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Dev.to
Dev.to
7/23/2026
Gemini 3.6 Flash: 17% fewer tokens, lower cost, and a Python cold start fix you didn't have to ask for

Gemini 3.6 Flash: 17% fewer tokens, lower cost, and a Python cold start fix you didn't have to ask for

Short summary

Gemini 3.6 Flash cuts output tokens by 17% and lowers pricing to $1.50/$7.50 per 1M, with compounding savings across multi-step agent loops. Vercel AI Gateway adds the new Gemini models and Poolside's Laguna S 2.1 open-weight model with 1M context for large-codebase agents. Python cold starts drop by half with no code changes. Most updates are single-line config swaps worth deploying immediately.

  • Gemini 3.6 Flash: 17% fewer output tokens, $7.50/1M output, single-param migration
  • Vercel AI Gateway consolidates multi-provider routing with budget tracking and failover
  • Poolside Laguna S 2.1 open-weight model hits 78.5% SWE-bench with 1M context for repo-scale coding

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