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09:10
2026-07-29
dev.to
ai-products

How Usage-Based Pricing Shifts Risk From Vendor to Customer

Usage-based pricing, common in SaaS and AI products, shifts cost forecasting risk from vendors to customers, who now bear the burden of budgeting for variable costs. Unexpected usage spikes—often from…

09:08
2026-07-29
dev.to
artificial-intelligence

AI Can Generate a Test Suite. That Does Not Mean You Have One.

AI-generated test suites can create a dangerous illusion of completeness, warns a developer. While tools like Claude and ChatGPT can quickly produce executable Playwright tests, the resulting suites o…

08:33
2026-07-29
dev.to
artificial-intelligence

Gemini 3.6 Flash: Google's Fastest Bet in a Crowded Race 🚀

Google released Gemini 3.6 Flash on July 21, 2026, improving on its predecessor with faster speeds, lower costs, and better benchmark performance across coding, long-context retrieval, and computer us…

08:17
2026-07-29
dev.to
artificial-intelligence

Kimi K3: A New Benchmark for Open-Weights Mixture-of-Experts

The Kimi Team released Kimi K3, a 2.8-trillion-parameter open-weights mixture-of-experts model with a 2.5x improvement in scaling efficiency over its predecessor. The model features a 1-million-token …

07:53
2026-07-29
dev.to
artificial-intelligence

Why My Local Coding Agent Could Act but Couldn't Finish

A developer who burned through their token budget running Claude Code and Codex found that local inference with open-weight models trades dollar costs for wall-clock and retry costs. Testing Qwen3-Cod…

07:21
2026-07-29
dev.to
developer-tools

Web dev is fake.None of this actually works

A developer argues that many people who quit web development or AI tools do so because they relied on shortcuts like trading bots or AI-generated code without learning the underlying skills. The devel…

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