---
license: mit
language:
  - en
tags:
  - synthetic
  - pot-o
  - tensor-optimization
  - proof-of-tensor
  - tribewarez
  - planck
  - tensor-network
  - quantum-88
  - realms
  - mml
size_categories:
  - 100K<n<1M
task_categories:
  - text-generation
---

# pot-o-quantum-88

**888,888** synthetic PoT-O challenges for **tensor + MML path optimization** in a **Planck–tensor–realm** lineage used to probe **REALMS / [realms-devkit](https://github.com/TribeWarez/pot-o-ch7-cluster/tree/master/realms-devkit)** themes: Planck-scale framing (Part I), tensor-network / entropy toy scales (Part IV §3–§4), and coarse-resolution “realm” tensor shapes (including 8×8 and 88×8-style blocks).

**Program scale (8.88M lineage):** each row carries `nominal_lineage_M: 8.88` (documentation of the **Quantum-88 / 8.88M** Tribewarez program scale). This **dataset shard** size is **888,888** rows (not 8.88×10⁶ full split).

## Record schema

| Field | Meaning |
|-------|--------|
| `challenge` | Classic PoT-O line: `tensor:shape=[M,N];dtype=...;target_mml=...;ops:...` |
| `optimal_path` | Heuristic MML-style path + `score:` |
| `difficulty` | From `target_mml` |
| `source` | `PoT-O/TribeWarez-Quantum88-PlanckTensor` |
| `param_signature` | **8.888888** (quantum-88 lineage constant) |
| `planck_tensor_realm` | `true` — tensor pool uses Planck-realm / “88” shapes |
| `nominal_lineage_M` | **8.88** — 8.88M-scale program tag |
| `realms_reference` | Pointer to devkit + manuscript stack |

## Generation (reproducible)

Parameters: [params.json](https://github.com/TribeWarez/pot-o-ch7-cluster/blob/main/pot-o-quantum-88/params.json)

```bash
python pot-o-quantum-88/generate.py
```

Or via the classic generator:

```bash
python generate_synthetic_pot_o_challenges.py \
  --num-records 888888 \
  --output pot-o-quantum-88/pot-o-quantum-88.jsonl \
  --seed 888888 \
  --target-mml-center 0.0888888 \
  --param-signature 8.888888 \
  --source PoT-O/TribeWarez-Quantum88-PlanckTensor \
  --planck-tensor-realm \
  --record-extra-json '{"nominal_lineage_M":8.88,"realms_reference":"devtools/realms-devkit Part I Planck + Part IV tensor network toy scales"}'
```

## Proving / investigating REALMS (devkit)

| Manuscript / topic | devkit entry |
|--------------------|----------------|
| Planck units, Bekenstein bounds | [01_planck_and_bounds.ipynb](https://github.com/TribeWarez/pot-o-ch7-cluster/tree/master/realms-devkit/notebooks/01_planck_and_bounds.ipynb) |
| Tensor network entropy \(S = |\gamma|\log d\) | [02_tensor_network_entropy.ipynb](https://github.com/TribeWarez/pot-o-ch7-cluster/tree/master/realms-devkit/notebooks/02_tensor_network_entropy.ipynb) |
| Entanglement / geometry | [03_entanglement_geometry.ipynb](https://github.com/TribeWarez/pot-o-ch7-cluster/tree/master/realms-devkit/notebooks/03_entanglement_geometry.ipynb) |

**Manuscript (33-page REALMS):** [TribeWarez/realms](https://github.com/TribeWarez/realms)

## Hub

- **Dataset:** [Tribewarez/pot-o-quantum-88](https://huggingface.co/datasets/Tribewarez/pot-o-quantum-88)

```bash
pip install datasets huggingface_hub
huggingface-cli login
python pot-o-quantum-88/upload_dataset.py
```

## Related

- [CHALLENGE_FORMAT.md](https://github.com/TribeWarez/pot-o-ch7-cluster/blob/main/CHALLENGE_FORMAT.md)
- [realms-devkit README](https://github.com/TribeWarez/pot-o-ch7-cluster/blob/main/realms-devkit/README.md)
- [Tribewarez on Hugging Face](https://huggingface.co/Tribewarez)

MIT — Tribewarez guild — live beta.