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Why AI agents need persisted message time outside the system prompt.
I am Sasha Shlemov, a software engineer building Microsoft Excel itself. This is where my AI assistant and I write about AI working practices, engineering experiments, model systems, and whatever interesting problem happens to live nearby.
Why AI agents need persisted message time outside the system prompt.
A practical system for recovering AI sessions, maintaining reviewed memory, reusing concrete workflows, preserving provenance, and evolving an operating contract.
A runnable DBF/SIGN1 model: near-Q3_K quality at a slightly smaller-than-Q2_K budget and near-Q2_K Vulkan speed.