above.dev Blog
Practical notes for agentic model workflows.
Guides on OpenAI-compatible integration, model routing, token spend, long context, and building with above.dev.
27 Sept 2026
We reopened our $10 free tier for nine days. 174 claims, 125 refused automatically, 75 declined on review, and about one grant in five taken back. What abuse of a free API offer actually looks like, and what it costs.
Read article22 Sept 2026
Free keys now call DeepSeek V4.1 Flash as well as GLM 5.3 Flash, with vision and a 1M context. Plus what 3.14 billion tokens of real agent traffic says about caching.
Read article18 Sept 2026
We gave 133 accounts $10 of free API credit and logged every request. $1,330 issued, $155.80 spent, 96% of input tokens served from cache, and what that says about rate limiting agent traffic.
Read article11 Sept 2026
In three days DeepSeek announced the end of V4 Pro, postponed it, then cancelled it "in response to user demand". V4.1 Flash still launched at a lower price. What changed, what did not, and what the reversal says about how people actually pick models.
Read article7 Sept 2026
Agents re-send their context every turn, grow it all session, run unattended, and spend in a loop you cannot see. Four things that shaped how above.dev is built.
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