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⚡ AI Lessons

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
QuantConnect Review: Running 2,400 Backtests Without Installing a Single Python Library
Two years of building algorithmic trading strategies on QuantConnect's LEAN engine — what the cloud IDE gets right, where it breaks, and whether it's worth the

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Macchiato Day 2: Live Token Metrics and Parallel Terminals for Claude Code and OpenCode
Macchiato's Day 2 update lands a live token/cost sidebar, consumption dashboards, and keyboard shortcuts for jumping between Claude Code and OpenCode in one ter

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
NVIDIA Warp Review: GPU-Accelerated Python for Simulation and Robotics
A measured review of NVIDIA Warp, the open-source Python framework that compiles kernels to CUDA. How it compares to JAX and Taichi, and when to reach for it ov

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

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

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

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

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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo 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

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
OpenCode vs Claude Code: Why 157K Developers Are Hedging Against Anthropic
A measured comparison of OpenCode and Claude Code, the lock-in math behind the split, and a decision framework for picking one, the other, or both.

Dev.to · pickuma
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
AI Coding Agents Must Reduce Maintenance Costs, Not Just Write Code
Why evaluating Copilot, Cursor, and Claude Code by lines generated misses the point — and how to measure whether your AI tooling is adding or removing technical
DeepCamp AI