122 lines
3.9 KiB
Markdown
122 lines
3.9 KiB
Markdown
[](LICENSE)
|
|
[](https://inference-x.com)
|
|
|
|
# Organ Architecture
|
|
|
|
**Decompose. Reassemble. Evolve.**
|
|
|
|
```
|
|
Skeleton (Attention) = Thought
|
|
Organs (FFN) = Memory
|
|
Adapters (LoRA) = Personality
|
|
```
|
|
|
|
## What This Is
|
|
|
|
AI models are monoliths. 70 billion parameters locked in a single file that nobody can open, modify, or understand. Only three companies on Earth can build them. Everyone else rents access.
|
|
|
|
Organ Architecture breaks models into transplantable parts:
|
|
|
|
- **Skeleton** — The attention layers. How the model *thinks*. Shared across all configurations.
|
|
- **Organs** — The feed-forward networks. What the model *knows*. Specialized, swappable, graftable.
|
|
- **Adapters** — LoRA weights. The model's *personality*. Lightweight, trainable by anyone.
|
|
|
|
A doctor doesn't rebuild the entire human body to fix a kidney. Why should we rebuild an entire model to change what it knows about medicine?
|
|
|
|
## Architecture
|
|
|
|
```
|
|
model.gguf (70GB monolith)
|
|
│
|
|
▼
|
|
┌─ skeleton.bin ──── attention layers (shared thought)
|
|
│
|
|
├─ organ_lang.bin ── language FFN (what it knows about language)
|
|
├─ organ_math.bin ── math FFN (what it knows about math)
|
|
├─ organ_code.bin ── code FFN (what it knows about code)
|
|
├─ organ_med.bin ─── medical FFN (what it knows about medicine)
|
|
│
|
|
└─ adapter_fr.bin ── French personality (LoRA)
|
|
adapter_formal.bin ── Formal tone (LoRA)
|
|
```
|
|
|
|
## Tools
|
|
|
|
| Tool | Purpose |
|
|
|------|---------|
|
|
| `organ_extract.py` | Extract skeleton + organs from any GGUF model |
|
|
| `organ_graft.py` | Transplant organs between models |
|
|
| `organ_measure.py` | measure organ quality (signal vs noise) |
|
|
| `organ_assemble.py` | Assemble custom model from parts |
|
|
| `organ_api.py` | API server for organ operations |
|
|
|
|
## Requirements
|
|
|
|
- Python 3.10+
|
|
- InferenceX binary (for model loading)
|
|
- GGUF models to dissect
|
|
|
|
## Quick Start
|
|
|
|
```bash
|
|
# Extract organs from a model
|
|
python3 organ_extract.py --model /path/to/model.gguf --output ./organs/
|
|
|
|
# Measure organ quality
|
|
python3 organ_measure.py --organ ./organs/organ_layer_12.bin
|
|
|
|
# Graft an organ from model A into model B
|
|
python3 organ_graft.py --source ./organs_A/ --target ./model_B.gguf --layers 12-18
|
|
|
|
# Assemble a custom model
|
|
python3 organ_assemble.py --skeleton ./skeleton.bin --organs ./organs/ --output custom.gguf
|
|
```
|
|
|
|
## Philosophy
|
|
|
|
> Subtract rather than add.
|
|
|
|
A 70B monolith is accumulation. A 2B skeleton with specialized organs grafted on demand — that's subtraction. Less weight, more signal.
|
|
|
|
> 8 billion contributors, not 3 corporations.
|
|
|
|
Anyone can train an organ. A doctor trains a medical organ on her hospital's data. A farmer trains an agriculture organ on his field observations. A student trains a math organ on solved problems. The skeleton stays the same. The organs make it alive.
|
|
|
|
## Quality Measure
|
|
|
|
Every organ is measured by its Z-vector:
|
|
|
|
```
|
|
CSCI — cross-scale coherence index
|
|
|
|
θ → 0° : noise (organ adds confusion)
|
|
θ → 90° : pure signal (organ adds knowledge)
|
|
```
|
|
|
|
## Part of the IX Ecosystem
|
|
|
|
```
|
|
InferenceX ─── The engine (228KB, runs anything)
|
|
Organ Arch ─── The anatomy (decompose, reassemble)
|
|
Atlas Pure ─── The memory (fractal DNA storage)
|
|
Echo ────────── The voice (chat interface)
|
|
Purpose ────── Long-term application domain
|
|
```
|
|
|
|
## License
|
|
|
|
BSL 1.1 — Same as InferenceX.
|
|
|
|
## Signature
|
|
|
|
|
|
---
|
|
|
|
*Ancient builders shaped landscapes through persistent work.*
|
|
*This is the same gesture — channels through intelligence itself.*
|
|
<!-- © SALKA ELMADANI AUTHORSHIP CERTIFICATE
|
|
SHA256: fa9810691f93169fda6d36c1cf7f752b12e0bc44d59bf2da994a9e87af6fc6d4
|
|
SIG-ED25519: TUu6Qp40jhrhXquUzU20iuSHzr0ENB0v+r5FIKYNdJ+TeP9ozqafqW2Mq6U8AJpNPpAram8peGgtnoh5YiQ1AA==
|
|
VERIFY: python3 verify_authorship.py README.md
|
|
-->
|