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The 2-Million Token Revolution

📚 Massive Context Windows 10m 200 BASE XP

Ingesting Entire Codebases

Gemini 3.1 Pro features an unprecedented 2-million token context window. This changes the paradigm of AI development.

What fits in 2M tokens?
  • 2 hours of video
  • 22 hours of audio
  • Over 20,000 lines of complex codebase
  • The entire Harry Potter series, twice.

Instead of building complex RAG pipelines to chunk and retrieve codebase files, you can simply pass the entire repository into the prompt for perfect holistic reasoning.

SYNAPSE VERIFICATION
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How does a 2M token context window change software development workflows?
It removes the need for APIs
It allows developers to pass entire codebases directly to the model instead of relying on imperfect RAG chunking
It makes the model run entirely locally
It speeds up token generation by 10x
Watch: 139x Rust Speedup
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