▶ Videos →

📰 Dev.to · Alexey Pelykh

4 articles · Updated every 3 hours · View all reads

All Articles 117,023 Blog Posts 125,083 Tech Tutorials 29,919 Research Papers 23,513 News 17,251 ⚡ AI Lessons

Claude Code retries rate-limit errors for API keys, not for your Max plan

Dev.to · Alexey Pelykh 🛠️ AI Tools & Apps ⚡ AI Lesson 2w ago

Claude Code retries rate-limit errors for API keys, not for your Max plan

I decompiled the Claude Code binary (v2.1.179) to find out why my Max sessions die on rate-limit errors an API key would shrug off. The retry classifier has one

The 'Own Hardware for AI' Myth

Dev.to · Alexey Pelykh ⚡ AI Lesson 3w ago

The 'Own Hardware for AI' Myth

17.7 billion tokens in two weeks. $15K at API list prices. Actual cost: $800. The full math on buying GPUs instead - context, concurrency, utilization - and why

I Spend $800/Month on AI Coding Tools and I Can't Stop

Dev.to · Alexey Pelykh 💻 AI-Assisted Coding ⚡ AI Lesson 3mo ago

I Spend $800/Month on AI Coding Tools and I Can't Stop

4 Claude Max accounts, $800/month, and I burn through each token window in 30 minutes. The productivity is real. The anxiety between sessions is the part worth

53K Lines, 28 Days, $1,600: The Real Numbers Behind QontoCtl 1.0

Dev.to · Alexey Pelykh ⚡ AI Lesson 3mo ago

53K Lines, 28 Days, $1,600: The Real Numbers Behind QontoCtl 1.0

28 days ago QontoCtl didn't exist. Today: 53K lines of TypeScript, full Qonto API coverage, 69 MCP tools. Industry estimate: $1.9M. Actual cost: $1,597.