Bradley Wallace — Independent Researcher Licensed under the Sovereign Integrity Protocol (SIP) v1.1
TENT is a deterministic tensor engine that replaces TensorFlow/PyTorch's floating-point pipeline with exact integer arithmetic. Built on the Big Reveal Architecture (BRA), TENT routes tensors through a 32³ voxel lattice using gravitational field equations, boustrophedon siphon traversal, and the Wallace Transform.
TENT eliminates:
- Floating-point drift → all operations are exact integer
- Stochastic gradient descent → replaced by deterministic constraint satisfaction (RC Stack)
- Black-box inference → every decision has a traceable integer charge path
| File | Size | Purpose |
|---|---|---|
src/tent_v9.py |
68K | Core TENT v9 engine — production tensor routing |
src/tent_v9_production.py |
70K | Deployment-hardened production variant |
src/tent_v10_vixel.py |
28K | Vixel-integrated engine with scroll memory |
src/tent_v10_pipeline.py |
18K | Streaming pipeline for continuous inference |
src/bra_bridge.py |
5K | Python↔Rust FFI bridge |
src/bra_kernel.rs |
4K | Rust BRA kernel (compiled to cdylib) |
EigenCharge triplets (hash, trace, det) for every data structure:
hash → FNV-1a (u64) → Identity fingerprinting
trace → Linear F369 → Within-class compactness
det → Quadratic F369 → Between-class separation
Formally equivalent to MCR² (Maximal Coding Rate Reduction) from representation learning, operating entirely in integer space.
- F369 Table — Pre-computed integer lookup (12,000 entries)
- Ulam Spiral Addressing — Storage addresses on prime-number spiral
- Boustrophedon Siphon — Alternating-direction traversal (every voxel visited exactly once)
- ADC Resolution: 10¹⁴ bins (vs float's ~10⁷) — eliminates charge collisions
- Resonance Scoring: 3-tier exact match (0/1/2) replaces continuous similarity
- Deterministic Reproducibility: Same input → same output, always, on any hardware
- RC Stack Integration: Every inference passes through constraint gates RC1–RC14
tent-io/
├── src/
│ ├── tent_v9.py # Core engine (68K)
│ ├── tent_v9_production.py # Production variant (70K)
│ ├── tent_v10_vixel.py # Vixel integration (28K)
│ ├── tent_v10_pipeline.py # Streaming pipeline (18K)
│ ├── bra_bridge.py # Python↔Rust FFI (5K)
│ └── bra_kernel.rs # Rust BRA kernel (4K)
├── tests/
│ └── tent_tests.py # Test suite
├── papers/
│ ├── tent_v91_formal.pdf # Formal specification
│ ├── tent_v91_spec.pdf # Technical specification
│ ├── trinity_core_BRA.pdf # BRA architecture paper
│ └── trinity_core_BRA.tex # LaTeX source
├── build.sh # Rust kernel build script
└── SIP_LICENSE.md
chmod +x build.sh && ./build.sh
python3 tests/tent_tests.py
python3 -c "from src.tent_v9 import TENTEngine; print('TENT loaded')"- Theory Paper — Unified Stability framework
- Sovereign Stack — Full suite (includes TENT)
- RC Stack — Constraint gate architecture
Copyright (c) 2026, Bradley Wallace (tensorrent). All rights reserved.
SIP License v1.1 — Personal/educational: royalty-free. Commercial: prohibited without prior license. Unlicensed commercial use triggers 8.4% perpetual gross profit penalty.
See SIP_LICENSE.md for full terms.