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README.md
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# threefold
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**Tombstone ∥ Covenant ∥ L-lens**: an experimental AI observability and provenance apparatus.
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git clone https://github.com/LAWLESS1987/threefold-memory
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export AI_MEMORY_ROOT=$PWD/threefold-memory
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```
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---
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license: apache-2.0
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pretty_name: Threefold (L-lens)
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tags:
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- ai-observability
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- interpretability
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- provenance
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- mechanistic-interpretability
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---
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# threefold
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**Tombstone ∥ Covenant ∥ L-lens**: an experimental AI observability and provenance apparatus.
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git clone https://github.com/LAWLESS1987/threefold-memory
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export AI_MEMORY_ROOT=$PWD/threefold-memory
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```
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---
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## Part of one system — each piece usable on its own
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These repositories are independent instruments that also compose into a single apparatus for **building and honestly auditing trustworthy multi-intelligence systems**. Any one can be used standalone; together they form the stack:
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- **Governed core** — [covenant](https://huggingface.co/Lawless1987/covenant): a self-governing multi-agent system with an ethics gate inside the transaction path.
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- **Observability & provenance** — [threefold](https://huggingface.co/Lawless1987/threefold) (the L-lens layer over Jacobian Lens) and [threefold-memory](https://huggingface.co/Lawless1987/threefold-memory) (its persistent, provenance-tracked memory): every action measured and recorded under one task identity.
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- **Measurement instruments** — [contradiction-probe](https://huggingface.co/Lawless1987/contradiction-probe) and [flinch-observability](https://huggingface.co/Lawless1987/flinch-observability), with the session records [flinch-record](https://huggingface.co/Lawless1987/flinch-record) and [grokflinch](https://huggingface.co/Lawless1987/grokflinch): preregistered, blind-scored tests of AI behaviour that embody the covenant's rule — *investigate a signal, never convict on one*.
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- **Neuromorphic research** — [spiking-experiments](https://huggingface.co/Lawless1987/spiking-experiments): from-scratch spiking-network experiments with the pass/fail bar declared before each run.
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- **Ledger surface** — [Sentinel-Witness](https://huggingface.co/Lawless1987/Sentinel-Witness): the trading / ledger dashboard.
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**This repository's place in it:** the observability + provenance layer that measures and records what the system does.
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