AI Tools for Developers
Coding assistants, model choice, and the tooling around them — written from daily use on client work.
This is the largest section of the site, and the one closest to my day job. I build ERP and CRM systems in React and TypeScript, and I use AI coding tools on that work every day. Everything here starts from that: a tool I actually put on a real codebase, not a feature list I read about.
A lot of the writing covers model choice, because that is the decision developers make most often and get the least useful help with. Which Claude model to reach for on a given task, what the pricing tiers really cost once you account for retries, when escalating to a bigger model is cheaper than three cheap attempts, and what happens when a model refuses or falls back. I publish the reasoning and the limits of my testing rather than a benchmark table you cannot reproduce.
The rest covers the tooling layer around the assistant: MCP servers and what they are genuinely useful for in frontend work, Cursor and the open-source alternatives to it, Google Antigravity, and the failure modes that come with generated code — hallucinated package names, review blind spots, and debugging code you did not write. There are also straight technical explainers, like the Rolldown change in Vite 8, where the topic is worth understanding on its own terms.
Two things I try to hold to. I say when something is outside what I have tested — my work is TypeScript, React, Node and Postgres, and conclusions from that stack do not automatically transfer. And I date things clearly, because this area moves fast enough that a guide written three months ago can be naming models that no longer exist.
All articles in AI Tools for Developers(24)

Best Claude Model for Coding in 2026: Opus 5, Sonnet 5, Haiku 4.5 and Fable 5, Decided Per Task
The best Claude model for coding in 2026 depends on the task: Sonnet 5 by default, Opus 5 on escalation. Real rate card, per-task table, Sept 1 price change.

Is Claude Code Worth It in 2026? The Break-Even Math From Real Client Work
Is Claude Code worth it in 2026? At $20 to $200 a month, here's the break-even math from real client work, the shared-budget trap, and when it's honestly no.

Claude Cowork Scheduled Tasks Without Your Laptop? Check the 'Runs on This Computer' Badge First (Tested on Pro, 2026)
Did your Claude Cowork scheduled tasks skip while your laptop slept? The 'Runs on this computer' badge shows which setup you have — and how to fix it fast.

Claude's Two July Promos, Untangled: Cowork 2x Usage vs the Fable 5 50% Window (Which One You Actually Have)
Claude Cowork 2x usage isn't the Fable 5 promo — different scope, different end dates. See exactly what's doubled, boosted, or unchanged before August 5.

Claude Code Skills vs Subagents vs Slash Commands vs Hooks vs Plugins: The Decision Guide (2026)
Claude Code skills vs subagents, hooks, and plugins — half the comparison guides are already outdated. Get the current framework, table, and setup examples.

Claude Sonnet 5 Tested on Real Production Code: Is the $2/M 'Baby Opus' Actually Enough? (July 2026)
Claude Sonnet 5 tested on real ERP/CRM code against Opus 4.8 and Fable 5 — see where the $2/M default model holds up before intro pricing ends Aug 31.

Claude Fable 5 Refusals Explained: Why You Got an Opus 4.8 Answer (stop_reason: refusal, Fallbacks & Fixes)
Claude Fable 5 refusals, explained: what triggers the Opus 4.8 reroute, the HTTP 200 stop_reason trap, and 3 fallback fixes for your production API code.

Claude Fable 5 Usage Limits & Credits Explained (July 2026): The 50% Window, the New July 12 Cliff, and How Not to Burn Your Plan in 8 Minutes
Claude Fable 5 usage limits explained: the 50% weekly window, the July 12 credits cliff, why Fable burns 2x faster than Opus, and how to avoid surprise bills.

Claude Fable 5 vs Opus 4.8 on Real CRM Code: I Used Both — Here's What Broke (Almost Nothing) and What Changed
Claude Fable 5 vs Opus 4.8 tested head-to-head on real production CRM code — what broke (almost nothing), what changed, and 3 API migration risks to watch.

Google Antigravity 2.0 CLI: I Tested It on a Real Project (Honest 2026 Review)
Google Antigravity CLI tested on real ERP and client code, not a launch-day demo — see where it shines, where it failed from scratch, and my honest verdict.

I Let Claude Code Install Packages for a Week — Here's How Many Didn't Exist (The Slopsquatting Trap)
Slopsquatting explained: I logged a week of real Claude Code installs, checked every name against the live registry, then built the defense stack that stops it.

MCP Servers for Frontend Devs: A Practical Setup Guide (Claude Code, 2026)
MCP servers for frontend developers: real install commands for GitHub, Figma, and Postgres, plus the context window tradeoffs most setup guides skip entirely.

How to Debug AI-Generated Code: A Real Developer's Vibe Debugging Guide (2026)
How to debug AI-generated code using a 3-pattern framework built from real Cursor and Copilot production bugs — plus the 15-minute pre-delivery checklist.

AI Code Review in Production: What It Catches, What It Misses, and What Only You Can Find
AI code review: what it catches and misses after 6 months of real ERP and CRM code across Cursor, Claude, and Antigravity IDE — and exactly when to trust it.

RAG vs Fine-Tuning vs Prompt Engineering: Which Should Developers Use in 2026
RAG vs fine-tuning vs prompt engineering — my honest decision framework: when each wins, real cost tradeoffs, and how production systems combine all three.

Open-Source Cursor Alternatives 2026: 7 BYO-API-Key Tools (From $5/Month)
Open-source Cursor alternatives tested on real client work: Cline, Aider, Kilocode and more — BYO API key, pay $5-40/month, keep frontier-model quality.

Cursor IDE Got Too Expensive? 7 Cheaper AI Coding IDEs in 2026
Cursor IDE too expensive at $60–$200/month? I tested 7 cheaper AI coding IDEs in production — real pricing, SWE-bench scores, and which one to switch to.

MCP Just Hit 97 Million Installs — Here's Why Every AI Tool You Use in 2026 Has It (And What You're Missing)
MCP 97 million installs in 16 months — faster than React or Kubernetes. I tested 7 real tools, including Blender, to see what breaks and what's worth using.

Google Antigravity "High Traffic" (503) Error: Real Cause & What Actually Works
The Google Antigravity high traffic error means an outage or your own quota — not the same fix. See how to tell which one you have, and what to do about it.

Claude Mythos Preview: The Most Powerful AI Ever Built - That You Can't Use
Claude Mythos Preview can autonomously hack major systems, scoring 83% on CyberGym. See what Project Glasswing is and the real impact on cybersecurity jobs.
Best AI Tools for Developers in 2026: 6 We Used to Ship Real Client Code
The best AI tools for developers 2026: 6 tools tested on real ERP, CRM, and SaaS code by a two-developer team over 6 months — what survived, what did not.

Vite 8's Biggest Architectural Change: Rolldown Explained, With Real Benchmarks and Compatibility Gotchas
Vite 8's biggest architectural change since v2: Rolldown replaces esbuild + Rollup. Compatibility notes, what breaks, and real build data (Linear 46s→6s).

How to Build a Local AI Personal Assistant in 2026 (Ollama + DeepSeek + Open WebUI)
Step-by-step guide to building a private, local AI personal assistant using Ollama, DeepSeek-V3 or Llama 4, and Open WebUI. No subscriptions, your data stays on your machine.
How I Actually Use AI for Debugging and Writing Clean Code in 2026
How developers actually use GitHub Copilot, Cursor, ChatGPT, and Claude to debug faster and write cleaner code. Includes real prompts, real code examples, and honest limits.