Building Corroborate.ai: An Auditable Way to Decide What an AI Actually "Knows"
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Why I built a knowledge arbitration engine instead of just another memory layer If you've spent any real time building with LLMs, you've probably run into the same wall I did. Memory systems today are very good at storing things and surprisingly bad at explaining why they believe what they believe. Most of the popular options, things like Mem0, Zep, and similar tools, tend to boil the whole problem down to a single model call. The model looks at a handful of facts, picks a winner, and the…
1Key Takeaways
- Why I built a knowledge arbitration engine instead of just another memory layer If you've spent any real time building with LLMs, you've probably run into the same wall I did.
- Memory systems today are very good at storing things and surprisingly bad at explaining why they believe what they believe.
- Most of the popular options, things like Mem0, Zep, and similar tools, tend to boil the whole problem down to a single model call.
- The model looks at a handful of facts, picks a winner, and the….
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that why I built a knowledge arbitration engine instead of just another memory layer If you've spent any real time building with LLMs, you've probably run into the same wall I did.
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