Amplifier bundle — AI image generation and editing specialists (creative direction, prompt engineering, sequential editing, visual analysis) powered by OpenAI gpt-image-2 and Gemini Nano Banana Pro. Wraps the imagegen MCP server.
Evidence-gated removal of context instructions for Amplifier. Every context system can ADD instructions; almost none can REMOVE them. Preceptor is the missing half.
Open Knowledge Format (OKF v0.2) as a first-class Amplifier capability — validate, index, query, extend, and age-check any directory of knowledge documents, with per-write enforcement.
Design checkpoint and future Amplifier bundle for multi-provider creative production (image + video generation, routing, critique, coordination files). Composes amplifier-bundle-imagen and wraps imagen-mcp + planned video-mcp.
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