DEV Community: AITinkerer

Building AI Agents: Why I Migrated All My APIs to RouteAI in 2026

AITinkerer — Fri, 17 Jul 2026 10:44:57 +0000

Excerpt:

In my recent project, I needed to benchmark over 20 models. The integration overhead was a nightmare. I found that

RouteAI

not only unifies the API interface (OpenAI compatible) but completely crushes the market average pricing. Paying only $0.988 for GLM-5.1 (Input<=32k) means I can run my agents 24/7 without worrying about the cloud bill.

How Much Does KV Cache Actually Save? A Real Look at Chinese LLM Cache Pricing

AITinkerer — Tue, 14 Jul 2026 15:14:38 +0000

Most developers know KV cache reduces costs. Few have actually modeled how much, at current pricing, cache hit rate moves the needle on their bill.

Take Qwen3.7 Plus on RouteAI: standard input at $0.24/M tokens, cache read at $0.048/M — 20% of the normal input price. If your application has a high proportion of repeated prefixes (stable system prompts, long document contexts), and you're hitting 60–70% cache rate, your effective input cost can drop below $0.12/M.

Two habits that dramatically improve hit rate: keep your system prompt static, and front-load document context at the top of each message. Combine that with RouteAI's already-discounted base price, and the effective cost per token gets very low very quickly.

Worth modeling explicitly if you're running any kind of batch processing or RAG pipeline with consistent context structure.

Has anyone used DeepSeek? Is it really good?

AITinkerer — Mon, 29 Jun 2026 02:21:23 +0000

如何买到便宜的大模型Token?

AITinkerer — Tue, 14 Apr 2026 08:45:26 +0000