Dev.to AI

A Budget Guard for LLM Calls: Cap Daily Spend in a Small-Business Automation (Python)

Estimating model spend before launch is useful. Stopping a runaway loop at 2 a.m. is more useful. Fo…

Pin the agent to the existing typography scale — no magic font-size values

The new empty state looks “almost” like the others. Then you notice text-[17px], or font-size: 15px,…

Adding an AI Helper to a Work Process? Six Checks Before You Let It Act

This case is invented. An office of a dozen people uses a help-desk tool to answer staff questions b…

I stopped letting Opus write my code (and my weekly quota survived)

one day claude ate 62% of my weekly quota in a single day. i was letting opus write every line. so …

ChatGPT for financial advisors: the plan decides the compliance answer

Disclosure: I co-founded Mitosis Labs, which runs Private SuperIntelligence. This is an adaptation o…

Gemini 4 Hydrogen: Google's Fast Model for Everyday Coding

Have you ever asked a search engine a question with three parts, a typo, and a very specific detail,…

Five coding agents, five formats, one table

Claude Code, Codex, OpenCode, Gemini CLI and DeepSeek Harness each record their work differently, an…

Tracing RAG Failures Across Retrieval, Reranking, and Generation

A RAG application can return an incorrect answer even when its vector database, reranker, and langua…

Distributed Responsibility Is Still Responsibility

Distributed Responsibility Is Still Responsibility Distributed systems create a recurring moral an…

Best AI Music Generators in 2026: 7 Tools Compared on Real Pricing

Best AI Music Generators in 2026: 7 Tools Compared on Real Pricing AI music generators can now tur…

Text-to-SQL Agents Answer Questions Nobody Reviewed. Add Receipts

TL;DR — A dashboard is a question that humans reviewed, argued over, and corrected. A text-to-SQL ag…

Twelve DeepSeek Harness Plugins, Mapped by Failure Surface

Conclusion: assess DeepSeek Harness plugins by failure surface, not as a ranking. This is for develo…