Guides, model notes and product updates

Choosing between Fireworks AI and TokenLab comes down to deciding between a dedicated open-weight inference platform and a unified multi-model gateway. Here is how their integration contracts, routing architectures, and billing models compare.

A technical comparison of fal AI alternatives for developers evaluating serverless media hosting, custom GPU infrastructure, and unified multimodal API gateways.

A tutorial for routing coding-agent steps between deepseek-v4-pro and deepseek-v4-flash on TokenLab, with a limits and price table, a worked cost estimate, a tool-calling request, and retry and fallback code.

We compare Claude subscription vs API costs using Sonnet 5 standard rates, original intro-rate snapshots, and breakeven token math.

A decision guide to the best AI image editing API on TokenLab, comparing endpoints, accepted inputs and billing units, with prices observed on 2026-10-03.

A practical guide to AI model deprecation and versioning on TokenLab: which lifecycle fields exist, a CI check script, what a missing model returns, and a fallback pattern.