Memory & Knowledge

    Agent memory architecture, knowledge systems

    Agent Memory & Knowledge Systems Compared (2026 Guide)

    By Sebastian Chedal

    Most companies deploying AI agents hit the same wall about two months in: the agent forgets everything between sessions, can’t read the company’s actual knowledge (strategy docs, pricing logic, customer notes), and has no clean way to write what it learns back to the team’s knowledge base for human review. The toolkit for solving this…

    Agent Memory Architecture: From Scratch Pad to Institutional Knowledge

    By Sebastian Chedal

    Every AI agent starts each session from zero. No memory of yesterday’s decisions, no record of what worked, no access to what the agent next to it learned last week. For a one-off chatbot conversation, this is fine. For agents running 10 to 20 sessions per day across months of production work, it’s the difference…

    What Is Tribal Knowledge & Why It’s Critical for Manufacturing

    By Sebastian Chedal

    Tribal knowledge is the unwritten, undocumented expertise that lives only in people’s heads. The unofficial adjustments, workarounds, and insights that keep businesses running smoothly but never make it into official procedures. It’s the machinist who knows exactly which sound means the equipment needs attention, the sales engineer who can instantly spot which technical specifications will…

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