Precision Context Engineering
Eliminate context rot and unlock 95%+ AI accuracy through advanced retrieval optimization.

Built By Engineers From







The Context Engineering Process
Advanced techniques to eliminate context rot and maximize AI performance.
Context Creation
a24z creates notes on your codebase as it develops so always have up-to-date documentation.
Context Retrieval
a24z retrieves the most relevant context from your note storage during the development process.
Context Management
a24z manages all the notes automatically to ensure that the most relevant context is always available.
Context Storage
a24z stores all the notes in github so you can always access them without any complicated vector databases.




The Hidden Cost of Context Rot
Traditional RAG and grep methods fail due to context rot even after one incorrect file. Precision context engineering delivers 95%+ accuracy improvements.
Incorrect File Derails an AI Agent
Traditional RAG and grep methods struggle with context rot, enormously reducing accuracy with even a single incorrect file.

Token Reduction
a24z can help you reduce the cost of context rot by 50% by pulling only the most relevant context to get the job done and reduce token usage.

Accuracy Improvement
a24z can help you improve the accuracy of your AI Agents by 95%+ with precise context engineering and getting only the most relevant context.

Don't let context rot degrade your AI performance. Unlock precision context engineering today.