PHINEAS
A six-step LLM state machine that forces deterministic CEFR-aligned reading material output from probabilistic models.
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Working code, deployed infrastructure, and products with real users.
A six-step LLM state machine that forces deterministic CEFR-aligned reading material output from probabilistic models.
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A framework for taste-enabled creator agents. Pipeline-plus-judgment architecture, with the agent rejecting its own work when it fails a stylistic bar.
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A production multi-agent system for LLM evaluation. Three rounds surface where independent evaluators disagree and reconcile it into an auditable consensus, instead of averaging the disagreement away.
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EMB-001 is the reference implementation of the AI Embassy framework: a converted 1951 garage where an AI occupies the room as a governed resident under a versioned social contract. The governance is operating; the embodiment is under construction.
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