Independent reviews. No paid placements.
The AI coding tool landscape, tested honestly.
Side-by-side reviews of Cursor, Windsurf, GitHub Copilot, Cline, Aider and more — with real coding sessions, verified pricing, and verdicts you can actually use.
Aider + Ollama Local LLM Setup Guide 2026: Official Config, Model Selection, Context Fix
Step-by-step: run Aider with any local model via Ollama. Covers env var config, the 2K context truncation fix, VRAM-based model picks, and when local inference actually beats cloud APIs.
Read →Free → Paid upgrade
Stop hand-writing AI configs. Get 6 production-ready stacks.
CLAUDE.md + .cursorrules for Next.js, Python, Go, Rust, Monorepo — plus 4 subagents, slash commands, and hook recipes. $9 launch price.
Most popular
The articles developers keep reading.
- Setup Guide
Aider + Ollama Local LLM Setup Guide 2026: Official Config, Model Selection, Context Fix
Step-by-step: run Aider with any local model via Ollama. Covers env var config, the 2K context truncation fix, VRAM-based model picks, and when local inference actually beats cloud APIs.
Read → - Tutorial
How to use Claude Sonnet 4.6 inside VS Code: three setup paths compared
Three ways to get Claude Sonnet 4.6 running in VS Code in 2026 — official Claude Code extension, Cline, or Continue.dev — with real API cost breakdowns and a clear verdict on which to use.
Read → - News & Pricing
GitHub Copilot June 2026 billing change: what the AI Credits switch means for your monthly bill
GitHub Copilot dropped Premium Request Units on June 1, 2026. Here is the complete credit math for Pro, Pro+, and Max — plus when to switch to Cursor or Claude Code.
Read →
What we cover
Four lenses on every tool we touch.
-
Tool Reviews
Hands-on with Cursor, Windsurf, GitHub Copilot, Cline, Aider, Continue.dev — and whatever's launching this month.
-
Side-by-Side
Cursor vs Copilot. Windsurf vs Cline. Paid vs free. Cloud vs local. Same task, different tools — verdict at the bottom.
-
Setup & Workflows
Configure each tool for Python, TypeScript, Go, Rust. Local LLM integration. Custom rules that actually move the needle.
-
Cost & Value
When $20/month for Cursor beats free alternatives — and when it doesn't. Cost-per-feature breakdowns, no hand-waving.
Latest posts
Freshly tested.
-
NVIDIA Buys Hugging Face for $12.9B: What Cursor and Cline BYOK Developers Should Actually Do About It
NVIDIA's $12.9B Hugging Face acquisition, confirmed Sep 2026: what changes for BYOK inference costs, and whether a used RTX 3090 now pays for itself.
Read review → -
DeepSeek's Price Hike Landed as V4.1-Flash: New Cursor and Cline Bill Math, and Why It Still Doesn't Justify a GPU
DeepSeek V4.1-Flash pricing verified Sep 17 2026: $0.30/$1.20 peak, half off-peak, $0.003 cache hits. Real Cline bill math and the local-GPU crossover.
Read review → -
Claude Fable 5.1 for Cursor and Claude Code: Same $10/$50 Price, 75% Cheaper Cache Reads — and a Cline Default Trap
Claude Fable 5.1 keeps Fable 5's pricing but cuts cache reads to $0.25/M. The verified session math, Cursor and Claude Code setup, and why Cline users should check their default model today.
Read review → -
Large CLAUDE.md Files on Ollama: Why a 35KB Preprompt That Works on Opus Breaks Local Models — and the 3-Tier Fix
A 35KB CLAUDE.md costs ~9,000 tokens — 14% of a 65K local context window before any code loads. The gotchas of moving big preprompts from Claude Opus to Ollama, with the decision math.
Read review →