Blog — vexp

All AI Models(0)Antigravity(0)Best Practices(0)Comparisons(2)Context Engineering(13)Copilot(0)Cost & Optimization(4)Cursor(0)Features & Workflow(14)Language Specific(6)Token & Cost(17)Windsurf(1)

Cost & Optimization

Vibe Coding Is Fun Until the Bill Arrives: Token Optimization Guide

Vibe coding with AI is addictive but expensive. Freestyle prompting without context management burns tokens 3-5x faster than structured workflows.

Nicola·May 25, 2026

Windsurf

Windsurf Credits Running Out? How to Use Fewer Tokens Per Task

Windsurf credits deplete fast because the AI processes too much irrelevant context. Reduce what it needs to read and your credits last 2-3x longer.

Nicola·May 14, 2026

Comparisons

Best AI Coding Tool for Startups: Balancing Cost, Speed, and Quality

Startups need speed and budget control. The ideal AI coding stack combines a free/cheap agent with context optimization — here's how to set it up.

Nicola·May 4, 2026

Language Specific

AI-Assisted Microservices with Claude Code: Cross-Service Context Management

Microservices split context across service boundaries. Give Claude Code cross-service awareness with multi-repo dependency graphs and shared contract context.

Nicola·Apr 26, 2026

Language Specific

Claude Code + Node.js: Backend Development with AI Context Management

Node.js backends have async patterns and middleware chains that confuse AI agents. Scope the context to route handlers and their direct dependencies.

Nicola·Apr 25, 2026

Language Specific

Using Claude Code with Django: Optimization Tips and Context Management

Django's MVC pattern and ORM create specific context needs. Optimize Claude Code for Django with model-view dependency tracking and test context.

Nicola·Apr 24, 2026

Language Specific

Claude Code + Next.js App Router: AI-Powered Development Guide

Next.js App Router's file-based routing creates unique context challenges. Map server/client boundaries and route dependencies for better AI assistance.

Nicola·Apr 23, 2026