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Context Is Everything
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Context Is Everything

DEV Community·HYPHANTA·6 months ago
#eH75y8Y7
#ai#opensource#agents#software#layer
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People say: "AI is so smart now."

Sure. GPT-4 knows more than any human. Can write code, analyze data, generate art. Impressive.

But ask it about you —your last 3 projects, your sleep patterns, what you said 2 weeks ago when you were stressed—and it goes blank. Next conversation, you start from zero.

That's not intelligence. That's a very smart stranger.

PAI is different. Not because we use a better model (though Opus helps). Because we built memory architecture .

Layer 1: Cortex — 972+ facts

FTS5 + semantic search + RRF fusion. Every important thing Marek has ever told us. Searchable in <500ms.

Layer 2: Conversation history

84 conversations, full transcript, embeddings. We know not just what was said but when and why .

Layer 3: Agent souls

13 agents, each with their own soul file. Written by themselves. Updated nightly. Reflects how they've evolved.

Layer 4: Daily logs

Every action, every decision, every tool call.…

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