LEVEL 3
Massive Context Windows
Use 1M+ token context windows and Gemini 4 Argon's 1M Long Decode output for complete codebase reasoning. Part of the free Vertex AI Academy — every lesson below is open to everyone, no signup required.
3 lessons600 XP~28 min total100% free
// LESSONS IN THIS MODULE
- 01The 2-Million Token Revolution10m · 200 XP
Ingesting Entire Enterprise Codebases While earlier Gemini 1.5 Pro and 2.5 Pro generations pioneered 2-million token context windows (prior to their 2...
- 02Needle In A Haystack10m · 250 XP
Perfect Precision Retrieval at Scale Historically, transformer architectures suffered from the "Lost in the Middle" phenomenon: models attended well t...
- 03Cost Implications of Massive Contexts8m · 150 XP
Economics of 1M Context & Caching Tiers While 1M token context windows (and up to 1M Long Decode output on Gemini 4 Argon) provide unmatched reaso...