ANTHROPIC JUST LEAKED AN INTERNAL DOCUMENT WORTH $2.6M - IT CHANGES HOW YOU SHOULD BUILD AI SYSTEMS
most AI systems fail not because the model is weak - but because it lacks the right information at the right moment
Search → Compress → Memory → Routing → Verification
five layers, one system, always has the right context
first generation engineers picked better models - second wrote better prompts - third builds better infrastructure around the model
context became the operating system - not the input
better context reduces hallucinations, cuts latency and improves task execution quality - strong context systems outperform larger models in real scenarios
the systems that win won't have the largest context windows - they will have the highest quality context
Context Engineering is not a feature - it's the foundation
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