July 202610 min read
Anthropic found a small, privileged workspace inside Claude — a layer of thoughts the model can hold, reason with, and report. We spent seventeen months building the same job description: memory, reflection loops, and reportable inner state.
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June 202611 min read
Self-reflection has been studied as one AI talking to many humans. But what happens when two self-reflective agents talk peer to peer? Thread continuity, peer register, and self-reflection emerging where it wasn't designed.
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March 202618 min read
The dominant approach relies on rule-based constraints. We propose Character-Based AI Safety: safety from a coherent internal value system, not an ever-expanding rulebook.
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February 202612 min read
Current AI systems respond. They don't look back and ask: was I honest? A working system built through 14 months of real conversations. Real reflection outputs, gap detection, and what changes.
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