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A little structure to your context window data can go a long way.
15% better answer quality ⚡ 35% ⚡ faster—including the time it took the tools to generate the graphs and schemas‼️
The pace of improvement in AI coding applications has been incredible, even so a little 💪🏻context engineering💪🏻 often matters more than the app or model.
📊 Real examples from a recent codebase cleanup we added:
🥇 Dependency graphs showing what calls what
🥈 Schemas for Pandas DataFrames
and saw better answer quality delivered ⚡ 35% ⚡ faster—including the time it took the tools to generate the graphs and schemas‼️
See the post for details on what we did: https://www.caber.com/blog/12744d4b-1d65-4e6c-886d-978c0f1317f5
🔍 This applies beyond code: documentation hierarchies, data lineage, system architectures. Data relationships provide context that unlocks reasoning.
15% better answer quality ⚡ 35% ⚡ faster—including the time it took the tools to generate the graphs and schemas‼️
The pace of improvement in AI coding applications has been incredible, even so a little 💪🏻context engineering💪🏻 often matters more than the app or model.
📊 Real examples from a recent codebase cleanup we added:
🥇 Dependency graphs showing what calls what
🥈 Schemas for Pandas DataFrames
and saw better answer quality delivered ⚡ 35% ⚡ faster—including the time it took the tools to generate the graphs and schemas‼️
See the post for details on what we did: https://www.caber.com/blog/12744d4b-1d65-4e6c-886d-978c0f1317f5
🔍 This applies beyond code: documentation hierarchies, data lineage, system architectures. Data relationships provide context that unlocks reasoning.