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.
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What we cover
Four lenses on every tool we touch.
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Tool Reviews
Hands-on with Cursor, Windsurf, GitHub Copilot, Cline, Aider, Continue.dev — and whatever's launching this month.
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Side-by-Side
Cursor vs Copilot. Windsurf vs Cline. Paid vs free. Cloud vs local. Same task, different tools — verdict at the bottom.
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Setup & Workflows
Configure each tool for Python, TypeScript, Go, Rust. Local LLM integration. Custom rules that actually move the needle.
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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.
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Ollama Not Using Your GPU in Cline, Continue.dev, and Aider: Every Fix for 100% CPU Inference and Silent GPU Fallback in 2026
Fix Ollama not using GPU in AI coding tools: diagnose 100% CPU in ollama ps, partial offload, driver floors, Docker fallback, and the suspend/resume bug.
Read review → -
MiniMax M3 as a Cursor and Cline Backend in 2026: $0.30/M Pricing, the Interleaved-Thinking Trap, and Why H3 Is Not the Model You Want
MiniMax M3 Cursor and Cline BYOK setup, verified August 2026: $0.30/$1.20 promo pricing, the reasoning-history fix, and the honest math vs DeepSeek V4-Flash.
Read review → -
Ollama Out of Memory Errors in Cline, Continue.dev, and Aider: Every Fix for 'Requires More System Memory', 'Signal: Killed', and CUDA OOM in 2026
Fix Ollama out of memory errors in AI coding tools: 'model requires more system memory', 'llama runner process has terminated: signal: killed', CUDA OOM.
Read review → -
DeepSeek V4-Flash-0731: The Silent Update That Beats V4-Pro on Nine Agent Benchmarks at $0.14/M Tokens
DeepSeek V4-Flash-0731 verified: nine agent benchmark scores vs V4-Pro-Preview, the zero-migration API swap, Codex and Claude Code support, and MIT weights.
Read review →