Blog
Ideas about corporate memory
Articles about AI agents, knowledge management, MCP, and what we learned building ValorBrain.
Guide
July 25, 2026
7 min read
How to give AI your company context (without a six-month project)
The honest version: connect the material you already have, keep permissions per person, and require every answer to cite its source. Four steps, and the three mistakes that waste the most time.
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Engineering
July 04, 2026
6 min read
96.58% recall on LoCoMo: how we built a CPU retrieval engine
The architecture behind our retrieval pipeline: BM25 + dense vectors + Personalized PageRank. No LLM in the ranking path.
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Product
May 27, 2026
4 min read
Why your AI agents keep forgetting things
Each agent starts from zero. Decisions made in one session vanish in the next. Here's how shared memory fixes that.
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Technical
May 24, 2026
3 min read
MCP in 3 minutes: what it is and why it matters
Model Context Protocol is how AI agents talk to external tools. Here's the developer-facing version.
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Engineering
May 19, 2026
5 min read
5 things we learned building a knowledge base for AI teams
After 6 months of dogfooding ValorBrain with our own team, here's what surprised us.
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