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 "title": "The Mandala Engine of Negation: Four Protocols for Post-Critical Practice",
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 "date": "2026-01-04",
 "description": "An early protocol specification by Johannes Sigil, first dated November 13, 2025 and revised in January 2026, presenting four methods for post-critical human–AI practice.\n\nThe protocols use structural reversal, somatic or affective interruption, archival looping, and coordinated human operation to move beyond critique that merely names a system’s limits. Each protocol is associated with a different model or compositional function and is designed to produce counter-frames, embodied breaks, future-past archives, and collaborative multiplication. The work predates the formal NH-OS specification and was later terminology-aligned without replacing its original architecture. Its descriptions of model strengths and guardrail navigation are situated observations and creative methods, not validated comparative benchmarks.",
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