It a Genuinely Different AI Code Editor
Cursor extends VS Code with a model-aware architecture that goes beyond autocomplete. A detailed look at the tab model, inline editing, agent mode, and where th
Sourcegraph Cody Review: When Your Codebase Is Too Big for Copilot
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago
Sourcegraph Cody Review: When Your Codebase Is Too Big for Copilot
Sourcegraph Cody indexes your entire codebase and uses that context for AI completions, chat, and code generation. I tested it on a 2.6-million-line monorepo to
Windsurf IDE Review: The AI-Native Code Editor Built From Scratch
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago
Windsurf IDE Review: The AI-Native Code Editor Built From Scratch
Windsurf by Codeium is an AI-native IDE built from the ground up, not a VS Code fork. We tested its Cascade agent across TypeScript and Python projects to see w
Tabnine Review 2026: The Veteran AI Code Assistant Gets a Modern Rewrite
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago
Tabnine Review 2026: The Veteran AI Code Assistant Gets a Modern Rewrite
Tabnine has been doing AI code completion since 2018, longer than almost anyone. After a major 2025-2026 revamp with a new chat interface, test generation, and
How to Measure AI Coding Agents Beyond Lines of Code and PR Acceptance Rates
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
How to Measure AI Coding Agents Beyond Lines of Code and PR Acceptance Rates
Lines of code and PR acceptance rates look like productivity signals but reward verbosity and rubber-stamping. Here is what engineering managers should track in
AI License Laundering: How Code Generators Strip Open Source Obligations
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
AI License Laundering: How Code Generators Strip Open Source Obligations
AI tools trained on GPL and copyleft code can reproduce it without attribution or license terms. Here is what the mechanism looks like, what is known, and what
Veles: Hybrid BM25 + Semantic Code Search in a Local Rust MCP Server
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Veles: Hybrid BM25 + Semantic Code Search in a Local Rust MCP Server
Veles is an open-source MCP server in Rust that runs BM25 keyword search and semantic vector search together over a local index, giving Claude, Cursor, and othe
Codex Auto Review Loop: An MCP Tool That Reviews Code Before You Commit
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Codex Auto Review Loop: An MCP Tool That Reviews Code Before You Commit
codex-mcp-code-review is an open-source MCP server that automates Codex's /review flow for uncommitted changes by spawning background Codex instances. Here is h
Conductor Joins the Cloud Coding Agent Rush: Remote AI Devs Leave the Laptop
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Conductor Joins the Cloud Coding Agent Rush: Remote AI Devs Leave the Laptop
Conductor enters the cloud coding agent category alongside background agents from Cursor, GitHub, OpenAI, and Google. What changes when your AI coding agent run
Codex in the ChatGPT Mobile App: What a Pocket Coding Agent Actually Changes
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Codex in the ChatGPT Mobile App: What a Pocket Coding Agent Actually Changes
OpenAI put its Codex coding agent inside the ChatGPT iOS and Android apps, so you can start tasks, review diffs, and manage agent runs from your phone. Here's w
GenCAD: Generating Editable Parametric CAD Models From Images
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
GenCAD: Generating Editable Parametric CAD Models From Images
GenCAD is a research project that generates editable parametric CAD models from images instead of meshes. A look at its architecture and what developers buildin
Claude Code Routines: Should Workflow Automation Join Your Daily Loop?
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Claude Code Routines: Should Workflow Automation Join Your Daily Loop?
Claude Code Routines, a tool for automating repeatable coding workflows, drew 686 points on Hacker News. Here's what a 'routine' actually is, how it fits the ag
GitHub MCP Security Scanning: How AI Coding Agents Get an Immune System
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
GitHub MCP Security Scanning: How AI Coding Agents Get an Immune System
GitHub is scanning Model Context Protocol servers for prompt injection, malicious tools, and supply chain risks. Here is what the checks catch and what they mis
Why AI Won't Make Your Engineering Processes Faster (And What Actually Does)
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Why AI Won't Make Your Engineering Processes Faster (And What Actually Does)
Code generation speed isn't where engineering teams lose time. Here's where AI tools like Cursor and Copilot actually compress cycle time, and the boring proces
AI Is a Technology, Not a Product: What Devs Should Build Instead
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
AI Is a Technology, Not a Product: What Devs Should Build Instead
Gruber's electricity analogy for AI, unpacked — why thin GPT wrappers keep dying, what survives the test, and where dev tools like Cursor actually fit in your s
Cursor vs GitHub Copilot: Which AI Coding Assistant Ships Faster in 2026?
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Cursor vs GitHub Copilot: Which AI Coding Assistant Ships Faster in 2026?
We tested both AI coding assistants against a Next.js app, a Python CLI, and a Rust library migration. Cursor won on velocity. Here's the breakdown — and the on
Why Developers Are Quietly Turning Off Copilot and Cursor
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
Why Developers Are Quietly Turning Off Copilot and Cursor
A measured look at the backlash against AI coding assistants — what the METR study and cognitive offloading research show about when hand-coding actually produc
OpenAI Codex Chrome Extension: Browser-Native AI Coding Agent Tested
Dev.to · pickuma 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago
OpenAI Codex Chrome Extension: Browser-Native AI Coding Agent Tested
OpenAI's Codex Chrome extension puts its coding agent inside your browser tab. We tested the workflow patterns that pay off, the limits worth knowing, and how i