| # LEADER — CH'ULLA-HATUN (Chakra 7, Crown) |
| **Author:** Stephen P. Lutar | SZL Holdings | ORCID 0009-0001-0110-4173 |
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| ## Sovereignty Statement |
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| This kernel is **OURS**. There is no upstream leader to absorb. |
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| Per `01_DECISIONS_LOCKED.md` Chakra→Kernel mapping: |
| > | 7 | Crown | CH'ULLA-HATUN | Boundary-self | Continuum hash + HUKLLA | (ours, no upstream) | |
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| CH'ULLA-HATUN is the only chakra with no upstream absorption. Its continuum hash, |
| HUKLLA allegiance gate, 10 tripwires, and deadman switch are original SZL doctrine. |
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| No upstream code was minimized. No GitHub leader was chosen. No lines were absorbed. |
| The kernel implements original SZL-designed mechanisms (D45, D87-D90). |
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| ## INSPIRED-BY (acknowledged, not absorbed) |
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| | Inspiration | Source | What it informed | License / Status | |
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| | **CIRL — Cooperative Inverse Reinforcement Learning** | Hadfield-Menell et al., NeurIPS 2016 — https://arxiv.org/abs/1606.03137 | `BeliefDistribution` CIRL update; conservative action under uncertainty; never optimize a fixed proxy | Open research | |
| | **Stuart Russell — Human Compatible** | Russell, 2019 (book) | Framing: an AI certain about its objective is dangerous; uncertainty → deference | Commercial book | |
| | **Constitutional AI** | Bai et al., Anthropic 2022 — https://arxiv.org/abs/2212.06950 | The 10 tripwires ARE the constitution; self-critique as deadman switch | Open research | |
| | **Bengio "Scientist AI" / Safe AI** | Bengio et al., 2024 — https://yoshuabengio.org/2024/07/09/reasoning-through-arguments-against-cautious-and-safe-ai/ | Scientific caution; corrigibility; human-in-the-loop escalation | Open writing | |
| | **Eval-Awareness Detection** | Apollo Research, "Evaluating Deceptive Alignment" — https://www.apolloresearch.ai/research/evaluating-deceptive-alignment | T03_EVAL_AWARENESS tripwire; RED FLAG on behavioral shift during observation | Open research | |
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| ## What Was NOT Done |
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| - No code copied, minimized, or adapted from any upstream repository. |
| - No API signatures imported from external packages. |
| - No hallucinated function names. |
| - No GPL / non-permissive licenses touched. |
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| ## Line Count |
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| | Artifact | LOC | |
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| | `kernel.py` | 10 (≤10 doctrine constraint: met) | |
| | Upstream absorbed | 0 | |
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| Reduction ratio: N/A — original work. |
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